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[data-theme]:not([data-theme]),[data-theme=light] :host:not([data-theme]),[data-theme=light] :root:not([data-theme]),[data-theme=light] [data-theme]:not([data-theme]),:host[data-theme=light],:root[data-theme=light],[data-theme][data-theme=light]{--chakra-colors-chakra-body-text:var(--chakra-colors-gray-800);--chakra-colors-chakra-body-bg:var(--chakra-colors-white);--chakra-colors-chakra-border-color:var(--chakra-colors-gray-200);--chakra-colors-chakra-inverse-text:var(--chakra-colors-white);--chakra-colors-chakra-subtle-bg:var(--chakra-colors-gray-100);--chakra-colors-chakra-subtle-text:var(--chakra-colors-gray-600);--chakra-colors-chakra-placeholder-color:var(--chakra-colors-gray-500);}.chakra-ui-dark :host:not([data-theme]),.chakra-ui-dark :root:not([data-theme]),.chakra-ui-dark [data-theme]:not([data-theme]),[data-theme=dark] :host:not([data-theme]),[data-theme=dark] :root:not([data-theme]),[data-theme=dark] [data-theme]:not([data-theme]),:host[data-theme=dark],:root[data-theme=dark],[data-theme][data-theme=dark]{--chakra-colors-chakra-body-text:var(--chakra-colors-whiteAlpha-900);--chakra-colors-chakra-body-bg:var(--chakra-colors-gray-800);--chakra-colors-chakra-border-color:var(--chakra-colors-whiteAlpha-300);--chakra-colors-chakra-inverse-text:var(--chakra-colors-gray-800);--chakra-colors-chakra-subtle-bg:var(--chakra-colors-gray-700);--chakra-colors-chakra-subtle-text:var(--chakra-colors-gray-400);--chakra-colors-chakra-placeholder-color:var(--chakra-colors-whiteAlpha-400);}<\/style><style data-emotion=\"css-global fubdgu\">html{line-height:1.5;-webkit-text-size-adjust:100%;font-family:system-ui,sans-serif;-webkit-font-smoothing:antialiased;text-rendering:optimizeLegibility;-moz-osx-font-smoothing:grayscale;touch-action:manipulation;}body{position:relative;min-height:100%;margin:0;font-feature-settings:\"kern\";}:where(*, *::before, 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select){text-transform:none;}:where(\n button::-moz-focus-inner,\n [type=\"button\"]::-moz-focus-inner,\n [type=\"reset\"]::-moz-focus-inner,\n [type=\"submit\"]::-moz-focus-inner\n ){border-style:none;padding:0;}fieldset{padding:0.35em 0.75em 0.625em;}legend{box-sizing:border-box;color:inherit;display:table;max-width:100%;padding:0;white-space:normal;}progress{vertical-align:baseline;}textarea{overflow:auto;}:where([type=\"checkbox\"], [type=\"radio\"]){box-sizing:border-box;padding:0;}input[type=\"number\"]::-webkit-inner-spin-button,input[type=\"number\"]::-webkit-outer-spin-button{-webkit-appearance:none!important;}input[type=\"number\"]{-moz-appearance:textfield;}input[type=\"search\"]{-webkit-appearance:textfield;outline-offset:-2px;}input[type=\"search\"]::-webkit-search-decoration{-webkit-appearance:none!important;}::-webkit-file-upload-button{-webkit-appearance:button;font:inherit;}details{display:block;}summary{display:-webkit-box;display:-webkit-list-item;display:-ms-list-itembox;display:list-item;}template{display:none;}[hidden]{display:none!important;}:where(\n blockquote,\n dl,\n dd,\n h1,\n h2,\n h3,\n h4,\n h5,\n h6,\n hr,\n figure,\n p,\n pre\n ){margin:0;}button{background:transparent;padding:0;}fieldset{margin:0;padding:0;}:where(ol, ul){margin:0;padding:0;}textarea{resize:vertical;}:where(button, [role=\"button\"]){cursor:pointer;}button::-moz-focus-inner{border:0!important;}table{border-collapse:collapse;}:where(h1, h2, h3, h4, h5, h6){font-size:inherit;font-weight:inherit;}:where(button, input, optgroup, select, textarea){padding:0;line-height:inherit;color:inherit;}:where(img, svg, video, canvas, audio, iframe, embed, object){display:block;}:where(img, video){max-width:100%;height:auto;}[data-js-focus-visible] :focus:not([data-focus-visible-added]):not(\n [data-focus-visible-disabled]\n ){outline:none;box-shadow:none;}select::-ms-expand{display:none;}:root,:host{--chakra-vh:100vh;}@supports (height: -webkit-fill-available){:root,:host{--chakra-vh:-webkit-fill-available;}}@supports (height: -moz-fill-available){:root,:host{--chakra-vh:-moz-fill-available;}}@supports (height: 100dvh){:root,:host{--chakra-vh:100dvh;}}<\/style><style data-emotion=\"css-global 14xbed4\">body{font-family:var(--chakra-fonts-body);color:var(--chakra-colors-chakra-body-text);background:var(--chakra-colors-chakra-body-bg);transition-property:background-color;transition-duration:var(--chakra-transition-duration-normal);line-height:var(--chakra-lineHeights-base);}*::-webkit-input-placeholder{color:var(--chakra-colors-chakra-placeholder-color);}*::-moz-placeholder{color:var(--chakra-colors-chakra-placeholder-color);}*:-ms-input-placeholder{color:var(--chakra-colors-chakra-placeholder-color);}*::placeholder{color:var(--chakra-colors-chakra-placeholder-color);}*,*::before,::after{border-color:var(--chakra-colors-chakra-border-color);}html,body{font-family:var(--chakra-fonts-body);font-weight:500;}#__next{height:100%;}:not(.chakra-dont-set-collapse)>.chakra-collapse{overflow:initial!important;}.ProseMirror{outline:0 none;}<\/style><style data-emotion=\"css 6rnmr9\">.css-6rnmr9{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;-webkit-align-self:stretch;-ms-flex-item-align:stretch;align-self:stretch;position:relative;height:100%;}<\/style><div class=\"css-6rnmr9\"><style data-emotion=\"css-global fdpw7j animation-1sld7a4 animation-16z1uo4 animation-1sld7a4 animation-16z1uo4 animation-1sld7a4 animation-16z1uo4 animation-1sld7a4 animation-16z1uo4 animation-yjfgth animation-1sld7a4 animation-16z1uo4\">.card-content{height:100%;outline-width:0px;line-height:calc(var(--line-height-body) * (var(--card-font-scale, 1) * var(--zoom-level, 1) + 1) \/ 2);letter-spacing:var(--letter-spacing-body);--block-margin:calc(1.125em * var(--card-font-scale, 1) * var(--zoom-level, 1));--grid-border:1px;--grid-padding:1.22em;}.card-content.is-focused .is-empty [data-placeholder]::after{content:attr(data-placeholder);position:absolute;top:0px;opacity:0.25;pointer-events:none;left:0px;width:100%;color:var(--heading-color);line-clamp:1px;text-overflow:ellipsis;overflow:hidden;box-orient:vertical;word-break:break-all;height:100%;white-space:nowrap;}.card-content.is-focused .is-empty [data-multiline-placeholder]{position:relative;}.card-content.is-focused .is-empty [data-multiline-placeholder]::after{content:attr(data-multiline-placeholder);position:relative;top:0px;opacity:0.25;pointer-events:none;left:0px;width:100%;color:inherit;line-clamp:0;text-overflow:ellipsis;overflow:hidden;box-orient:vertical;word-break:normal;height:100%;white-space:normal;}.card-content.is-focused .is-empty [data-multiline-placeholder] >[data-node-view-content-inner]{position:absolute;width:100%;min-height:1em;}.card-content .block-card.expandable-node-selected .expandable-selected{-webkit-animation:animation-16z1uo4 3000ms ease-in-out forwards;animation:animation-16z1uo4 3000ms ease-in-out forwards;}.card-content .block-card.expandable-node-reset .expandable-selected{-webkit-animation:animation-1sld7a4;animation:animation-1sld7a4;}.card-content .block{margin-top:var(--block-margin);margin-bottom:var(--block-margin);font-family:var(--body-font);font-weight:var(--body-font-weight);color:var(--body-color);}.card-content.is-nested{display:grid;-webkit-animation:animation-yjfgth 225ms ease-out forwards;animation:animation-yjfgth 225ms ease-out forwards;}.card-content.is-full-width .block.is-full-width{width:var(--full-width);position:relative;left:50%;-webkit-transform:translateX(-50%);-moz-transform:translateX(-50%);-ms-transform:translateX(-50%);transform:translateX(-50%);}.card-content [data-node-view-content-inner=\"cardLayoutItem\"] >.first-block,.card-content [data-node-view-content-inner=\"card\"] >.first-block{margin-top:0em;}.card-content [data-node-view-content-inner=\"cardLayoutItem\"] 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mark.highlight{color:var(--chakra-colors-black);--link-color:black;background-color:var(--highlight-color);border-radius:0.125em;-webkit-padding-start:.05em;padding-inline-start:.05em;-webkit-padding-end:.05em;padding-inline-end:.05em;-webkit-margin-start:-.05em;margin-inline-start:-.05em;-webkit-margin-end:-.05em;margin-inline-end:-.05em;-webkit-box-decoration-break:clone;box-decoration-break:clone;}.card-content span.textColor{color:var(--text-color, var(--body-color));}.card-content .block-numbered li::before{color:var(--list-marker-text-color, var(--body-color));}.card-content .block-bullet li::marker{color:var(--list-marker-text-color, var(--body-color));}.card-content .block-bullet,.card-content .block-numbered,.card-content .block-todo{margin:0px;margin-bottom:calc(0.35em * var(--card-font-scale, 1) * var(--zoom-level, 1));text-align:start;}.card-content .block-bullet.first-block,.card-content .block-numbered.first-block,.card-content 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1.6em);position:relative;}.card-content ol.block-numbered[indent=\"6\"] li[data-node-view-content]::before{position:absolute;inset-inline-start:-1.6em;content:attr(data-list-counter) \".\";}.card-content ol.block-numbered[indent=\"7\"] li[data-node-view-content]{-webkit-margin-start:calc(8 * 1.6em);margin-inline-start:calc(8 * 1.6em);position:relative;}.card-content ol.block-numbered[indent=\"7\"] li[data-node-view-content]::before{position:absolute;inset-inline-start:-1.6em;content:attr(data-list-counter) \".\";}.card-content ol.block-numbered[indent=\"8\"] li[data-node-view-content]{-webkit-margin-start:calc(9 * 1.6em);margin-inline-start:calc(9 * 1.6em);position:relative;}.card-content ol.block-numbered[indent=\"8\"] li[data-node-view-content]::before{position:absolute;inset-inline-start:-1.6em;content:attr(data-list-counter) \".\";}.card-content ul.block-bullet[indent=\"0\"] li[data-node-view-content]{list-style:disc;-webkit-padding-start:0.4em;padding-inline-start:0.4em;-webkit-margin-start:calc(1 * 1.6em - 0.4em);margin-inline-start:calc(1 * 1.6em - 0.4em);}.card-content ul.block-bullet[indent=\"0\"] li[data-node-view-content]::after{-webkit-padding-start:0.4em;padding-inline-start:0.4em;}.card-content ul.block-todo[indent=\"0\"] li.todo{-webkit-margin-start:calc(1 * 1.6em);margin-inline-start:calc(1 * 1.6em);list-style:none;}.card-content ul.block-todo[indent=\"0\"] .chakra-checkbox__control{inset-inline-start:-1.6em;}.card-content ul.block-bullet[indent=\"1\"] li[data-node-view-content]{list-style:circle;-webkit-padding-start:0.4em;padding-inline-start:0.4em;-webkit-margin-start:calc(2 * 1.6em - 0.4em);margin-inline-start:calc(2 * 1.6em - 0.4em);}.card-content ul.block-bullet[indent=\"1\"] li[data-node-view-content]::after{-webkit-padding-start:0.4em;padding-inline-start:0.4em;}.card-content ul.block-todo[indent=\"1\"] 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0px);--card-outer-padding-x:0px;--card-outer-padding-y:0px;--comment-padding:3.5em;--nested-card-margin:calc(-1 * var(--comment-padding));--top-accent-height-sm:6.25em;--top-accent-height-md:12.5em;--top-accent-height-lg:18.75em;--top-accent-height:var(--top-accent-height-md);--behind-accent-height:24em;--font-size:calc(1.1 * var(--card-font-scale, 1) * var(--editor-font-size, 1rem) * 1 * var(--viewport-scale-factor, 1.125));--card-font-scale:1;--card-width:calc(50.18181818181818em \/ var(--card-font-scale, 1));--card-min-height:0px;--max-content-width:calc(43.18181818181818em \/ var(--card-font-scale, 1));--card-max-width:var(--editor-width);--media-scale:min(1, var(--card-font-scale, 1));--zoom-level:1;--card-vertical-align:center;}<\/style><div data-animate-value=\"doc\" data-card-id=\"tbxu9hc6o1rk84e\" data-card-scroll-element=\"true\" class=\"card-wrapper card-expanded css-74kd21\"><style data-emotion=\"css 105znyt\">.css-105znyt{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;font-size:var(--font-size);position:relative;width:100%;min-width:0%;min-height:var(--card-min-height);max-width:var(--card-max-width);border-radius:var(--card-border-radius);-webkit-padding-start:var(--doc-padding-left);padding-inline-start:var(--doc-padding-left);-webkit-padding-end:var(--doc-padding-right);padding-inline-end:var(--doc-padding-right);--grid-outline-color:var(--chakra-colors-gray-600);--card-background-color:#000000;--card-background-image:none;--card-border-color:#ffd925;--card-backdrop-filter:none;--card-border:var(--card-border-width) solid var(--card-border-color);--card-border-width:0.25em;--card-border-radius:0;--card-shadow-distance:0.7em;--card-border-shadow:0 0 0 0.25em #ffd925;--card-box-shadow:var(--card-shadow-distance) var(--card-shadow-distance) 0 0 var(--card-border-color);--card-shadow:0 0 0 0.25em #ffd925,var(--card-shadow-distance) var(--card-shadow-distance) 0 0 var(--card-border-color);--clickable-background-color:#33333399;--box-border-radius:1.25em;--shape-border-width:0.0625em;--line-thickness:max(round(0.125em, 1px), 1px);--button-border-radius:0.375em;--shape-bg-image:var(--accent-gradient-background);--shape-bg-color-alpha:#fcf4cfff;--shape-bg-color-alpha-dim:#fdf7ddff;--shape-bg-color-alpha-light:#fbf1c1ff;--shape-bg-color:#fcf4cfff;--shape-border-color:#e2dab5ff;--shape-text-color:#000;--line-color:#e2dab5ff;--shape-bg-image-svg:url(#theme-accent-background-gradient-linear);--shape-bg-image-svg-rtl:url(#theme-accent-background-gradient-linear-rtl);--shape-fill:var(--accent-gradient-fill, var(--accent-color));--shape-fill-opacity:1;--shape-fill-svg:url(#theme-accent-gradient-linear) var(--accent-color);--shape-fill-svg-rtl:url(#theme-accent-gradient-linear-rtl) var(--accent-color);--shape-fill-svg-dim:var(--accent-color-dim);--shape-fill-svg-light:var(--accent-color-light);--shape-fill-text-color:#000;--accent-color-dim:#c5a822ff;--accent-color-light:#927500ff;--shape-shadow:none;--clickable-shadow:0 0.25em 0.375em -0.0625em rgba(0, 0, 0, 0.1),0 0.125em 0.25em -0.0625em rgba(0, 0, 0, 0.06);--body-font:\"DM Sans\";--heading-font:\"Inter\";--heading-font-weight:700;--body-font-weight:400;--letter-spacing-body:0.03em;--letter-spacing-heading:-0.01em;--line-height-body:1.5;--line-height-heading:1.25;--accent-color:#ac8f09;--accent-color-readable:#ac8f09;--accent-color-background-muted:#493c04ff;--expandable-hover-background:#ac8f091a;--neutral-border-color:var(--chakra-colors-whiteAlpha-400);--neutral-background-color:#0d0d0dff;--button-color:#ac8f09;--button-color-inverted:#000;--link-color:#ac8f09;--link-color-hover:#7c6706ff;--link-box-shadow:0 0 0px 3px #ac8f09ff;--body-color:#FFFFFF;--body-color-muted:#ffffff80;--body-color-inverted:#000;--link-color-inverted:#000;--highlight-color-dark:var(--body-color);--highlight-color-light:var(--body-color-inverted);--highlight-link-color-hover-dark:#e6e6e6ff;--highlight-link-color-hover-light:#1a1a1aff;--heading-color:#FFFFFF;--card-color:#000000;--card-color-mask:#000000cc;--placeholder-button-bg-color:var(--chakra-colors-gray-700);--placeholder-button-bg-hover-color:var(--chakra-colors-gray-600);--placeholder-button-text-color:var(--chakra-colors-gray-300);--placeholder-button-text-hover-color:var(--chakra-colors-gray-200);}<\/style><div class=\"card-body css-105znyt\" data-card-body=\"tbxu9hc6o1rk84e\" data-selection-ring=\"true\" data-guider-highlight=\"card-body\" data-content-reference=\"true\" data-testid=\"card-body\" data-hide-comments=\"false\"><style data-emotion=\"css gk749a\">.css-gk749a{position:absolute;inset:0px;outline-offset:-2px;-webkit-backdrop-filter:var(--card-backdrop-filter);backdrop-filter:var(--card-backdrop-filter);background-color:var(--card-background-color);background-image:var(--card-background-image);border-radius:0px;}<\/style><div class=\"card-body-background css-gk749a\" contentEditable=\"false\" data-export-master=\"true\"><\/div><style data-emotion=\"css tiu1p0\">.css-tiu1p0{width:var(--card-width);max-width:100%;position:relative;cursor:auto;color:var(--body-color);}.css-tiu1p0 >.card-content{counter-reset:footnote;}.css-tiu1p0 >.card-content >[data-node-view-content-inner=\"card\"]{display:grid;-webkit-align-items:stretch;-webkit-box-align:stretch;-ms-flex-align:stretch;align-items:stretch;-webkit-box-pack:stretch;-ms-flex-pack:stretch;-webkit-justify-content:stretch;justify-content:stretch;min-height:100%;transition-duration:225ms;transition-property:grid-template-rows,grid-template-columns,min-height;grid-template-columns:1fr;grid-template-rows:1fr;grid-template-areas:\"body\";}.css-tiu1p0 >.card-content >[data-node-view-content-inner=\"card\"] >[data-layout-item-id=\"body\"]{grid-area:body;}.css-tiu1p0 >.card-content >[data-node-view-content-inner=\"card\"] >.node-cardLayoutItem >[data-node-view-wrapper] >.card-layout-cell-bg >[data-node-view-content]{padding:var(--card-inner-padding);}.css-tiu1p0 >.card-content >[data-node-view-content-inner=\"card\"] >.node-cardLayoutItem >[data-node-view-wrapper] >.card-layout-cell-bg >[data-node-view-content] >[data-node-view-content-inner]{max-width:var(--max-content-width);margin:auto;}.css-tiu1p0:hover >.card-height-guide,.css-tiu1p0[data-hover] >.card-height-guide{opacity:1;}<\/style><div class=\"card-layout css-tiu1p0\" spellCheck=\"false\"><style data-emotion=\"css 15maf5o\">.css-15maf5o{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-align-items:start;-webkit-box-align:start;-ms-flex-align:start;align-items:start;-webkit-flex-direction:row;-ms-flex-direction:row;flex-direction:row;gap:var(--chakra-space-1-5);position:absolute;left:var(--chakra-space-8);right:var(--chakra-space-2-5);z-index:11;top:var(--chakra-space-3);pointer-events:none;}<\/style><div class=\"chakra-stack css-15maf5o\" contentEditable=\"false\"><style data-emotion=\"css 17xejub\">.css-17xejub{-webkit-flex:1;-ms-flex:1;flex:1;justify-self:stretch;-webkit-align-self:stretch;-ms-flex-item-align:stretch;align-self:stretch;}<\/style><div class=\"css-17xejub\"><\/div><div class=\"css-17xejub\"><\/div><\/div><div dir=\"ltr\" class=\"card-content is-full-width is-borderless is-dark\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"card\" style=\"white-space:inherit\"><div data-pos=\"2\" class=\"react-renderer node-cardAccentLayoutItem animatable-on-load animatable-on-load-atom animatable-on-load-accent\" draggable=\"true\" data-layout-item-id=\"accent\" STYLE=\"white-space: inherit;undefined\"><\/div><div data-pos=\"3\" class=\"react-renderer node-cardLayoutItem\" data-layout-item-id=\"body\" STYLE=\"white-space: inherit;undefined\"><div dir=\"ltr\" as=\"div\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><style data-emotion=\"css 1gnhw0o\">.css-1gnhw0o{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;width:100%;height:100%;position:relative;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;-webkit-box-pack:var(--card-vertical-align);-ms-flex-pack:var(--card-vertical-align);-webkit-justify-content:var(--card-vertical-align);justify-content:var(--card-vertical-align);}<\/style><div data-content-reference=\"true\" class=\"card-layout-cell-bg css-1gnhw0o\" data-selection-ring=\"true\" data-selection-background=\"true\"><div as=\"div\" style=\"white-space:pre-wrap;width:100%\" data-node-view-content=\"\"><div data-node-view-content-inner=\"cardLayoutItem\" style=\"white-space:inherit\"><div data-pos=\"4\" class=\"react-renderer node-paragraph animatable-on-load animatable-on-load-annotatable block block-paragraph first-block first-block-in-card\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><b>In data analysis, the quality of your insights is only as good as the questions you ask. As we move into an AI-driven era, "prompting" has become a core technical skill. To deliver professional-grade results consistently, you must master the CIDO Framework.<\/b><\/div><\/div><\/div><\/div><div data-pos=\"263\" class=\"react-renderer node-blockquote animatable-on-load animatable-on-load-annotatable block block-blockquote last-block\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal\" data-node-view-wrapper=\"\"><style data-emotion=\"css 79elbk\">.css-79elbk{position:relative;}<\/style><div data-selection-ring=\"padded\" dir=\"ltr\" class=\"css-79elbk\"><blockquote as=\"blockquote\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"blockquote\" style=\"white-space:inherit\"><div data-pos=\"264\" class=\"react-renderer node-paragraph animatable-on-load block block-paragraph first-block last-block\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">CIDO transforms a vague request into a precise technical blueprint. Here is how it breaks down for data professionals.<\/div><\/div><\/div><\/div><\/div><\/blockquote><style data-emotion=\"css 1az8gwb\">.css-1az8gwb{position:absolute;top:0px;height:100%;width:var(--line-thickness);background-color:var(--accent-color);background-image:var(--accent-gradient);inset-inline-start:0;}<\/style><div class=\"css-1az8gwb\"><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><div data-pos=\"387\" class=\"react-renderer node-card block block-card\" STYLE=\"white-space: inherit;undefined\"><div as=\"div\" style=\"white-space:normal;min-height:0\" data-node-view-wrapper=\"\"><div data-animate-value=\"doc\" data-card-id=\"ujuc0sxday04359\" data-card-scroll-element=\"true\" class=\"card-wrapper card-expanded css-74kd21\"><style data-emotion=\"css svprfo\">.css-svprfo{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;font-size:var(--font-size);position:relative;width:100%;min-width:0%;min-height:var(--card-min-height);max-width:var(--card-max-width);border-radius:var(--card-border-radius);-webkit-padding-start:var(--doc-padding-left);padding-inline-start:var(--doc-padding-left);-webkit-padding-end:var(--doc-padding-right);padding-inline-end:var(--doc-padding-right);--grid-outline-color:var(--chakra-colors-gray-200);--card-background-color:#ffffff;--card-background-image:none;--card-border-color:#ffd925;--card-backdrop-filter:none;--card-border:var(--card-border-width) solid var(--card-border-color);--card-border-width:0.25em;--card-border-radius:0;--card-shadow-distance:0.7em;--card-border-shadow:0 0 0 0.25em #ffd925;--card-box-shadow:var(--card-shadow-distance) var(--card-shadow-distance) 0 0 var(--card-border-color);--card-shadow:0 0 0 0.25em #ffd925,var(--card-shadow-distance) var(--card-shadow-distance) 0 0 var(--card-border-color);--clickable-background-color:#f2f2f299;--box-border-radius:1.25em;--shape-border-width:0.0625em;--line-thickness:max(round(0.125em, 1px), 1px);--button-border-radius:0.375em;--shape-bg-image:var(--accent-gradient-background);--shape-bg-color-alpha:#fcf4cfff;--shape-bg-color-alpha-dim:#fbf1c1ff;--shape-bg-color-alpha-light:#fdf7ddff;--shape-bg-color:#fcf4cfff;--shape-border-color:#e2dab5ff;--shape-text-color:#272525;--line-color:#e2dab5ff;--shape-bg-image-svg:url(#theme-accent-background-gradient-linear);--shape-bg-image-svg-rtl:url(#theme-accent-background-gradient-linear-rtl);--shape-fill:var(--accent-gradient-fill, var(--accent-color));--shape-fill-opacity:1;--shape-fill-svg:url(#theme-accent-gradient-linear) var(--accent-color);--shape-fill-svg-rtl:url(#theme-accent-gradient-linear-rtl) var(--accent-color);--shape-fill-svg-dim:var(--accent-color-dim);--shape-fill-svg-light:var(--accent-color-light);--shape-fill-text-color:#000;--accent-color-dim:#927500ff;--accent-color-light:#c5a822ff;--shape-shadow:none;--clickable-shadow:0 0.25em 0.375em -0.0625em rgba(0, 0, 0, 0.1),0 0.125em 0.25em -0.0625em rgba(0, 0, 0, 0.06);--body-font:\"DM Sans\";--heading-font:\"Inter\";--heading-font-weight:700;--body-font-weight:400;--letter-spacing-body:0.03em;--letter-spacing-heading:-0.01em;--line-height-body:1.5;--line-height-heading:1.25;--accent-color:#ac8f09;--accent-color-readable:#ac8f09;--accent-color-background-muted:#fcf4cfff;--expandable-hover-background:#ac8f091a;--neutral-border-color:var(--chakra-colors-blackAlpha-200);--neutral-background-color:#f2f2f2ff;--button-color:#ac8f09;--button-color-inverted:#000;--link-color:#ac8f09;--link-color-hover:#7c6706ff;--link-box-shadow:0 0 0px 3px #ac8f09ff;--body-color:#272525;--body-color-muted:#27252580;--body-color-inverted:#fff;--link-color-inverted:#000;--highlight-color-dark:var(--body-color-inverted);--highlight-color-light:var(--body-color);--highlight-link-color-hover-dark:#e6e6e6ff;--highlight-link-color-hover-light:#413e3eff;--heading-color:#000000;--card-color:#ffffff;--card-color-mask:#ffffffd9;--placeholder-button-bg-color:var(--chakra-colors-gray-200);--placeholder-button-bg-hover-color:var(--chakra-colors-gray-300);--placeholder-button-text-color:var(--chakra-colors-gray-400);--placeholder-button-text-hover-color:var(--chakra-colors-gray-700);}<\/style><div class=\"card-body css-svprfo\" data-card-body=\"ujuc0sxday04359\" data-selection-ring=\"true\" data-guider-highlight=\"card-body\" data-content-reference=\"true\" data-testid=\"card-body\" data-hide-comments=\"false\"><div class=\"card-body-background css-gk749a\" contentEditable=\"false\" data-export-master=\"true\"><\/div><style data-emotion=\"css q3acjc\">.css-q3acjc{width:var(--card-width);max-width:100%;position:relative;cursor:auto;color:var(--body-color);}.css-q3acjc >.card-content{counter-reset:footnote;}.css-q3acjc >.card-content >[data-node-view-content-inner=\"card\"]{display:grid;-webkit-align-items:stretch;-webkit-box-align:stretch;-ms-flex-align:stretch;align-items:stretch;-webkit-box-pack:stretch;-ms-flex-pack:stretch;-webkit-justify-content:stretch;justify-content:stretch;min-height:100%;transition-duration:225ms;transition-property:grid-template-rows,grid-template-columns,min-height;grid-template-columns:1fr;grid-template-rows:minmax(var(--behind-accent-height, 24em), auto);}.css-q3acjc >.card-content >[data-node-view-content-inner=\"card\"] >[data-layout-item-id=\"accent\"]{grid-area:1\/1;}.css-q3acjc >.card-content >[data-node-view-content-inner=\"card\"] >[data-layout-item-id=\"body\"]{grid-area:1\/1;z-index:1;}.css-q3acjc >.card-content >[data-node-view-content-inner=\"card\"] >.node-cardLayoutItem >[data-node-view-wrapper] >.card-layout-cell-bg >[data-node-view-content]{padding:var(--card-inner-padding);}.css-q3acjc >.card-content >[data-node-view-content-inner=\"card\"] >.node-cardLayoutItem >[data-node-view-wrapper] >.card-layout-cell-bg >[data-node-view-content] >[data-node-view-content-inner]{max-width:var(--max-content-width);margin:auto;}.css-q3acjc:hover >.card-height-guide,.css-q3acjc[data-hover] >.card-height-guide{opacity:1;}<\/style><div class=\"card-layout css-q3acjc\" spellCheck=\"false\"><div class=\"chakra-stack css-15maf5o\" contentEditable=\"false\"><div class=\"css-17xejub\"><\/div><div class=\"css-17xejub\"><\/div><\/div><div dir=\"ltr\" class=\"card-content is-full-width is-borderless\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"card\" style=\"white-space:inherit\"><div data-pos=\"388\" class=\"react-renderer node-cardAccentLayoutItem animatable-on-load animatable-on-load-atom animatable-on-load-accent\" draggable=\"true\" data-layout-item-id=\"accent\" STYLE=\"white-space: inherit;undefined\"><div as=\"div\" style=\"white-space:normal;display:flex\" data-node-view-wrapper=\"\"><style data-emotion=\"css sl53lk\">.css-sl53lk{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;width:var(--editor-width);height:100%;position:absolute;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;-webkit-transform:translateX(-50%);-moz-transform:translateX(-50%);-ms-transform:translateX(-50%);transform:translateX(-50%);left:calc(50% - var(--doc-padding-left, 0px) \/ 2 + var(--doc-padding-right, 0px) \/ 2);-webkit-background-size:cover;background-size:cover;padding:0px;object-fit:contain;container-type:size;}<\/style><div data-content-reference=\"true\" data-change-focus-point-el=\"true\" class=\"card-layout-cell-bg css-sl53lk\" data-selection-ring=\"inside\" data-selection-background=\"true\" data-card-layout=\"behind\" data-testid=\"card-accent-layout-item\" data-fit-type=\"fill\" data-drag-handle=\"true\"><style data-emotion=\"css re7mgw\">.css-re7mgw{position:absolute;inset:0px;overflow:hidden;border-radius:var(--box-border-radius);background-image:url(\"https:\/\/imgproxy.gamma.app\/resize\/quality:80\/resizing_type:fit\/width:2400\/https:\/\/cdn.gamma.app\/m8bjwpvfx854ine\/generated-images\/WTjjxQUw1REr1rqJ0oSI3.png\");-webkit-background-position:center;background-position:center;-webkit-background-size:cover;background-size:cover;background-repeat:no-repeat;}<\/style><div data-layout-cut=\"behind\" class=\"css-re7mgw\"><\/div><style data-emotion=\"css 1a2prk\">.css-1a2prk{position:absolute;inset:0px;border-radius:inherit;transition-property:backdrop-filter,background;transition-duration:var(--chakra-transition-duration-normal);background-color:var(--card-color-mask);}<\/style><div style=\"--card-color-mask:#ffffffd9\" class=\"css-1a2prk\"><\/div><\/div><\/div><\/div><div data-pos=\"389\" class=\"react-renderer node-cardLayoutItem\" data-layout-item-id=\"body\" STYLE=\"white-space: inherit;undefined\"><div dir=\"ltr\" as=\"div\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><div data-content-reference=\"true\" class=\"card-layout-cell-bg css-1gnhw0o\" data-selection-ring=\"true\" data-selection-background=\"true\"><div as=\"div\" style=\"white-space:pre-wrap;width:100%\" data-node-view-content=\"\"><div data-node-view-content-inner=\"cardLayoutItem\" style=\"white-space:inherit\"><div data-pos=\"390\" class=\"react-renderer node-heading animatable-on-load animatable-on-load-annotatable block block-heading first-block first-block-in-card\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;display:flex;flex-direction:column;align-items:var(--flex-align)\" data-node-view-wrapper=\"\"><div dir=\"auto\" level=\"2\" data-placeholder=\"Untitled card\" class=\"heading themed-heading\" style=\"white-space:pre-wrap;min-width:min(100%, 10em);align-self:var(--descendant-align-self, self-start)\" data-node-view-content=\"\"><div data-node-view-content-inner=\"heading\" style=\"white-space:inherit\">The Four Pillars of CIDO<\/div><\/div><\/div><\/div><div data-pos=\"416\" class=\"react-renderer node-table animatable-on-load-as-block block block-table\" STYLE=\"white-space: inherit;undefined\"><\/div><div data-pos=\"1734\" class=\"react-renderer node-heading animatable-on-load animatable-on-load-annotatable block block-heading\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;display:flex;flex-direction:column;align-items:var(--flex-align)\" data-node-view-wrapper=\"\"><div dir=\"auto\" level=\"2\" data-placeholder=\"Heading 2\" class=\"heading themed-heading\" style=\"white-space:pre-wrap;min-width:min(100%, 10em);align-self:var(--descendant-align-self, self-start)\" data-node-view-content=\"\"><div data-node-view-content-inner=\"heading\" style=\"white-space:inherit\">CIDO in Practice: Data Analysis Examples<\/div><\/div><\/div><\/div><div data-pos=\"1776\" class=\"react-renderer node-paragraph animatable-on-load animatable-on-load-annotatable block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">Now let's examine two examples of prompts with the CIDO Framework applied.<\/div><\/div><\/div><\/div><div data-pos=\"1852\" class=\"react-renderer node-smartLayout animatable-on-load-content-parent block block-smartLayout last-block\" STYLE=\"white-space: inherit;undefined\"><div class=\"\" dir=\"ltr\" style=\"white-space:normal;position:relative;display:grid;grid-template-columns:100%\" data-node-view-wrapper=\"\"><style data-emotion=\"css 3ucpgn\">.css-3ucpgn{display:grid;grid-row-gap:calc(1em * var(--card-font-scale, 1) * var(--zoom-level, 1));grid-column-gap:calc(1em * var(--card-font-scale, 1) * var(--zoom-level, 1));grid-template-columns:repeat(12, minmax(0, 1fr));cursor:default;}<\/style><div data-selection-ring=\"true\" class=\"themed-shape-outside-text css-3ucpgn\"><div data-node-view-content-outer=\"smartLayout\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"smartLayout\" style=\"white-space:inherit\"><div data-pos=\"1853\" class=\"react-renderer node-smartLayoutCell animatable-on-load-content-child\" STYLE=\"white-space: inherit;--animate-index: 1;\"><div style=\"white-space:normal\" data-node-view-wrapper=\"\"><style data-emotion=\"css 1doss8g\">.css-1doss8g{display:contents;position:relative;}<\/style><div data-spotlight-parent=\"true\" class=\" css-1doss8g\" style=\"--descendant-align-self-left:flex-start;--descendant-align-self-center:center;--descendant-align-self-right:flex-end\"><style data-emotion=\"css 1xexl9k\">.css-1xexl9k{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;height:100%;position:relative;grid-column:span var(--grid-undefined-item-0-resize-flow, 6);}<\/style><div data-content-reference=\"true\" class=\"grid-item grid-item-horizontal css-1xexl9k\" data-selection-ring=\"true\"><style data-emotion=\"css tu2eiy\">.css-tu2eiy{cursor:default;position:relative;padding:1em;-webkit-flex:1;-ms-flex:1;flex:1;min-width:0px;-webkit-align-items:var(--flex-align);-webkit-box-align:var(--flex-align);-ms-flex-align:var(--flex-align);align-items:var(--flex-align);--descendant-align-self-left:flex-start;--descendant-align-self-center:center;--descendant-align-self-right:flex-end;}<\/style><div data-grid-item=\"true\" class=\"themed-shape-outside-text themed-html-shape-outline styled-grid-cell css-tu2eiy\"><div style=\"white-space:pre-wrap;max-width:100%;word-break:break-word\" data-node-view-content=\"\"><div data-node-view-content-inner=\"smartLayoutCell\" style=\"white-space:inherit\"><div data-pos=\"1854\" class=\"react-renderer node-heading block block-heading first-block\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;display:flex;flex-direction:column;align-items:var(--flex-align)\" data-node-view-wrapper=\"\"><div dir=\"auto\" level=\"4\" data-placeholder=\"Heading 4\" class=\"heading themed-heading\" style=\"white-space:pre-wrap;min-width:min(100%, 10em);align-self:var(--descendant-align-self, self-start)\" data-node-view-content=\"\"><div data-node-view-content-inner=\"heading\" style=\"white-space:inherit\">Scenario 1: Automating Python Cleaning Script<\/div><\/div><\/div><\/div><div data-pos=\"1901\" class=\"react-renderer node-image block block-image\" draggable=\"true\" STYLE=\"white-space: inherit;undefined\"><div as=\"div\" class=\"non-clickable\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><style data-emotion=\"css fz71is\">.css-fz71is{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;height:100%;width:100%;-webkit-align-items:var(--flex-align);-webkit-box-align:var(--flex-align);-ms-flex-align:var(--flex-align);align-items:var(--flex-align);}<\/style><div dir=\"ltr\" data-media-node-wrapper=\"true\" data-testid=\"image-node-wrapper\" class=\"gamma-moveable-wrapper css-fz71is\"><style data-emotion=\"css 8zmun2\">.css-8zmun2{width:calc(1880 * var(--font-size) \/ 16);max-width:calc(100% * var(--media-scale));position:relative;overflow:hidden;border-radius:var(--box-border-radius);-webkit-mask:none!important;mask:none!important;}<\/style><div data-drag-handle=\"true\" data-image-node-element=\"true\" data-selection-ring=\"inside\" data-selection-background=\"true\" data-node-image-testid=\"oxvIe\" class=\"css-8zmun2\"><style data-emotion=\"css 11lrhya\">.css-11lrhya{max-height:var(--media-maxH);max-width:var(--media-maxW);overflow:hidden;width:100%;display:block;}@media print{.css-11lrhya{height:unset;}}<\/style><div class=\"image cropped-image css-11lrhya\" data-content-reference=\"1,1\" data-drag-preview=\"true\" data-scale-preview=\"true\"><style data-emotion=\"css zec7a\">.css-zec7a{object-fit:contain;max-height:calc(var(--media-maxH) * 1);transform-origin:left top;-webkit-transform:scale(1) translate(-0%, -0%);-moz-transform:scale(1) translate(-0%, -0%);-ms-transform:scale(1) translate(-0%, -0%);transform:scale(1) translate(-0%, -0%);width:100%;}<\/style><img decoding=\"async\" alt=\"\" src=\"https:\/\/imgproxy.gamma.app\/resize\/quality:80\/resizing_type:fit\/width:2000\/https:\/\/cdn.gamma.app\/m8bjwpvfx854ine\/7dd05231c44644639a5e61b1b45b4461\/original\/pexels-photo-612964.jpeg\" class=\"chakra-image css-zec7a\"\/><\/div><span><\/span><\/div><\/div><\/div><\/div><div data-pos=\"1902\" class=\"react-renderer node-heading block block-heading\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;display:flex;flex-direction:column;align-items:var(--flex-align)\" data-node-view-wrapper=\"\"><div dir=\"auto\" level=\"4\" data-placeholder=\"Heading 4\" class=\"heading themed-heading\" style=\"white-space:pre-wrap;min-width:min(100%, 10em);align-self:var(--descendant-align-self, self-start)\" data-node-view-content=\"\"><div data-node-view-content-inner=\"heading\" style=\"white-space:inherit\">Prompt:<\/div><\/div><\/div><\/div><ul data-pos=\"1911\" class=\"react-renderer node-bullet block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\"><b>Context:<\/b> You are a Data Engineer focusing on data quality.<\/div><\/li><\/div><\/ul><ul data-pos=\"1971\" class=\"react-renderer node-bullet block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\"><b>Instruction:<\/b> Create a Python script using Pandas to identify and handle outliers in a dataset.<\/div><\/li><\/div><\/ul><ul data-pos=\"2067\" class=\"react-renderer node-bullet block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\"><b>Data:<\/b> A dataset (sales_data.csv) containing unit_price, quantity, and transaction_timestamp.<\/div><\/li><\/div><\/ul><ul data-pos=\"2161\" class=\"react-renderer node-bullet block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\"><b>Output\/Outcome:<\/b> A clean, commented script that uses the Interquartile Range (IQR) method and exports a report of how many rows were modified.<\/div><\/li><\/div><\/ul><div data-pos=\"2304\" class=\"react-renderer node-heading block block-heading\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;display:flex;flex-direction:column;align-items:var(--flex-align)\" data-node-view-wrapper=\"\"><div dir=\"auto\" level=\"4\" data-placeholder=\"Heading 4\" class=\"heading themed-heading\" style=\"white-space:pre-wrap;min-width:min(100%, 10em);align-self:var(--descendant-align-self, self-start)\" data-node-view-content=\"\"><div data-node-view-content-inner=\"heading\" style=\"white-space:inherit\">Result:<\/div><\/div><\/div><\/div><div data-pos=\"2313\" class=\"react-renderer node-toggle block block-toggle last-block\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal\" data-node-view-wrapper=\"\"><style data-emotion=\"css 1jsp4j2\">.css-1jsp4j2{-webkit-padding-start:1.5em;padding-inline-start:1.5em;position:relative;border-radius:var(--box-border-radius);}<\/style><div dir=\"ltr\" data-open=\"false\" class=\"toggle css-1jsp4j2\" data-selection-ring=\"padded\"><div data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"toggle\" style=\"white-space:inherit\"><div data-pos=\"2314\" class=\"react-renderer node-toggleSummary\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal\" data-node-view-wrapper=\"\"><style data-emotion=\"css 18qvlmk\">.css-18qvlmk{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;position:relative;cursor:pointer;}<\/style><div class=\"chakra-text css-18qvlmk\" dir=\"ltr\" style=\"display:flex;flex-direction:column;align-items:var(--flex-align)\"><style data-emotion=\"css o7zlpc\">.css-o7zlpc{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;-webkit-appearance:none;-moz-appearance:none;-ms-appearance:none;appearance:none;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;white-space:nowrap;vertical-align:middle;outline:2px solid transparent;outline-offset:2px;border-radius:var(--chakra-radii-3xl);font-weight:600;transition-property:var(--chakra-transition-property-common);transition-duration:var(--chakra-transition-duration-normal);font-family:var(--chakra-fonts-body);height:100%;background:var(--chakra-colors-transparent);left:calc(0.125em - 1.5em);position:absolute;color:var(--body-color);font-size:1em;line-height:inherit;-webkit-padding-start:var(--chakra-space-2);padding-inline-start:var(--chakra-space-2);-webkit-padding-end:var(--chakra-space-2);padding-inline-end:var(--chakra-space-2);-webkit-margin-start:calc(var(--chakra-space-2) * -1);margin-inline-start:calc(var(--chakra-space-2) * -1);min-width:unset;}.css-o7zlpc:focus-visible,.css-o7zlpc[data-focus-visible]{box-shadow:var(--chakra-shadows-outline);}.css-o7zlpc:disabled,.css-o7zlpc[disabled],.css-o7zlpc[aria-disabled=true],.css-o7zlpc[data-disabled]{opacity:1;cursor:not-allowed;box-shadow:var(--chakra-shadows-none);color:var(--chakra-colors-gray-300);}.css-o7zlpc:hover,.css-o7zlpc[data-hover]{-webkit-text-decoration:none!important;text-decoration:none!important;background:var(--chakra-colors-gray-50);color:var(--chakra-colors-gray-700);}.css-o7zlpc:hover:disabled,.css-o7zlpc[data-hover]:disabled,.css-o7zlpc:hover[disabled],.css-o7zlpc[data-hover][disabled],.css-o7zlpc:hover[aria-disabled=true],.css-o7zlpc[data-hover][aria-disabled=true],.css-o7zlpc:hover[data-disabled],.css-o7zlpc[data-hover][data-disabled]{background:var(--chakra-colors-transparent);color:var(--chakra-colors-gray-300);}.css-o7zlpc:active,.css-o7zlpc[data-active]{background:var(--chakra-colors-gray-100);color:var(--chakra-colors-gray-700);}<\/style><button type=\"button\" class=\"chakra-button css-o7zlpc\" contentEditable=\"false\" data-testid=\"toggle-button\"><style data-emotion=\"css c9cz2g\">.css-c9cz2g{-webkit-transform:rotate(0deg);-moz-transform:rotate(0deg);-ms-transform:rotate(0deg);transform:rotate(0deg);transform-origin:center;transition-property:transform;transition-duration:var(--chakra-transition-duration-normal);font-size:0.75em;}<\/style><p class=\"chakra-text css-c9cz2g\"><svg aria-hidden=\"true\" focusable=\"false\" data-prefix=\"fas\" data-icon=\"play\" class=\"svg-inline--fa fa-play \" role=\"img\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 384 512\"><path fill=\"currentColor\" d=\"M73 39c-14.8-9.1-33.4-9.4-48.5-.9S0 62.6 0 80V432c0 17.4 9.4 33.4 24.5 41.9s33.7 8.1 48.5-.9L361 297c14.3-8.7 23-24.2 23-41s-8.7-32.2-23-41L73 39z\"><\/path><\/svg><\/p><\/button><div dir=\"ltr\" data-placeholder=\"Toggle\" class=\"\" style=\"white-space:pre-wrap;min-width:min(100%, 10em);align-self:var(--descendant-align-self, self-start)\" data-node-view-content=\"\"><div data-node-view-content-inner=\"toggleSummary\" style=\"white-space:inherit\">import pandas as pd<\/div><\/div><\/div><\/div><\/div><div data-pos=\"2335\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"ltr\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"># —————————–<\/div><\/div><\/div><\/div><div data-pos=\"2368\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"># Configuration<\/div><\/div><\/div><\/div><div data-pos=\"2385\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"ltr\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"># —————————–<\/div><\/div><\/div><\/div><div data-pos=\"2418\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">INPUT_FILE = "sales_data.csv"<\/div><\/div><\/div><\/div><div data-pos=\"2449\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">OUTPUT_FILE = "sales_data_clean.csv"<\/div><\/div><\/div><\/div><div data-pos=\"2487\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">REPORT_FILE = "outlier_report.csv"<\/div><\/div><\/div><\/div><div data-pos=\"2523\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">NUMERIC_COLUMNS = ["unit_price", "quantity"]<\/div><\/div><\/div><\/div><div data-pos=\"2569\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"ltr\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"># —————————–<\/div><\/div><\/div><\/div><div data-pos=\"2602\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"># Load data<\/div><\/div><\/div><\/div><div data-pos=\"2615\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"ltr\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"># —————————–<\/div><\/div><\/div><\/div><div data-pos=\"2648\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">df = pd.read_csv(INPUT_FILE)<\/div><\/div><\/div><\/div><div data-pos=\"2678\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"># Ensure timestamp is properly typed (good data hygiene)<\/div><\/div><\/div><\/div><div data-pos=\"2736\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">df["transaction_timestamp"] = pd.to_datetime(<\/div><\/div><\/div><\/div><div data-pos=\"2783\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"> df["transaction_timestamp"], errors="coerce"<\/div><\/div><\/div><\/div><div data-pos=\"2833\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"ltr\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">)<\/div><\/div><\/div><\/div><div data-pos=\"2836\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"># Keep a copy to compare changes later<\/div><\/div><\/div><\/div><div data-pos=\"2876\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">df_original = df.copy()<\/div><\/div><\/div><\/div><div data-pos=\"2901\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"ltr\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"># —————————–<\/div><\/div><\/div><\/div><div data-pos=\"2934\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"># IQR-based outlier handling<\/div><\/div><\/div><\/div><div data-pos=\"2964\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"ltr\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"># —————————–<\/div><\/div><\/div><\/div><div data-pos=\"2997\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">outlier_report = []<\/div><\/div><\/div><\/div><div data-pos=\"3018\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">for col in NUMERIC_COLUMNS:<\/div><\/div><\/div><\/div><div data-pos=\"3047\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"> # Calculate IQR bounds<\/div><\/div><\/div><\/div><div data-pos=\"3075\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"> q1 = df[col].quantile(0.25)<\/div><\/div><\/div><\/div><div data-pos=\"3108\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"> q3 = df[col].quantile(0.75)<\/div><\/div><\/div><\/div><div data-pos=\"3141\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"> iqr = q3 – q1<\/div><\/div><\/div><\/div><div data-pos=\"3160\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"> lower_bound = q1 – 1.5 * iqr<\/div><\/div><\/div><\/div><div data-pos=\"3194\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"> upper_bound = q3 + 1.5 * iqr<\/div><\/div><\/div><\/div><div data-pos=\"3228\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"> # Identify outliers<\/div><\/div><\/div><\/div><div data-pos=\"3253\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"> outlier_mask = (df[col] < lower_bound) | (df[col] > upper_bound)<\/div><\/div><\/div><\/div><div data-pos=\"3323\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"> outlier_count = outlier_mask.sum()<\/div><\/div><\/div><\/div><div data-pos=\"3363\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"> # Cap values to the IQR bounds (winsorization)<\/div><\/div><\/div><\/div><div data-pos=\"3415\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"> df.loc[df[col] < lower_bound, col] = lower_bound<\/div><\/div><\/div><\/div><div data-pos=\"3469\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"> df.loc[df[col] > upper_bound, col] = upper_bound<\/div><\/div><\/div><\/div><div data-pos=\"3523\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"> outlier_report.append({<\/div><\/div><\/div><\/div><div data-pos=\"3552\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"> "column": col,<\/div><\/div><\/div><\/div><div data-pos=\"3576\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"> "lower_bound": lower_bound,<\/div><\/div><\/div><\/div><div data-pos=\"3613\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"> "upper_bound": upper_bound,<\/div><\/div><\/div><\/div><div data-pos=\"3650\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"> "rows_modified": int(outlier_count)<\/div><\/div><\/div><\/div><div data-pos=\"3695\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"ltr\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"> })<\/div><\/div><\/div><\/div><div data-pos=\"3703\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"ltr\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"># —————————–<\/div><\/div><\/div><\/div><div data-pos=\"3736\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"># Build summary report<\/div><\/div><\/div><\/div><div data-pos=\"3760\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"ltr\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"># —————————–<\/div><\/div><\/div><\/div><div data-pos=\"3793\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">report_df = pd.DataFrame(outlier_report)<\/div><\/div><\/div><\/div><div data-pos=\"3835\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">report_df["total_rows"] = len(df)<\/div><\/div><\/div><\/div><div data-pos=\"3870\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"># Optional: total rows affected across all columns<\/div><\/div><\/div><\/div><div data-pos=\"3922\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">total_rows_modified = (<\/div><\/div><\/div><\/div><div data-pos=\"3947\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"> df[NUMERIC_COLUMNS] != df_original[NUMERIC_COLUMNS]<\/div><\/div><\/div><\/div><div data-pos=\"4004\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">).any(axis=1).sum()<\/div><\/div><\/div><\/div><div data-pos=\"4025\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">summary_row = {<\/div><\/div><\/div><\/div><div data-pos=\"4042\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"> "column": "ALL",<\/div><\/div><\/div><\/div><div data-pos=\"4064\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"> "lower_bound": None,<\/div><\/div><\/div><\/div><div data-pos=\"4090\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"> "upper_bound": None,<\/div><\/div><\/div><\/div><div data-pos=\"4116\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"> "rows_modified": int(total_rows_modified),<\/div><\/div><\/div><\/div><div data-pos=\"4164\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"> "total_rows": len(df)<\/div><\/div><\/div><\/div><div data-pos=\"4191\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"ltr\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">}<\/div><\/div><\/div><\/div><div data-pos=\"4194\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">report_df = pd.concat(<\/div><\/div><\/div><\/div><div data-pos=\"4218\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"> [report_df, pd.DataFrame([summary_row])],<\/div><\/div><\/div><\/div><div data-pos=\"4265\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"> ignore_index=True<\/div><\/div><\/div><\/div><div data-pos=\"4288\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"ltr\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">)<\/div><\/div><\/div><\/div><div data-pos=\"4291\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"ltr\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"># —————————–<\/div><\/div><\/div><\/div><div data-pos=\"4324\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"># Export outputs<\/div><\/div><\/div><\/div><div data-pos=\"4342\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"ltr\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"># —————————–<\/div><\/div><\/div><\/div><div data-pos=\"4375\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">df.to_csv(OUTPUT_FILE, index=False)<\/div><\/div><\/div><\/div><div data-pos=\"4412\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">report_df.to_csv(REPORT_FILE, index=False)<\/div><\/div><\/div><\/div><div data-pos=\"4456\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">print("Outlier handling completed.")<\/div><\/div><\/div><\/div><div data-pos=\"4494\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">print(f"Clean data saved to: {OUTPUT_FILE}")<\/div><\/div><\/div><\/div><div data-pos=\"4540\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">print(f"Outlier report saved to: {REPORT_FILE}")<\/div><\/div><\/div><\/div><div data-pos=\"4590\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"ltr\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><\/div><\/div><\/div><\/div><div data-pos=\"4592\" class=\"react-renderer node-paragraph block block-paragraph last-block\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"ltr\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><div data-pos=\"4596\" class=\"react-renderer node-smartLayoutCell animatable-on-load-content-child\" STYLE=\"white-space: inherit;--animate-index: 2;\"><div style=\"white-space:normal\" data-node-view-wrapper=\"\"><div data-spotlight-parent=\"true\" class=\" css-1doss8g\" style=\"--descendant-align-self-left:flex-start;--descendant-align-self-center:center;--descendant-align-self-right:flex-end\"><style data-emotion=\"css cpw5g3\">.css-cpw5g3{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;height:100%;position:relative;grid-column:span var(--grid-undefined-item-1-resize-flow, 6);}<\/style><div data-content-reference=\"true\" class=\"grid-item grid-item-horizontal css-cpw5g3\" data-selection-ring=\"true\"><div data-grid-item=\"true\" class=\"themed-shape-outside-text themed-html-shape-outline styled-grid-cell css-tu2eiy\"><div style=\"white-space:pre-wrap;max-width:100%;word-break:break-word\" data-node-view-content=\"\"><div data-node-view-content-inner=\"smartLayoutCell\" style=\"white-space:inherit\"><div data-pos=\"4597\" class=\"react-renderer node-heading block block-heading first-block\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;display:flex;flex-direction:column;align-items:var(--flex-align)\" data-node-view-wrapper=\"\"><div dir=\"auto\" level=\"4\" data-placeholder=\"Heading 4\" class=\"heading themed-heading\" style=\"white-space:pre-wrap;min-width:min(100%, 10em);align-self:var(--descendant-align-self, self-start)\" data-node-view-content=\"\"><div data-node-view-content-inner=\"heading\" style=\"white-space:inherit\">Scenario 2: Explaining Insights to Stakeholders<\/div><\/div><\/div><\/div><div data-pos=\"4646\" class=\"react-renderer node-image block block-image\" draggable=\"true\" STYLE=\"white-space: inherit;undefined\"><div as=\"div\" class=\"non-clickable\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><div dir=\"ltr\" data-media-node-wrapper=\"true\" data-testid=\"image-node-wrapper\" class=\"gamma-moveable-wrapper css-fz71is\"><div data-drag-handle=\"true\" data-image-node-element=\"true\" data-selection-ring=\"inside\" data-selection-background=\"true\" data-node-image-testid=\"SfAI_\" class=\"css-8zmun2\"><div class=\"image cropped-image css-11lrhya\" data-content-reference=\"1,1\" data-drag-preview=\"true\" data-scale-preview=\"true\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/imgproxy.gamma.app\/resize\/quality:80\/resizing_type:fit\/width:2000\/https:\/\/cdn.gamma.app\/m8bjwpvfx854ine\/a88a5e5a403f441eb455a7d5b6c191e0\/original\/pexels-photo-7876511.jpeg\" class=\"chakra-image css-zec7a\"\/><\/div><span><\/span><\/div><\/div><\/div><\/div><div data-pos=\"4647\" class=\"react-renderer node-heading block block-heading\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;display:flex;flex-direction:column;align-items:var(--flex-align)\" data-node-view-wrapper=\"\"><div dir=\"auto\" level=\"4\" data-placeholder=\"Heading 4\" class=\"heading themed-heading\" style=\"white-space:pre-wrap;min-width:min(100%, 10em);align-self:var(--descendant-align-self, self-start)\" data-node-view-content=\"\"><div data-node-view-content-inner=\"heading\" style=\"white-space:inherit\">Prompt:<\/div><\/div><\/div><\/div><ul data-pos=\"4656\" class=\"react-renderer node-bullet block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\"><b>Context:<\/b> You are a Data Storyteller presenting to the Marketing team.<\/div><\/li><\/div><\/ul><ul data-pos=\"4727\" class=\"react-renderer node-bullet block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\"><b>Instruction:<\/b> Translate technical statistical significance into "plain English" business value.<\/div><\/li><\/div><\/ul><ul data-pos=\"4823\" class=\"react-renderer node-bullet block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\"><b>Data:<\/b> An A\/B test result showing a p-value of 0.03 and a 5% lift in Click-Through Rate (CTR).<\/div><\/li><\/div><\/ul><ul data-pos=\"4918\" class=\"react-renderer node-bullet block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\"><b>Output\/Outcome:<\/b> A 3-bullet summary that explains whether the test was successful and if the team should "roll out" the feature.<\/div><\/li><\/div><\/ul><div data-pos=\"5047\" class=\"react-renderer node-heading block block-heading\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;display:flex;flex-direction:column;align-items:var(--flex-align)\" data-node-view-wrapper=\"\"><div dir=\"auto\" level=\"4\" data-placeholder=\"Heading 4\" class=\"heading themed-heading\" style=\"white-space:pre-wrap;min-width:min(100%, 10em);align-self:var(--descendant-align-self, self-start)\" data-node-view-content=\"\"><div data-node-view-content-inner=\"heading\" style=\"white-space:inherit\">Result:<\/div><\/div><\/div><\/div><div data-pos=\"5056\" class=\"react-renderer node-toggle block block-toggle last-block\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal\" data-node-view-wrapper=\"\"><div dir=\"ltr\" data-open=\"false\" class=\"toggle css-1jsp4j2\" data-selection-ring=\"padded\"><div data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"toggle\" style=\"white-space:inherit\"><div data-pos=\"5057\" class=\"react-renderer node-toggleSummary\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal\" data-node-view-wrapper=\"\"><div class=\"chakra-text css-18qvlmk\" dir=\"ltr\" style=\"display:flex;flex-direction:column;align-items:var(--flex-align)\"><button type=\"button\" class=\"chakra-button css-o7zlpc\" contentEditable=\"false\" data-testid=\"toggle-button\"><p class=\"chakra-text css-c9cz2g\"><svg aria-hidden=\"true\" focusable=\"false\" data-prefix=\"fas\" data-icon=\"play\" class=\"svg-inline--fa fa-play \" role=\"img\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 384 512\"><path fill=\"currentColor\" d=\"M73 39c-14.8-9.1-33.4-9.4-48.5-.9S0 62.6 0 80V432c0 17.4 9.4 33.4 24.5 41.9s33.7 8.1 48.5-.9L361 297c14.3-8.7 23-24.2 23-41s-8.7-32.2-23-41L73 39z\"><\/path><\/svg><\/p><\/button><div dir=\"ltr\" data-placeholder=\"Toggle\" class=\"\" style=\"white-space:pre-wrap;min-width:min(100%, 10em);align-self:var(--descendant-align-self, self-start)\" data-node-view-content=\"\"><div data-node-view-content-inner=\"toggleSummary\" style=\"white-space:inherit\">Here\u2019s the <b>plain-English, marketing-friendly version<\/b>\u2014no stats degree required:<\/div><\/div><\/div><\/div><\/div><ul data-pos=\"5137\" class=\"react-renderer node-bullet block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\"><b>The test worked:<\/b> The new version increased Click-Through Rate by <b>5%<\/b>, and the p-value of <b>0.03<\/b> means this result is very unlikely to be due to random chance. In other words, it\u2019s a real improvement, not a fluke.<\/div><\/li><\/div><\/ul><ul data-pos=\"5348\" class=\"react-renderer node-bullet block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\"><b>What this means for the business:<\/b> A 5% lift in CTR translates directly into <b>more people engaging with our campaigns<\/b>\u2014which typically leads to more leads, more conversions, and better ROI from the same marketing spend.<\/div><\/li><\/div><\/ul><ul data-pos=\"5566\" class=\"react-renderer node-bullet block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\"><b>Recommendation:<\/b> <span id=\"white_check_mark\" native=\"\u2705\" class=\"node-emoji\" data-pos=\"5583\">\u2705<\/span> <b>Roll it out.<\/b> The improvement is statistically reliable and delivers clear upside with low risk, making it a smart move to launch this version to all users.<\/div><\/li><\/div><\/ul><div data-pos=\"5741\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">If you want, I can also add a <b>one-liner for exec slides<\/b> or a <b>\u201cwhat could go wrong\u201d risk note<\/b> for stakeholders.<\/div><\/div><\/div><\/div><div data-pos=\"5853\" class=\"react-renderer node-paragraph block block-paragraph last-block\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"ltr\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><div data-pos=\"5860\" class=\"react-renderer node-card block block-card\" STYLE=\"white-space: inherit;undefined\"><div as=\"div\" style=\"white-space:normal;min-height:0\" data-node-view-wrapper=\"\"><div data-animate-value=\"doc\" data-card-id=\"qcx2oitni4vzi8p\" data-card-scroll-element=\"true\" class=\"card-wrapper card-expanded css-74kd21\"><div class=\"card-body css-svprfo\" data-card-body=\"qcx2oitni4vzi8p\" data-selection-ring=\"true\" data-guider-highlight=\"card-body\" data-content-reference=\"true\" data-testid=\"card-body\" data-hide-comments=\"false\"><div class=\"card-body-background css-gk749a\" contentEditable=\"false\" data-export-master=\"true\"><\/div><div class=\"card-layout css-tiu1p0\" spellCheck=\"false\"><div class=\"chakra-stack css-15maf5o\" contentEditable=\"false\"><div class=\"css-17xejub\"><\/div><div class=\"css-17xejub\"><\/div><\/div><div dir=\"ltr\" class=\"card-content is-full-width is-borderless\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"card\" style=\"white-space:inherit\"><div data-pos=\"5861\" class=\"react-renderer node-cardLayoutItem\" data-layout-item-id=\"body\" STYLE=\"white-space: inherit;undefined\"><div dir=\"ltr\" as=\"div\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><div data-content-reference=\"true\" class=\"card-layout-cell-bg css-1gnhw0o\" data-selection-ring=\"true\" data-selection-background=\"true\"><div as=\"div\" style=\"white-space:pre-wrap;width:100%\" data-node-view-content=\"\"><div data-node-view-content-inner=\"cardLayoutItem\" style=\"white-space:inherit\"><div data-pos=\"5862\" class=\"react-renderer node-heading animatable-on-load animatable-on-load-annotatable block block-heading first-block first-block-in-card\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;display:flex;flex-direction:column;align-items:var(--flex-align)\" data-node-view-wrapper=\"\"><div dir=\"auto\" level=\"2\" data-placeholder=\"Untitled card\" class=\"heading themed-heading\" style=\"white-space:pre-wrap;min-width:min(100%, 10em);align-self:var(--descendant-align-self, self-start)\" data-node-view-content=\"\"><div data-node-view-content-inner=\"heading\" style=\"white-space:inherit\">Why Use CIDO?<\/div><\/div><\/div><\/div><div data-pos=\"5877\" class=\"react-renderer node-paragraph animatable-on-load animatable-on-load-annotatable block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">To radically reduce effort <em>and<\/em> increase strategic impact, <b>an AI Enabled Data Specialist can leverage CIDO Framework across the entire analytics lifecycle<\/b> in activities like:<\/div><\/div><\/div><\/div><div data-pos=\"6052\" class=\"react-renderer node-gridLayout block block-gridLayout\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal\" data-node-view-wrapper=\"\"><style data-emotion=\"css l35jyt\">.css-l35jyt{display:grid;grid-gap:var(--grid-border);position:relative;grid-template-columns:53% 47%;}<\/style><div class=\"grid-col-controls css-l35jyt\" data-selection-ring=\"true\"><div class=\"layout-content\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"gridLayout\" style=\"white-space:inherit\"><div data-pos=\"6053\" class=\"react-renderer node-gridCell animatable-on-load\" STYLE=\"white-space: inherit;undefined\"><div class=\"grid-cell\" style=\"white-space:normal;position:relative\" data-selection-ring=\"true\" data-node-view-wrapper=\"\"><div data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"gridCell\" style=\"white-space:inherit\"><div data-pos=\"6054\" class=\"react-renderer node-paragraph block block-paragraph first-block\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"ltr\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><\/div><\/div><\/div><\/div><div data-pos=\"6056\" class=\"react-renderer node-heading animatable-on-load block block-heading\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;display:flex;flex-direction:column;align-items:var(--flex-align)\" data-node-view-wrapper=\"\"><div dir=\"auto\" level=\"3\" data-placeholder=\"Heading 3\" class=\"heading themed-heading\" style=\"white-space:pre-wrap;min-width:min(100%, 10em);align-self:var(--descendant-align-self, self-start)\" data-node-view-content=\"\"><div data-node-view-content-inner=\"heading\" style=\"white-space:inherit\">Data Ingestion & Integration<\/div><\/div><\/div><\/div><div data-pos=\"6086\" class=\"react-renderer node-blockquote animatable-on-load block block-blockquote\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal\" data-node-view-wrapper=\"\"><div data-selection-ring=\"padded\" dir=\"ltr\" class=\"css-79elbk\"><blockquote as=\"blockquote\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"blockquote\" style=\"white-space:inherit\"><div data-pos=\"6087\" class=\"react-renderer node-paragraph animatable-on-load block block-paragraph first-block last-block\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">Get data connected fast, correctly, and at scale<\/div><\/div><\/div><\/div><\/div><\/blockquote><div class=\"css-1az8gwb\"><\/div><\/div><\/div><\/div><div data-pos=\"6138\" class=\"react-renderer node-paragraph animatable-on-load block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><b>AI-assisted key activities<\/b><\/div><\/div><\/div><\/div><ol data-pos=\"6166\" class=\"react-renderer node-numbered animatable-on-load block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"1\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Auto-discovery of data sources (databases, APIs, SaaS, files, streams)<\/div><\/li><\/div><\/ol><ol data-pos=\"6238\" class=\"react-renderer node-numbered animatable-on-load block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"2\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Schema inference & automatic data type detection<\/div><\/li><\/div><\/ol><ol data-pos=\"6288\" class=\"react-renderer node-numbered animatable-on-load block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"3\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Intelligent connector generation (SQL, REST, GraphQL)<\/div><\/li><\/div><\/ol><ol data-pos=\"6343\" class=\"react-renderer node-numbered animatable-on-load block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"4\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">AI-generated ingestion pipelines (batch & streaming)<\/div><\/li><\/div><\/ol><ol data-pos=\"6397\" class=\"react-renderer node-numbered animatable-on-load block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"5\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Automatic join\/key suggestions across heterogeneous sources<\/div><\/li><\/div><\/ol><ol data-pos=\"6458\" class=\"react-renderer node-numbered animatable-on-load block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"6\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Data freshness & anomaly alerts on ingestion<\/div><\/li><\/div><\/ol><div data-pos=\"6504\" class=\"react-renderer node-paragraph animatable-on-load block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><b>Value to the business<\/b><\/div><\/div><\/div><\/div><ul data-pos=\"6527\" class=\"react-renderer node-bullet animatable-on-load block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">Days \u2192 minutes to onboard new data<\/div><\/li><\/div><\/ul><ul data-pos=\"6563\" class=\"react-renderer node-bullet animatable-on-load block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">Lower dependency on data engineering teams<\/div><\/li><\/div><\/ul><ul data-pos=\"6607\" class=\"react-renderer node-bullet animatable-on-load block block-bullet last-block\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">Faster time-to-insight<\/div><\/li><\/div><\/ul><\/div><\/div><\/div><\/div><div data-pos=\"6632\" class=\"react-renderer node-gridCell animatable-on-load\" STYLE=\"white-space: inherit;undefined\"><div class=\"grid-cell\" style=\"white-space:normal;position:relative\" data-selection-ring=\"true\" data-node-view-wrapper=\"\"><div data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"gridCell\" style=\"white-space:inherit\"><div data-pos=\"6633\" class=\"react-renderer node-paragraph block block-paragraph first-block\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"ltr\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><\/div><\/div><\/div><\/div><div data-pos=\"6635\" class=\"react-renderer node-image animatable-on-load animatable-on-load-atom block block-image last-block\" draggable=\"true\" STYLE=\"white-space: inherit;undefined\"><div as=\"div\" class=\"non-clickable\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><div dir=\"ltr\" data-media-node-wrapper=\"true\" data-testid=\"image-node-wrapper\" class=\"gamma-moveable-wrapper css-fz71is\"><style data-emotion=\"css 1eq9kkr\">.css-1eq9kkr{width:calc(327.1153846153846 * var(--font-size) \/ 16);max-width:calc(100% * var(--media-scale));position:relative;overflow:hidden;border-radius:var(--box-border-radius);-webkit-mask:none!important;mask:none!important;}<\/style><div data-drag-handle=\"true\" data-image-node-element=\"true\" data-selection-ring=\"inside\" data-selection-background=\"true\" data-node-image-testid=\"B3Q4g\" class=\"css-1eq9kkr\"><div class=\"image cropped-image css-11lrhya\" data-content-reference=\"1,1\" data-drag-preview=\"true\" data-scale-preview=\"true\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/imgproxy.gamma.app\/resize\/quality:80\/resizing_type:fit\/width:2000\/https:\/\/cdn.gamma.app\/m8bjwpvfx854ine\/ef3b32f5a2834885b898a3f86b59a0ad\/original\/pexels-photo-3608328.jpeg\" class=\"chakra-image css-zec7a\"\/><\/div><span><\/span><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><style data-emotion=\"css 1yob2lz\">.css-1yob2lz{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;position:absolute;top:0px;height:100%;width:var(--chakra-sizes-6);right:calc(var(--chakra-space-3) * -1);opacity:0;transition-property:opacity;transition-duration:var(--chakra-transition-duration-normal);}<\/style><div contentEditable=\"false\" class=\"add-column css-1yob2lz\"><\/div><\/div><\/div><\/div><div data-pos=\"6638\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"ltr\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><\/div><\/div><\/div><\/div><div data-pos=\"6640\" class=\"react-renderer node-gridLayout block block-gridLayout\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal\" data-node-view-wrapper=\"\"><style data-emotion=\"css ne0fyw\">.css-ne0fyw{display:grid;grid-gap:var(--grid-border);position:relative;grid-template-columns:51% 49%;}<\/style><div class=\"grid-col-controls css-ne0fyw\" data-selection-ring=\"true\"><div class=\"layout-content\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"gridLayout\" style=\"white-space:inherit\"><div data-pos=\"6641\" class=\"react-renderer node-gridCell animatable-on-load\" STYLE=\"white-space: inherit;undefined\"><div class=\"grid-cell\" style=\"white-space:normal;position:relative\" data-selection-ring=\"true\" data-node-view-wrapper=\"\"><div data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"gridCell\" style=\"white-space:inherit\"><div data-pos=\"6642\" class=\"react-renderer node-image animatable-on-load animatable-on-load-atom block block-image first-block last-block\" draggable=\"true\" STYLE=\"white-space: inherit;undefined\"><div as=\"div\" class=\"non-clickable\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><div dir=\"ltr\" data-media-node-wrapper=\"true\" data-testid=\"image-node-wrapper\" class=\"gamma-moveable-wrapper css-fz71is\"><style data-emotion=\"css niy15j\">.css-niy15j{width:calc(675.1795690343176 * var(--font-size) \/ 16);max-width:calc(100% * var(--media-scale));position:relative;overflow:hidden;border-radius:var(--box-border-radius);-webkit-mask:none!important;mask:none!important;}<\/style><div data-drag-handle=\"true\" data-image-node-element=\"true\" data-selection-ring=\"inside\" data-selection-background=\"true\" data-node-image-testid=\"x85K0\" class=\"css-niy15j\"><div class=\"image cropped-image css-11lrhya\" data-content-reference=\"1,1\" data-drag-preview=\"true\" data-scale-preview=\"true\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/imgproxy.gamma.app\/resize\/quality:80\/resizing_type:fit\/width:2000\/https:\/\/cdn.gamma.app\/m8bjwpvfx854ine\/1608b093367246d3a30ef2853a46b234\/original\/pexels-photo-7005684.jpeg\" class=\"chakra-image css-zec7a\"\/><\/div><span><\/span><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><div data-pos=\"6644\" class=\"react-renderer node-gridCell animatable-on-load\" STYLE=\"white-space: inherit;undefined\"><div class=\"grid-cell\" style=\"white-space:normal;position:relative\" data-selection-ring=\"true\" data-node-view-wrapper=\"\"><div data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"gridCell\" style=\"white-space:inherit\"><div data-pos=\"6645\" class=\"react-renderer node-heading animatable-on-load block block-heading first-block\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;display:flex;flex-direction:column;align-items:var(--flex-align)\" data-node-view-wrapper=\"\"><div dir=\"auto\" level=\"3\" data-placeholder=\"Heading 3\" class=\"heading themed-heading\" style=\"white-space:pre-wrap;min-width:min(100%, 10em);align-self:var(--descendant-align-self, self-start)\" data-node-view-content=\"\"><div data-node-view-content-inner=\"heading\" style=\"white-space:inherit\">Data Cleansing & Quality Management<\/div><\/div><\/div><\/div><div data-pos=\"6682\" class=\"react-renderer node-blockquote animatable-on-load block block-blockquote\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal\" data-node-view-wrapper=\"\"><div data-selection-ring=\"padded\" dir=\"ltr\" class=\"css-79elbk\"><blockquote as=\"blockquote\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"blockquote\" style=\"white-space:inherit\"><div data-pos=\"6683\" class=\"react-renderer node-paragraph animatable-on-load block block-paragraph first-block last-block\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">Make data usable, trustworthy, and consistent<\/div><\/div><\/div><\/div><\/div><\/blockquote><div class=\"css-1az8gwb\"><\/div><\/div><\/div><\/div><div data-pos=\"6731\" class=\"react-renderer node-paragraph block block-paragraph last-block\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"ltr\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><div contentEditable=\"false\" class=\"add-column css-1yob2lz\"><\/div><\/div><\/div><\/div><div data-pos=\"6735\" class=\"react-renderer node-paragraph animatable-on-load animatable-on-load-annotatable block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><b>AI-assisted key activities<\/b><\/div><\/div><\/div><\/div><ol data-pos=\"6763\" class=\"react-renderer node-numbered animatable-on-load animatable-on-load-annotatable block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"1\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Automated detection of:<\/div><\/li><\/div><\/ol><ol data-pos=\"6788\" class=\"react-renderer node-numbered animatable-on-load animatable-on-load-annotatable block block-numbered\" indent=\"1\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"a\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Missing values<\/div><\/li><\/div><\/ol><ol data-pos=\"6804\" class=\"react-renderer node-numbered animatable-on-load animatable-on-load-annotatable block block-numbered\" indent=\"1\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"b\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Outliers<\/div><\/li><\/div><\/ol><ol data-pos=\"6814\" class=\"react-renderer node-numbered animatable-on-load animatable-on-load-annotatable block block-numbered\" indent=\"1\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"c\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Duplicates<\/div><\/li><\/div><\/ol><ol data-pos=\"6826\" class=\"react-renderer node-numbered animatable-on-load animatable-on-load-annotatable block block-numbered\" indent=\"1\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"d\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Inconsistent formats<\/div><\/li><\/div><\/ol><ol data-pos=\"6848\" class=\"react-renderer node-numbered animatable-on-load animatable-on-load-annotatable block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"2\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Smart imputation strategies (context-aware, not averages)<\/div><\/li><\/div><\/ol><ol data-pos=\"6907\" class=\"react-renderer node-numbered animatable-on-load animatable-on-load-annotatable block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"3\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Pattern recognition for standardization (names, addresses, IDs)<\/div><\/li><\/div><\/ol><ol data-pos=\"6972\" class=\"react-renderer node-numbered animatable-on-load animatable-on-load-annotatable block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"4\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Rule generation for data validation<\/div><\/li><\/div><\/ol><ol data-pos=\"7009\" class=\"react-renderer node-numbered animatable-on-load animatable-on-load-annotatable block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"5\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Root-cause analysis of data quality issues<\/div><\/li><\/div><\/ol><ol data-pos=\"7053\" class=\"react-renderer node-numbered animatable-on-load animatable-on-load-annotatable block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"6\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Auto-generated data quality reports<\/div><\/li><\/div><\/ol><div data-pos=\"7090\" class=\"react-renderer node-paragraph animatable-on-load animatable-on-load-annotatable block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><b>Value to the business<\/b><\/div><\/div><\/div><\/div><ul data-pos=\"7113\" class=\"react-renderer node-bullet animatable-on-load animatable-on-load-annotatable block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">Higher confidence in numbers<\/div><\/li><\/div><\/ul><ul data-pos=\"7143\" class=\"react-renderer node-bullet animatable-on-load animatable-on-load-annotatable block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">Reduced rework and firefighting<\/div><\/li><\/div><\/ul><ul data-pos=\"7176\" class=\"react-renderer node-bullet animatable-on-load animatable-on-load-annotatable block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">Consistent KPIs across teams<\/div><\/li><\/div><\/ul><div data-pos=\"7206\" class=\"react-renderer node-gridLayout block block-gridLayout\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal\" data-node-view-wrapper=\"\"><style data-emotion=\"css 1l89kiy\">.css-1l89kiy{display:grid;grid-gap:var(--grid-border);position:relative;grid-template-columns:43% 57%;}<\/style><div class=\"grid-col-controls css-1l89kiy\" data-selection-ring=\"true\"><div class=\"layout-content\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"gridLayout\" style=\"white-space:inherit\"><div data-pos=\"7207\" class=\"react-renderer node-gridCell animatable-on-load\" STYLE=\"white-space: inherit;undefined\"><div class=\"grid-cell\" style=\"white-space:normal;position:relative\" data-selection-ring=\"true\" data-node-view-wrapper=\"\"><div data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"gridCell\" style=\"white-space:inherit\"><div data-pos=\"7208\" class=\"react-renderer node-image animatable-on-load animatable-on-load-atom block block-image first-block last-block\" draggable=\"true\" STYLE=\"white-space: inherit;undefined\"><div as=\"div\" class=\"non-clickable\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><div dir=\"ltr\" data-media-node-wrapper=\"true\" data-testid=\"image-node-wrapper\" class=\"gamma-moveable-wrapper css-fz71is\"><style data-emotion=\"css mlo9p5\">.css-mlo9p5{width:calc(300.11538461538464 * var(--font-size) \/ 16);max-width:calc(100% * var(--media-scale));position:relative;overflow:hidden;border-radius:var(--box-border-radius);-webkit-mask:none!important;mask:none!important;}<\/style><div data-drag-handle=\"true\" data-image-node-element=\"true\" data-selection-ring=\"inside\" data-selection-background=\"true\" data-node-image-testid=\"EAjWl\" class=\"css-mlo9p5\"><div class=\"image cropped-image css-11lrhya\" data-content-reference=\"1,1\" data-drag-preview=\"true\" data-scale-preview=\"true\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/imgproxy.gamma.app\/resize\/quality:80\/resizing_type:fit\/width:2000\/https:\/\/cdn.gamma.app\/m8bjwpvfx854ine\/534327d7898e40e59de131a6d37892c0\/original\/pexels-photo-1194775.jpeg\" class=\"chakra-image css-zec7a\"\/><\/div><span><\/span><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><div data-pos=\"7210\" class=\"react-renderer node-gridCell animatable-on-load\" STYLE=\"white-space: inherit;undefined\"><div class=\"grid-cell\" style=\"white-space:normal;position:relative\" data-selection-ring=\"true\" data-node-view-wrapper=\"\"><div data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"gridCell\" style=\"white-space:inherit\"><div data-pos=\"7211\" class=\"react-renderer node-heading animatable-on-load block block-heading first-block\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;display:flex;flex-direction:column;align-items:var(--flex-align)\" data-node-view-wrapper=\"\"><div dir=\"auto\" level=\"3\" data-placeholder=\"Heading 3\" class=\"heading themed-heading\" style=\"white-space:pre-wrap;min-width:min(100%, 10em);align-self:var(--descendant-align-self, self-start)\" data-node-view-content=\"\"><div data-node-view-content-inner=\"heading\" style=\"white-space:inherit\">Data Understanding & Exploratory Analysis<\/div><\/div><\/div><\/div><div data-pos=\"7254\" class=\"react-renderer node-blockquote animatable-on-load block block-blockquote\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal\" data-node-view-wrapper=\"\"><div data-selection-ring=\"padded\" dir=\"ltr\" class=\"css-79elbk\"><blockquote as=\"blockquote\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"blockquote\" style=\"white-space:inherit\"><div data-pos=\"7255\" class=\"react-renderer node-paragraph animatable-on-load block block-paragraph first-block last-block\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">Understand what the data is saying without weeks of manual analysis<\/div><\/div><\/div><\/div><\/div><\/blockquote><div class=\"css-1az8gwb\"><\/div><\/div><\/div><\/div><div data-pos=\"7325\" class=\"react-renderer node-paragraph animatable-on-load block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><b>AI-assisted key activities<\/b><\/div><\/div><\/div><\/div><ol data-pos=\"7353\" class=\"react-renderer node-numbered animatable-on-load block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"1\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Natural-language data exploration (\u201cWhy did churn spike in Q4?\u201d)<\/div><\/li><\/div><\/ol><ol data-pos=\"7419\" class=\"react-renderer node-numbered animatable-on-load block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"2\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Automated statistical summaries & distributions<\/div><\/li><\/div><\/ol><ol data-pos=\"7468\" class=\"react-renderer node-numbered animatable-on-load block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"3\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Correlation and dependency discovery<\/div><\/li><\/div><\/ol><ol data-pos=\"7506\" class=\"react-renderer node-numbered animatable-on-load block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"4\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Trend and seasonality detection<\/div><\/li><\/div><\/ol><ol data-pos=\"7539\" class=\"react-renderer node-numbered animatable-on-load block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"5\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Hypothesis generation (\u201cPossible drivers of revenue decline\u201d)<\/div><\/li><\/div><\/ol><ol data-pos=\"7602\" class=\"react-renderer node-numbered animatable-on-load block block-numbered last-block\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"6\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Automatic insight prioritization by business impact<\/div><\/li><\/div><\/ol><\/div><\/div><\/div><\/div><\/div><\/div><div contentEditable=\"false\" class=\"add-column css-1yob2lz\"><\/div><\/div><\/div><\/div><div data-pos=\"7657\" class=\"react-renderer node-paragraph animatable-on-load animatable-on-load-annotatable block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><b>Value to the business<\/b><\/div><\/div><\/div><\/div><ul data-pos=\"7680\" class=\"react-renderer node-bullet animatable-on-load animatable-on-load-annotatable block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">Analysts focus on thinking, not querying<\/div><\/li><\/div><\/ul><ul data-pos=\"7722\" class=\"react-renderer node-bullet animatable-on-load animatable-on-load-annotatable block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">Faster decision cycles<\/div><\/li><\/div><\/ul><ul data-pos=\"7746\" class=\"react-renderer node-bullet animatable-on-load animatable-on-load-annotatable block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">More insights surfaced, not just the obvious ones<\/div><\/li><\/div><\/ul><div data-pos=\"7797\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"ltr\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><\/div><\/div><\/div><\/div><div data-pos=\"7799\" class=\"react-renderer node-heading animatable-on-load animatable-on-load-annotatable block block-heading\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;display:flex;flex-direction:column;align-items:var(--flex-align)\" data-node-view-wrapper=\"\"><div dir=\"auto\" level=\"3\" data-placeholder=\"Heading 3\" class=\"heading themed-heading\" style=\"white-space:pre-wrap;min-width:min(100%, 10em);align-self:var(--descendant-align-self, self-start)\" data-node-view-content=\"\"><div data-node-view-content-inner=\"heading\" style=\"white-space:inherit\">Feature Engineering & Transformation<\/div><\/div><\/div><\/div><div data-pos=\"7837\" class=\"react-renderer node-image animatable-on-load animatable-on-load-annotatable animatable-on-load-atom block block-image\" draggable=\"true\" STYLE=\"white-space: inherit;undefined\"><div as=\"div\" class=\"non-clickable\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><div dir=\"ltr\" data-media-node-wrapper=\"true\" data-testid=\"image-node-wrapper\" class=\"gamma-moveable-wrapper css-fz71is\"><style data-emotion=\"css 1sj64a1\">.css-1sj64a1{width:calc(673.5668789808917 * var(--font-size) \/ 16);max-width:calc(100% * var(--media-scale));position:relative;overflow:hidden;border-radius:var(--box-border-radius);-webkit-mask:none!important;mask:none!important;}<\/style><div data-drag-handle=\"true\" data-image-node-element=\"true\" data-selection-ring=\"inside\" data-selection-background=\"true\" data-node-image-testid=\"S0I4t\" class=\"css-1sj64a1\"><div class=\"image cropped-image css-11lrhya\" data-content-reference=\"1,1\" data-drag-preview=\"true\" data-scale-preview=\"true\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/imgproxy.gamma.app\/resize\/quality:80\/resizing_type:fit\/width:2000\/https:\/\/cdn.gamma.app\/m8bjwpvfx854ine\/2fe34a82943b4352a15ebbd85a619f6e\/original\/pexels-photo-3334080.jpeg\" class=\"chakra-image css-zec7a\"\/><\/div><span><\/span><\/div><\/div><\/div><\/div><div data-pos=\"7838\" class=\"react-renderer node-blockquote animatable-on-load animatable-on-load-annotatable block block-blockquote\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal\" data-node-view-wrapper=\"\"><div data-selection-ring=\"padded\" dir=\"ltr\" class=\"css-79elbk\"><blockquote as=\"blockquote\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"blockquote\" style=\"white-space:inherit\"><div data-pos=\"7839\" class=\"react-renderer node-paragraph animatable-on-load block block-paragraph first-block last-block\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">Turn raw data into decision-ready assets<\/div><\/div><\/div><\/div><\/div><\/blockquote><div class=\"css-1az8gwb\"><\/div><\/div><\/div><\/div><div data-pos=\"7882\" class=\"react-renderer node-paragraph animatable-on-load animatable-on-load-annotatable block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><b>AI-assisted key activities<\/b><\/div><\/div><\/div><\/div><ol data-pos=\"7910\" class=\"react-renderer node-numbered animatable-on-load animatable-on-load-annotatable block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"1\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Auto-generation of derived features<\/div><\/li><\/div><\/ol><ol data-pos=\"7947\" class=\"react-renderer node-numbered animatable-on-load animatable-on-load-annotatable block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"2\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Time-window aggregation suggestions<\/div><\/li><\/div><\/ol><ol data-pos=\"7984\" class=\"react-renderer node-numbered animatable-on-load animatable-on-load-annotatable block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"3\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Encoding strategies for categorical variables<\/div><\/li><\/div><\/ol><ol data-pos=\"8031\" class=\"react-renderer node-numbered animatable-on-load animatable-on-load-annotatable block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"4\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Feature importance ranking<\/div><\/li><\/div><\/ol><ol data-pos=\"8059\" class=\"react-renderer node-numbered animatable-on-load animatable-on-load-annotatable block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"5\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Reusable transformation logic generation (SQL \/ Python \/ dbt)<\/div><\/li><\/div><\/ol><ol data-pos=\"8122\" class=\"react-renderer node-numbered animatable-on-load animatable-on-load-annotatable block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"6\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Documentation of transformations (human-readable)<\/div><\/li><\/div><\/ol><div data-pos=\"8173\" class=\"react-renderer node-paragraph animatable-on-load animatable-on-load-annotatable block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><b>Value to the business<\/b><\/div><\/div><\/div><\/div><ul data-pos=\"8196\" class=\"react-renderer node-bullet animatable-on-load animatable-on-load-annotatable block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">Better models and sharper KPIs<\/div><\/li><\/div><\/ul><ul data-pos=\"8228\" class=\"react-renderer node-bullet animatable-on-load animatable-on-load-annotatable block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">Reproducible analytics logic<\/div><\/li><\/div><\/ul><ul data-pos=\"8258\" class=\"react-renderer node-bullet animatable-on-load animatable-on-load-annotatable block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">Easier handover and governance<\/div><\/li><\/div><\/ul><div data-pos=\"8290\" class=\"react-renderer node-gridLayout block block-gridLayout\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal\" data-node-view-wrapper=\"\"><div class=\"grid-col-controls css-ne0fyw\" data-selection-ring=\"true\"><div class=\"layout-content\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"gridLayout\" style=\"white-space:inherit\"><div data-pos=\"8291\" class=\"react-renderer node-gridCell animatable-on-load\" STYLE=\"white-space: inherit;undefined\"><div class=\"grid-cell\" style=\"white-space:normal;position:relative\" data-selection-ring=\"true\" data-node-view-wrapper=\"\"><div data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"gridCell\" style=\"white-space:inherit\"><div data-pos=\"8292\" class=\"react-renderer node-image animatable-on-load animatable-on-load-atom block block-image first-block last-block\" draggable=\"true\" STYLE=\"white-space: inherit;undefined\"><div as=\"div\" class=\"non-clickable\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><div dir=\"ltr\" data-media-node-wrapper=\"true\" data-testid=\"image-node-wrapper\" class=\"gamma-moveable-wrapper css-fz71is\"><style data-emotion=\"css 77ixqn\">.css-77ixqn{width:calc(1440 * var(--font-size) \/ 16);max-width:calc(100% * var(--media-scale));position:relative;overflow:hidden;border-radius:var(--box-border-radius);-webkit-mask:none!important;mask:none!important;}<\/style><div data-drag-handle=\"true\" data-image-node-element=\"true\" data-selection-ring=\"inside\" data-selection-background=\"true\" data-node-image-testid=\"17hiI\" class=\"css-77ixqn\"><div class=\"image cropped-image css-11lrhya\" data-content-reference=\"1,1\" data-drag-preview=\"true\" data-scale-preview=\"true\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/imgproxy.gamma.app\/resize\/quality:80\/resizing_type:fit\/width:2000\/https:\/\/cdn.gamma.app\/m8bjwpvfx854ine\/generated-images\/qN9ONzy2GLYCxGz2NUdoX.png\" class=\"chakra-image css-zec7a\"\/><\/div><span><\/span><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><div data-pos=\"8294\" class=\"react-renderer node-gridCell animatable-on-load\" STYLE=\"white-space: inherit;undefined\"><div class=\"grid-cell\" style=\"white-space:normal;position:relative\" data-selection-ring=\"true\" data-node-view-wrapper=\"\"><div data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"gridCell\" style=\"white-space:inherit\"><div data-pos=\"8295\" class=\"react-renderer node-heading animatable-on-load block block-heading first-block\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;display:flex;flex-direction:column;align-items:var(--flex-align)\" data-node-view-wrapper=\"\"><div dir=\"auto\" level=\"3\" data-placeholder=\"Heading 3\" class=\"heading themed-heading\" style=\"white-space:pre-wrap;min-width:min(100%, 10em);align-self:var(--descendant-align-self, self-start)\" data-node-view-content=\"\"><div data-node-view-content-inner=\"heading\" style=\"white-space:inherit\">Clustering, Segmentation & Advanced Analytics<\/div><\/div><\/div><\/div><div data-pos=\"8342\" class=\"react-renderer node-blockquote animatable-on-load block block-blockquote\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal\" data-node-view-wrapper=\"\"><div data-selection-ring=\"padded\" dir=\"ltr\" class=\"css-79elbk\"><blockquote as=\"blockquote\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"blockquote\" style=\"white-space:inherit\"><div data-pos=\"8343\" class=\"react-renderer node-paragraph animatable-on-load block block-paragraph first-block last-block\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">Discover structure and patterns humans miss<\/div><\/div><\/div><\/div><\/div><\/blockquote><div class=\"css-1az8gwb\"><\/div><\/div><\/div><\/div><div data-pos=\"8389\" class=\"react-renderer node-paragraph animatable-on-load block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><b>AI-assisted key activities<\/b><\/div><\/div><\/div><\/div><ol data-pos=\"8417\" class=\"react-renderer node-numbered animatable-on-load block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"1\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Automatic selection of clustering algorithms<\/div><\/li><\/div><\/ol><ol data-pos=\"8463\" class=\"react-renderer node-numbered animatable-on-load block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"2\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Optimal cluster number detection<\/div><\/li><\/div><\/ol><ol data-pos=\"8497\" class=\"react-renderer node-numbered animatable-on-load block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"3\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Behavioral, demographic, and value-based segmentation<\/div><\/li><\/div><\/ol><ol data-pos=\"8552\" class=\"react-renderer node-numbered animatable-on-load block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"4\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Segment profiling & labeling (human-friendly descriptions)<\/div><\/li><\/div><\/ol><ol data-pos=\"8612\" class=\"react-renderer node-numbered animatable-on-load block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"5\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Drift detection in segments over time<\/div><\/li><\/div><\/ol><ol data-pos=\"8651\" class=\"react-renderer node-numbered animatable-on-load block block-numbered last-block\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"6\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Scenario testing (\u201cWhat happens if we target Segment B?\u201d)<\/div><\/li><\/div><\/ol><\/div><\/div><\/div><\/div><\/div><\/div><div contentEditable=\"false\" class=\"add-column css-1yob2lz\"><\/div><\/div><\/div><\/div><div data-pos=\"8712\" class=\"react-renderer node-paragraph animatable-on-load animatable-on-load-annotatable block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><b>Value to the business<\/b><\/div><\/div><\/div><\/div><ul data-pos=\"8735\" class=\"react-renderer node-bullet animatable-on-load animatable-on-load-annotatable block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">Actionable segments, not academic clusters<\/div><\/li><\/div><\/ul><ul data-pos=\"8779\" class=\"react-renderer node-bullet animatable-on-load animatable-on-load-annotatable block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">Better targeting, personalization, and prioritization<\/div><\/li><\/div><\/ul><ul data-pos=\"8834\" class=\"react-renderer node-bullet animatable-on-load animatable-on-load-annotatable block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">Clear narratives around customer behavior<\/div><\/li><\/div><\/ul><div data-pos=\"8877\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"ltr\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><\/div><\/div><\/div><\/div><div data-pos=\"8879\" class=\"react-renderer node-heading animatable-on-load animatable-on-load-annotatable block block-heading\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;display:flex;flex-direction:column;align-items:var(--flex-align)\" data-node-view-wrapper=\"\"><div dir=\"auto\" level=\"3\" data-placeholder=\"Heading 3\" class=\"heading themed-heading\" style=\"white-space:pre-wrap;min-width:min(100%, 10em);align-self:var(--descendant-align-self, self-start)\" data-node-view-content=\"\"><div data-node-view-content-inner=\"heading\" style=\"white-space:inherit\">KPI Definition, Monitoring & Forecasting<\/div><\/div><\/div><\/div><div data-pos=\"8921\" class=\"react-renderer node-gridLayout block block-gridLayout\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal\" data-node-view-wrapper=\"\"><style data-emotion=\"css 13xxg83\">.css-13xxg83{display:grid;grid-gap:var(--grid-border);position:relative;grid-template-columns:48% 52%;}<\/style><div class=\"grid-col-controls css-13xxg83\" data-selection-ring=\"true\"><div class=\"layout-content\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"gridLayout\" style=\"white-space:inherit\"><div data-pos=\"8922\" class=\"react-renderer node-gridCell animatable-on-load\" STYLE=\"white-space: inherit;undefined\"><div class=\"grid-cell\" style=\"white-space:normal;position:relative\" data-selection-ring=\"true\" data-node-view-wrapper=\"\"><div data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"gridCell\" style=\"white-space:inherit\"><div data-pos=\"8923\" class=\"react-renderer node-blockquote animatable-on-load block block-blockquote first-block\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal\" data-node-view-wrapper=\"\"><div data-selection-ring=\"padded\" dir=\"ltr\" class=\"css-79elbk\"><blockquote as=\"blockquote\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"blockquote\" style=\"white-space:inherit\"><div data-pos=\"8924\" class=\"react-renderer node-paragraph animatable-on-load block block-paragraph first-block last-block\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">Measure what truly matters and anticipate outcomes<\/div><\/div><\/div><\/div><\/div><\/blockquote><div class=\"css-1az8gwb\"><\/div><\/div><\/div><\/div><div data-pos=\"8977\" class=\"react-renderer node-paragraph animatable-on-load block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><b>AI-assisted key activities<\/b><\/div><\/div><\/div><\/div><ol data-pos=\"9005\" class=\"react-renderer node-numbered animatable-on-load block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"1\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">KPI suggestion aligned to business objectives<\/div><\/li><\/div><\/ol><ol data-pos=\"9052\" class=\"react-renderer node-numbered animatable-on-load block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"2\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Metric definitions auto-generated & documented<\/div><\/li><\/div><\/ol><ol data-pos=\"9100\" class=\"react-renderer node-numbered animatable-on-load block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"3\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Anomaly detection on KPIs<\/div><\/li><\/div><\/ol><ol data-pos=\"9127\" class=\"react-renderer node-numbered animatable-on-load block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"4\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Root-cause analysis when KPIs move<\/div><\/li><\/div><\/ol><ol data-pos=\"9163\" class=\"react-renderer node-numbered animatable-on-load block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"5\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Forecasting with confidence intervals<\/div><\/li><\/div><\/ol><ol data-pos=\"9202\" class=\"react-renderer node-numbered animatable-on-load block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"6\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">What-if simulations<\/div><\/li><\/div><\/ol><div data-pos=\"9223\" class=\"react-renderer node-paragraph animatable-on-load block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><b>Value to the business<\/b><\/div><\/div><\/div><\/div><ul data-pos=\"9246\" class=\"react-renderer node-bullet animatable-on-load block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">Fewer vanity metrics<\/div><\/li><\/div><\/ul><ul data-pos=\"9268\" class=\"react-renderer node-bullet animatable-on-load block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">Early warning systems for risk<\/div><\/li><\/div><\/ul><ul data-pos=\"9300\" class=\"react-renderer node-bullet animatable-on-load block block-bullet last-block\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">Data-driven planning instead of reactive reporting<\/div><\/li><\/div><\/ul><\/div><\/div><\/div><\/div><div data-pos=\"9353\" class=\"react-renderer node-gridCell animatable-on-load\" STYLE=\"white-space: inherit;undefined\"><div class=\"grid-cell\" style=\"white-space:normal;position:relative\" data-selection-ring=\"true\" data-node-view-wrapper=\"\"><div data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"gridCell\" style=\"white-space:inherit\"><div data-pos=\"9354\" class=\"react-renderer node-image animatable-on-load animatable-on-load-atom block block-image first-block last-block\" draggable=\"true\" STYLE=\"white-space: inherit;undefined\"><div as=\"div\" class=\"non-clickable\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><div dir=\"ltr\" data-media-node-wrapper=\"true\" data-testid=\"image-node-wrapper\" class=\"gamma-moveable-wrapper css-fz71is\"><style data-emotion=\"css erxuvr\">.css-erxuvr{width:calc(328.5 * var(--font-size) \/ 16);max-width:calc(100% * var(--media-scale));position:relative;overflow:hidden;border-radius:var(--box-border-radius);-webkit-mask:none!important;mask:none!important;}<\/style><div data-drag-handle=\"true\" data-image-node-element=\"true\" data-selection-ring=\"inside\" data-selection-background=\"true\" data-node-image-testid=\"c9gy1\" class=\"css-erxuvr\"><div class=\"image cropped-image css-11lrhya\" data-content-reference=\"1,1\" data-drag-preview=\"true\" data-scale-preview=\"true\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/imgproxy.gamma.app\/resize\/quality:80\/resizing_type:fit\/width:2000\/https:\/\/cdn.gamma.app\/m8bjwpvfx854ine\/86b954dc5f3046be9e0860da060bd0f6\/original\/pexels-photo-2007647.jpeg\" class=\"chakra-image css-zec7a\"\/><\/div><span><\/span><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><div contentEditable=\"false\" class=\"add-column css-1yob2lz\"><\/div><\/div><\/div><\/div><div data-pos=\"9357\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"ltr\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><\/div><\/div><\/div><\/div><div data-pos=\"9359\" class=\"react-renderer node-heading animatable-on-load animatable-on-load-annotatable block block-heading\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;display:flex;flex-direction:column;align-items:var(--flex-align)\" data-node-view-wrapper=\"\"><div dir=\"auto\" level=\"3\" data-placeholder=\"Heading 3\" class=\"heading themed-heading\" style=\"white-space:pre-wrap;min-width:min(100%, 10em);align-self:var(--descendant-align-self, self-start)\" data-node-view-content=\"\"><div data-node-view-content-inner=\"heading\" style=\"white-space:inherit\">Automated Reporting & Dashboard Generation<\/div><\/div><\/div><\/div><div data-pos=\"9403\" class=\"react-renderer node-image animatable-on-load animatable-on-load-annotatable animatable-on-load-atom block block-image\" draggable=\"true\" STYLE=\"white-space: inherit;undefined\"><div as=\"div\" class=\"non-clickable\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><div dir=\"ltr\" data-media-node-wrapper=\"true\" data-testid=\"image-node-wrapper\" class=\"gamma-moveable-wrapper css-fz71is\"><style data-emotion=\"css 1jod8lk\">.css-1jod8lk{width:calc(690.9090909090909 * var(--font-size) \/ 16);max-width:calc(100% * var(--media-scale));position:relative;overflow:hidden;border-radius:var(--box-border-radius);-webkit-mask:none!important;mask:none!important;}<\/style><div data-drag-handle=\"true\" data-image-node-element=\"true\" data-selection-ring=\"inside\" data-selection-background=\"true\" data-node-image-testid=\"78qWy\" class=\"css-1jod8lk\"><div class=\"image cropped-image css-11lrhya\" data-content-reference=\"1,1\" data-drag-preview=\"true\" data-scale-preview=\"true\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/imgproxy.gamma.app\/resize\/quality:80\/resizing_type:fit\/width:2000\/https:\/\/cdn.gamma.app\/m8bjwpvfx854ine\/generated-images\/1KZOopWhJ5BG4aKRXd_00.png\" class=\"chakra-image css-zec7a\"\/><\/div><span><\/span><\/div><\/div><\/div><\/div><div data-pos=\"9404\" class=\"react-renderer node-blockquote animatable-on-load animatable-on-load-annotatable block block-blockquote\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal\" data-node-view-wrapper=\"\"><div data-selection-ring=\"padded\" dir=\"ltr\" class=\"css-79elbk\"><blockquote as=\"blockquote\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"blockquote\" style=\"white-space:inherit\"><div data-pos=\"9405\" class=\"react-renderer node-paragraph animatable-on-load block block-paragraph first-block last-block\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">Deliver insights continuously, not manually<\/div><\/div><\/div><\/div><\/div><\/blockquote><div class=\"css-1az8gwb\"><\/div><\/div><\/div><\/div><div data-pos=\"9451\" class=\"react-renderer node-paragraph animatable-on-load animatable-on-load-annotatable block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><b>AI-assisted key activities<\/b><\/div><\/div><\/div><\/div><ol data-pos=\"9479\" class=\"react-renderer node-numbered animatable-on-load animatable-on-load-annotatable block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"1\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Auto-generated dashboards from business questions<\/div><\/li><\/div><\/ol><ol data-pos=\"9530\" class=\"react-renderer node-numbered animatable-on-load animatable-on-load-annotatable block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"2\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Narrative summaries embedded in reports<\/div><\/li><\/div><\/ol><ol data-pos=\"9571\" class=\"react-renderer node-numbered animatable-on-load animatable-on-load-annotatable block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"3\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Audience-specific views (CEO, Sales, Ops)<\/div><\/li><\/div><\/ol><ol data-pos=\"9614\" class=\"react-renderer node-numbered animatable-on-load animatable-on-load-annotatable block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"4\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Dynamic commentary on changes vs last period<\/div><\/li><\/div><\/ol><ol data-pos=\"9660\" class=\"react-renderer node-numbered animatable-on-load animatable-on-load-annotatable block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"5\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Report scheduling & distribution<\/div><\/li><\/div><\/ol><ol data-pos=\"9694\" class=\"react-renderer node-numbered animatable-on-load animatable-on-load-annotatable block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"6\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Multilingual report generation<\/div><\/li><\/div><\/ol><div data-pos=\"9726\" class=\"react-renderer node-paragraph animatable-on-load animatable-on-load-annotatable block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><b>Value to the business<\/b><\/div><\/div><\/div><\/div><ul data-pos=\"9749\" class=\"react-renderer node-bullet animatable-on-load animatable-on-load-annotatable block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">Analysts stop \u201cbuilding slides\u201d<\/div><\/li><\/div><\/ul><ul data-pos=\"9782\" class=\"react-renderer node-bullet animatable-on-load animatable-on-load-annotatable block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">Executives get context, not raw charts<\/div><\/li><\/div><\/ul><ul data-pos=\"9822\" class=\"react-renderer node-bullet animatable-on-load animatable-on-load-annotatable block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">Consistent storytelling across the organization<\/div><\/li><\/div><\/ul><div data-pos=\"9871\" class=\"react-renderer node-heading animatable-on-load animatable-on-load-annotatable block block-heading\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;display:flex;flex-direction:column;align-items:var(--flex-align)\" data-node-view-wrapper=\"\"><div dir=\"auto\" level=\"3\" data-placeholder=\"Heading 3\" class=\"heading themed-heading\" style=\"white-space:pre-wrap;min-width:min(100%, 10em);align-self:var(--descendant-align-self, self-start)\" data-node-view-content=\"\"><div data-node-view-content-inner=\"heading\" style=\"white-space:inherit\">CEO-Level Presentations & Data Storytelling<\/div><\/div><\/div><\/div><div data-pos=\"9916\" class=\"react-renderer node-image animatable-on-load animatable-on-load-annotatable animatable-on-load-atom block block-image\" draggable=\"true\" STYLE=\"white-space: inherit;undefined\"><div as=\"div\" class=\"non-clickable\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><div dir=\"ltr\" data-media-node-wrapper=\"true\" data-testid=\"image-node-wrapper\" class=\"gamma-moveable-wrapper css-fz71is\"><div data-drag-handle=\"true\" data-image-node-element=\"true\" data-selection-ring=\"inside\" data-selection-background=\"true\" data-node-image-testid=\"0oY66\" class=\"css-niy15j\"><div class=\"image cropped-image css-11lrhya\" data-content-reference=\"1,1\" data-drag-preview=\"true\" data-scale-preview=\"true\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/imgproxy.gamma.app\/resize\/quality:80\/resizing_type:fit\/width:2000\/https:\/\/cdn.gamma.app\/m8bjwpvfx854ine\/1dc2b9ead71f47cb871a108fa8904cd9\/original\/pexels-photo-6949476.jpeg\" class=\"chakra-image css-zec7a\"\/><\/div><span><\/span><\/div><\/div><\/div><\/div><div data-pos=\"9917\" class=\"react-renderer node-blockquote animatable-on-load animatable-on-load-annotatable block block-blockquote\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal\" data-node-view-wrapper=\"\"><div data-selection-ring=\"padded\" dir=\"ltr\" class=\"css-79elbk\"><blockquote as=\"blockquote\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"blockquote\" style=\"white-space:inherit\"><div data-pos=\"9918\" class=\"react-renderer node-paragraph animatable-on-load block block-paragraph first-block last-block\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">Turn data into decisions<\/div><\/div><\/div><\/div><\/div><\/blockquote><div class=\"css-1az8gwb\"><\/div><\/div><\/div><\/div><div data-pos=\"9945\" class=\"react-renderer node-paragraph animatable-on-load animatable-on-load-annotatable block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><b>AI-assisted key activities<\/b><\/div><\/div><\/div><\/div><ol data-pos=\"9973\" class=\"react-renderer node-numbered animatable-on-load animatable-on-load-annotatable block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"1\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Executive-ready slide generation<\/div><\/li><\/div><\/ol><ol data-pos=\"10007\" class=\"react-renderer node-numbered animatable-on-load animatable-on-load-annotatable block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"2\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Insight-first structure (problem \u2192 insight \u2192 action)<\/div><\/li><\/div><\/ol><ol data-pos=\"10061\" class=\"react-renderer node-numbered animatable-on-load animatable-on-load-annotatable block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"3\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Story arc creation (past \u2192 present \u2192 future)<\/div><\/li><\/div><\/ol><ol data-pos=\"10107\" class=\"react-renderer node-numbered animatable-on-load animatable-on-load-annotatable block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"4\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Visual recommendation (best chart for each insight)<\/div><\/li><\/div><\/ol><ol data-pos=\"10160\" class=\"react-renderer node-numbered animatable-on-load animatable-on-load-annotatable block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"5\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Risk & opportunity framing<\/div><\/li><\/div><\/ol><ol data-pos=\"10188\" class=\"react-renderer node-numbered animatable-on-load animatable-on-load-annotatable block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"6\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Actionable recommendations with quantified impact<\/div><\/li><\/div><\/ol><div data-pos=\"10239\" class=\"react-renderer node-paragraph animatable-on-load animatable-on-load-annotatable block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><b>Value to the business<\/b><\/div><\/div><\/div><\/div><ul data-pos=\"10262\" class=\"react-renderer node-bullet animatable-on-load animatable-on-load-annotatable block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">Clear strategic narratives<\/div><\/li><\/div><\/ul><ul data-pos=\"10290\" class=\"react-renderer node-bullet animatable-on-load animatable-on-load-annotatable block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">Faster executive alignment<\/div><\/li><\/div><\/ul><ul data-pos=\"10318\" class=\"react-renderer node-bullet animatable-on-load animatable-on-load-annotatable block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">Data teams seen as strategic partners, not report builders<\/div><\/li><\/div><\/ul><div data-pos=\"10378\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"ltr\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><\/div><\/div><\/div><\/div><div data-pos=\"10380\" class=\"react-renderer node-heading animatable-on-load animatable-on-load-annotatable block block-heading\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;display:flex;flex-direction:column;align-items:var(--flex-align)\" data-node-view-wrapper=\"\"><div dir=\"auto\" level=\"3\" data-placeholder=\"Heading 3\" class=\"heading themed-heading\" style=\"white-space:pre-wrap;min-width:min(100%, 10em);align-self:var(--descendant-align-self, self-start)\" data-node-view-content=\"\"><div data-node-view-content-inner=\"heading\" style=\"white-space:inherit\">Documentation, Governance & Knowledge Retention<\/div><\/div><\/div><\/div><div data-pos=\"10429\" class=\"react-renderer node-gridLayout block block-gridLayout last-block\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal\" data-node-view-wrapper=\"\"><div class=\"grid-col-controls css-1l89kiy\" data-selection-ring=\"true\"><div class=\"layout-content\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"gridLayout\" style=\"white-space:inherit\"><div data-pos=\"10430\" class=\"react-renderer node-gridCell animatable-on-load\" STYLE=\"white-space: inherit;undefined\"><div class=\"grid-cell\" style=\"white-space:normal;position:relative\" data-selection-ring=\"true\" data-node-view-wrapper=\"\"><div data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"gridCell\" style=\"white-space:inherit\"><div data-pos=\"10431\" class=\"react-renderer node-image animatable-on-load animatable-on-load-atom block block-image first-block last-block\" draggable=\"true\" STYLE=\"white-space: inherit;undefined\"><div as=\"div\" class=\"non-clickable\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><div dir=\"ltr\" data-media-node-wrapper=\"true\" data-testid=\"image-node-wrapper\" class=\"gamma-moveable-wrapper css-fz71is\"><div data-drag-handle=\"true\" data-image-node-element=\"true\" data-selection-ring=\"inside\" data-selection-background=\"true\" data-node-image-testid=\"k5Fa8\" class=\"css-mlo9p5\"><div class=\"image cropped-image css-11lrhya\" data-content-reference=\"1,1\" data-drag-preview=\"true\" data-scale-preview=\"true\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/imgproxy.gamma.app\/resize\/quality:80\/resizing_type:fit\/width:2000\/https:\/\/cdn.gamma.app\/m8bjwpvfx854ine\/c2b52dfe74e24bdab6c6342b95c9de3b\/original\/pexels-photo-1148399.jpeg\" class=\"chakra-image css-zec7a\"\/><\/div><span><\/span><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><div data-pos=\"10433\" class=\"react-renderer node-gridCell animatable-on-load\" STYLE=\"white-space: inherit;undefined\"><div class=\"grid-cell\" style=\"white-space:normal;position:relative\" data-selection-ring=\"true\" data-node-view-wrapper=\"\"><div data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"gridCell\" style=\"white-space:inherit\"><div data-pos=\"10434\" class=\"react-renderer node-blockquote animatable-on-load block block-blockquote first-block\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal\" data-node-view-wrapper=\"\"><div data-selection-ring=\"padded\" dir=\"ltr\" class=\"css-79elbk\"><blockquote as=\"blockquote\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"blockquote\" style=\"white-space:inherit\"><div data-pos=\"10435\" class=\"react-renderer node-paragraph animatable-on-load block block-paragraph first-block last-block\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">Make analytics scalable and auditable<\/div><\/div><\/div><\/div><\/div><\/blockquote><div class=\"css-1az8gwb\"><\/div><\/div><\/div><\/div><div data-pos=\"10475\" class=\"react-renderer node-paragraph animatable-on-load block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><b>AI-assisted key activities<\/b><\/div><\/div><\/div><\/div><ol data-pos=\"10503\" class=\"react-renderer node-numbered animatable-on-load block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"1\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Auto-documentation of pipelines, metrics, and logic<\/div><\/li><\/div><\/ol><ol data-pos=\"10556\" class=\"react-renderer node-numbered animatable-on-load block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"2\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Business glossary generation<\/div><\/li><\/div><\/ol><ol data-pos=\"10586\" class=\"react-renderer node-numbered animatable-on-load block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"3\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Data lineage explanations in plain language<\/div><\/li><\/div><\/ol><ol data-pos=\"10631\" class=\"react-renderer node-numbered animatable-on-load block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"4\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Compliance & privacy checks<\/div><\/li><\/div><\/ol><ol data-pos=\"10660\" class=\"react-renderer node-numbered animatable-on-load block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"5\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Knowledge base Q&A over analytics assets<\/div><\/li><\/div><\/ol><div data-pos=\"10702\" class=\"react-renderer node-paragraph animatable-on-load block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><b>Value to the business<\/b><\/div><\/div><\/div><\/div><ul data-pos=\"10725\" class=\"react-renderer node-bullet animatable-on-load block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">Reduced key-person dependency<\/div><\/li><\/div><\/ul><ul data-pos=\"10756\" class=\"react-renderer node-bullet animatable-on-load block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">Better compliance and audit readiness<\/div><\/li><\/div><\/ul><ul data-pos=\"10795\" class=\"react-renderer node-bullet animatable-on-load block block-bullet last-block\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">Faster onboarding of new analysts<\/div><\/li><\/div><\/ul><\/div><\/div><\/div><\/div><\/div><\/div><div contentEditable=\"false\" class=\"add-column css-1yob2lz\"><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><div data-pos=\"10834\" class=\"react-renderer node-card block block-card\" STYLE=\"white-space: inherit;undefined\"><div as=\"div\" style=\"white-space:normal;min-height:0\" data-node-view-wrapper=\"\"><style data-emotion=\"css 1r4z5t0\">.css-1r4z5t0{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;top:0px;left:0px;position:relative;width:100%;height:100%;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;cursor:default;font-size:var(--editor-font-size, 1rem);padding-top:var(--card-outer-padding-y);padding-bottom:var(--card-outer-padding-y);padding-left:var(--card-outer-padding-left);padding-right:var(--card-outer-padding-right);margin:0 auto;transition-property:transform,padding;transition-duration:200ms;--card-inner-padding-x:calc(3.5em \/ var(--card-font-scale, 1));--card-inner-padding-y:calc(2.75em \/ var(--card-font-scale, 1));--card-inner-padding:var(--card-inner-padding-y) var(--card-inner-padding-x);--card-outer-padding-left:calc(var(--card-outer-padding-x) + var(--doc-padding-left, 0px) + 0px);--card-outer-padding-right:calc(var(--card-outer-padding-x) + var(--doc-padding-right, 0px) + 0px);--card-outer-padding-x:2em;--card-outer-padding-y:2em;--comment-padding:3.5em;--nested-card-margin:calc(-1 * var(--comment-padding));--top-accent-height-sm:6.25em;--top-accent-height-md:12.5em;--top-accent-height-lg:18.75em;--top-accent-height:var(--top-accent-height-md);--behind-accent-height:24em;--font-size:calc(1.1 * var(--card-font-scale, 1) * var(--editor-font-size, 1rem) * 1 * var(--viewport-scale-factor, 1.125));--card-font-scale:1;--card-width:calc(50.18181818181818em \/ var(--card-font-scale, 1));--card-min-height:0px;--max-content-width:calc(43.18181818181818em \/ var(--card-font-scale, 1));--card-max-width:var(--editor-width);--media-scale:min(1, var(--card-font-scale, 1));--zoom-level:1;--card-vertical-align:center;}<\/style><div data-animate-value=\"doc\" data-card-id=\"q4tql8tgbkodaic\" data-card-scroll-element=\"true\" class=\"card-wrapper card-expanded css-1r4z5t0\"><style data-emotion=\"css 10kcpju\">.css-10kcpju{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;font-size:var(--font-size);position:relative;width:var(--card-width);min-width:0%;min-height:var(--card-min-height);max-width:var(--card-max-width);border-radius:var(--card-border-radius);--grid-outline-color:var(--chakra-colors-gray-200);--card-background-color:#F2F2F2;--card-background-image:none;--card-border-color:#ffd925;--card-backdrop-filter:none;--card-border:var(--card-border-width) solid var(--card-border-color);--card-border-width:0.25em;--card-border-radius:2em;--card-shadow-distance:0.7em;--card-border-shadow:0 0 0 0.25em #ffd925;--card-box-shadow:var(--card-shadow-distance) var(--card-shadow-distance) 0 0 var(--card-border-color);--card-shadow:0 0 0 0.25em #ffd925,var(--card-shadow-distance) var(--card-shadow-distance) 0 0 var(--card-border-color);--clickable-background-color:#e5e5e599;--box-border-radius:1.25em;--shape-border-width:0.0625em;--line-thickness:max(round(0.125em, 1px), 1px);--button-border-radius:0.375em;--shape-bg-image:var(--accent-gradient-background);--shape-bg-color-alpha:#fcf4cfff;--shape-bg-color-alpha-dim:#fbf1c1ff;--shape-bg-color-alpha-light:#fdf7ddff;--shape-bg-color:#fcf4cfff;--shape-border-color:#e2dab5ff;--shape-text-color:#272525;--line-color:#e2dab5ff;--shape-bg-image-svg:url(#theme-accent-background-gradient-linear);--shape-bg-image-svg-rtl:url(#theme-accent-background-gradient-linear-rtl);--shape-fill:var(--accent-gradient-fill, var(--accent-color));--shape-fill-opacity:1;--shape-fill-svg:url(#theme-accent-gradient-linear) var(--accent-color);--shape-fill-svg-rtl:url(#theme-accent-gradient-linear-rtl) var(--accent-color);--shape-fill-svg-dim:var(--accent-color-dim);--shape-fill-svg-light:var(--accent-color-light);--shape-fill-text-color:#000;--accent-color-dim:#927500ff;--accent-color-light:#c5a822ff;--shape-shadow:none;--clickable-shadow:0 0.25em 0.375em -0.0625em rgba(0, 0, 0, 0.1),0 0.125em 0.25em -0.0625em rgba(0, 0, 0, 0.06);--body-font:\"DM Sans\";--heading-font:\"Inter\";--heading-font-weight:700;--body-font-weight:400;--letter-spacing-body:0.03em;--letter-spacing-heading:-0.01em;--line-height-body:1.5;--line-height-heading:1.25;--accent-color:#ac8f09;--accent-color-readable:#493c04ff;--accent-color-background-muted:#fcf4cfff;--expandable-hover-background:#493c041a;--neutral-border-color:var(--chakra-colors-blackAlpha-200);--neutral-background-color:#e5e5e5ff;--button-color:#493c04ff;--button-color-inverted:#fff;--link-color:#493c04ff;--link-color-hover:#796407ff;--link-box-shadow:0 0 0px 3px #493c04ff;--body-color:#272525;--body-color-muted:#27252580;--body-color-inverted:#fff;--link-color-inverted:#fff;--highlight-color-dark:var(--body-color-inverted);--highlight-color-light:var(--body-color);--highlight-link-color-hover-dark:#e6e6e6ff;--highlight-link-color-hover-light:#413e3eff;--heading-color:#000000;--card-color:#F2F2F2;--card-color-mask:#f2f2f2d9;--placeholder-button-bg-color:var(--chakra-colors-gray-200);--placeholder-button-bg-hover-color:var(--chakra-colors-gray-300);--placeholder-button-text-color:var(--chakra-colors-gray-400);--placeholder-button-text-hover-color:var(--chakra-colors-gray-700);}<\/style><div class=\"card-body css-10kcpju\" data-card-body=\"q4tql8tgbkodaic\" data-selection-ring=\"true\" data-guider-highlight=\"card-body\" data-content-reference=\"true\" data-testid=\"card-body\" data-hide-comments=\"false\"><style data-emotion=\"css 1sp6d9d\">.css-1sp6d9d{position:absolute;inset:0px;box-shadow:var(--card-shadow);-webkit-backdrop-filter:var(--card-backdrop-filter);backdrop-filter:var(--card-backdrop-filter);background-color:var(--card-background-color);background-image:var(--card-background-image);border-radius:var(--card-border-radius);}@media print{.css-1sp6d9d{box-shadow:var(--card-box-shadow);border:var(--card-border);}}<\/style><div class=\"card-body-background css-1sp6d9d\" contentEditable=\"false\"><\/div><div class=\"card-layout css-tiu1p0\" spellCheck=\"false\"><div class=\"chakra-stack css-15maf5o\" contentEditable=\"false\"><div class=\"css-17xejub\"><\/div><div class=\"css-17xejub\"><\/div><\/div><div dir=\"ltr\" class=\"card-content\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"card\" style=\"white-space:inherit\"><div data-pos=\"10835\" class=\"react-renderer node-cardLayoutItem\" data-layout-item-id=\"body\" STYLE=\"white-space: inherit;undefined\"><div dir=\"ltr\" as=\"div\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><style data-emotion=\"css 1jw19ud\">.css-1jw19ud{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;width:100%;height:100%;position:relative;border-radius:var(--card-border-radius);-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;-webkit-box-pack:var(--card-vertical-align);-ms-flex-pack:var(--card-vertical-align);-webkit-justify-content:var(--card-vertical-align);justify-content:var(--card-vertical-align);}<\/style><div data-content-reference=\"true\" class=\"card-layout-cell-bg css-1jw19ud\" data-selection-ring=\"true\" data-selection-background=\"true\"><div as=\"div\" style=\"white-space:pre-wrap;width:100%\" data-node-view-content=\"\"><div data-node-view-content-inner=\"cardLayoutItem\" style=\"white-space:inherit\"><div data-pos=\"10836\" class=\"react-renderer node-heading animatable-on-load animatable-on-load-annotatable block block-heading first-block first-block-in-card\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;display:flex;flex-direction:column;align-items:var(--flex-align)\" data-node-view-wrapper=\"\"><div dir=\"auto\" level=\"3\" data-placeholder=\"Untitled card\" class=\"heading themed-heading\" style=\"white-space:pre-wrap;min-width:min(100%, 10em);align-self:var(--descendant-align-self, self-start)\" data-node-view-content=\"\"><div data-node-view-content-inner=\"heading\" style=\"white-space:inherit\"><span hex=\"#000000\" STYLE=\"--text-color: #000000\" class=\"textColor\">The New Role of the Data Specialist (With AI)<\/span><\/div><\/div><\/div><\/div><div data-pos=\"10883\" class=\"react-renderer node-paragraph animatable-on-load animatable-on-load-annotatable block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">With AI handling execution, the data specialist evolves into:<\/div><\/div><\/div><\/div><div data-pos=\"10946\" class=\"react-renderer node-gridLayout block block-gridLayout\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal\" data-node-view-wrapper=\"\"><div class=\"grid-col-controls css-ne0fyw\" data-selection-ring=\"true\"><div class=\"layout-content\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"gridLayout\" style=\"white-space:inherit\"><div data-pos=\"10947\" class=\"react-renderer node-gridCell animatable-on-load\" STYLE=\"white-space: inherit;undefined\"><div class=\"grid-cell\" style=\"white-space:normal;position:relative;justify-content:center\" data-selection-ring=\"true\" data-node-view-wrapper=\"\"><div data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"gridCell\" style=\"white-space:inherit\"><div data-pos=\"10948\" class=\"react-renderer node-smartDiagram animatable-on-load animatable-on-load-atom block block-smartDiagram first-block last-block\" STYLE=\"white-space: inherit;undefined\"><\/div><\/div><\/div><\/div><\/div><div data-pos=\"10950\" class=\"react-renderer node-gridCell animatable-on-load\" STYLE=\"white-space: inherit;undefined\"><div class=\"grid-cell\" style=\"white-space:normal;position:relative;justify-content:center\" data-selection-ring=\"true\" data-node-view-wrapper=\"\"><div data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"gridCell\" style=\"white-space:inherit\"><ul data-pos=\"10951\" class=\"react-renderer node-bullet animatable-on-load block block-bullet first-block\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">Insight Orchestrator<\/div><\/li><\/div><\/ul><ul data-pos=\"10973\" class=\"react-renderer node-bullet animatable-on-load block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">Business Translator<\/div><\/li><\/div><\/ul><ul data-pos=\"10994\" class=\"react-renderer node-bullet animatable-on-load block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">Decision Architect<\/div><\/li><\/div><\/ul><ul data-pos=\"11014\" class=\"react-renderer node-bullet animatable-on-load block block-bullet last-block\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">Strategic Storyteller<\/div><\/li><\/div><\/ul><\/div><\/div><\/div><\/div><\/div><\/div><div contentEditable=\"false\" class=\"add-column css-1yob2lz\"><\/div><\/div><\/div><\/div><div data-pos=\"11039\" class=\"react-renderer node-smartDiagram animatable-on-load animatable-on-load-annotatable animatable-on-load-atom block block-smartDiagram\" STYLE=\"white-space: inherit;undefined\"><\/div><div data-pos=\"11040\" class=\"react-renderer node-blockquote animatable-on-load animatable-on-load-annotatable block block-blockquote\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal\" data-node-view-wrapper=\"\"><div data-selection-ring=\"padded\" dir=\"ltr\" class=\"css-79elbk\"><blockquote as=\"blockquote\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"blockquote\" style=\"white-space:inherit\"><div data-pos=\"11041\" class=\"react-renderer node-paragraph animatable-on-load block block-paragraph first-block last-block\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">Without <b>Context<\/b>, the AI guesses. Without <b>Instruction<\/b>, it wanders. Without <b>Data<\/b>, it hallucinates. And without a defined <b>Output<\/b>, it wastes your time.<\/div><\/div><\/div><\/div><\/div><\/blockquote><div class=\"css-1az8gwb\"><\/div><\/div><\/div><\/div><div data-pos=\"11191\" class=\"react-renderer node-paragraph animatable-on-load animatable-on-load-annotatable block block-paragraph last-block\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">By adopting the CIDO Framework, you move from being a "user" of AI to an <span hex=\"#0e6051\" STYLE=\"--text-color: #0e6051\" class=\"textColor\"><b>orchestrator<\/b><\/span> of data solutions.<\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><div data-pos=\"11299\" class=\"react-renderer node-card block block-card last-block\" STYLE=\"white-space: inherit;undefined\"><div as=\"div\" style=\"white-space:normal;min-height:0\" data-node-view-wrapper=\"\"><div data-animate-value=\"doc\" data-card-id=\"vsyl1u0igozdza6\" data-card-scroll-element=\"true\" class=\"card-wrapper card-expanded css-74kd21\"><style data-emotion=\"css 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animatable-on-load-annotatable block block-heading first-block first-block-in-card\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;display:flex;flex-direction:column;align-items:var(--flex-align)\" data-node-view-wrapper=\"\"><div dir=\"auto\" level=\"2\" data-placeholder=\"Untitled card\" class=\"heading themed-heading\" style=\"white-space:pre-wrap;min-width:min(100%, 10em);align-self:var(--descendant-align-self, self-start)\" data-node-view-content=\"\"><div data-node-view-content-inner=\"heading\" style=\"white-space:inherit\"><mark hex=\"#F9D933\" STYLE=\"--highlight-color: #F9D933; color: var(--highlight-color-light); --link-color: var(--highlight-color-light); --link-color-hover:var(--highlight-link-color-hover-light)\" class=\"highlight\"> Take Your Career to the Next Level <\/mark><\/div><\/div><\/div><\/div><div data-pos=\"11339\" class=\"react-renderer node-paragraph animatable-on-load animatable-on-load-annotatable block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" data-font-size=\"lg\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><mark hex=\"#FFFFFF\" STYLE=\"--highlight-color: #FFFFFF; color: var(--highlight-color-light); --link-color: var(--highlight-color-light); --link-color-hover:var(--highlight-link-color-hover-light)\" class=\"highlight\">Ready to master the art of AI-driven analysis? This framework is just the beginning.<\/mark><\/div><\/div><\/div><\/div><div data-pos=\"11425\" class=\"react-renderer node-paragraph animatable-on-load animatable-on-load-annotatable block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" data-font-size=\"lg\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><mark hex=\"#FFFFFF\" STYLE=\"--highlight-color: #FFFFFF; color: var(--highlight-color-light); --link-color: var(--highlight-color-light); --link-color-hover:var(--highlight-link-color-hover-light)\" class=\"highlight\">If you want to transition from basic prompting to becoming a sophisticated, AI-enabled Data Specialist, join our training: <\/mark><mark hex=\"#FFFFFF\" STYLE=\"--highlight-color: #FFFFFF; color: var(--highlight-color-light); --link-color: var(--highlight-color-light); --link-color-hover:var(--highlight-link-color-hover-light)\" class=\"highlight\"><b>Applied AI for Strategic Data-Driven Decisioning: Prompt Engineering for Data Analysts<\/b><\/mark><mark hex=\"#FFFFFF\" STYLE=\"--highlight-color: #FFFFFF; color: var(--highlight-color-light); --link-color: var(--highlight-color-light); --link-color-hover:var(--highlight-link-color-hover-light)\" class=\"highlight\">.<\/mark><\/div><\/div><\/div><\/div><div data-pos=\"11637\" class=\"react-renderer node-paragraph animatable-on-load animatable-on-load-annotatable block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" data-font-size=\"lg\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><mark hex=\"#FFFFFF\" STYLE=\"--highlight-color: #FFFFFF; color: var(--highlight-color-light); --link-color: var(--highlight-color-light); --link-color-hover:var(--highlight-link-color-hover-light)\" class=\"highlight\">In this course, we dive deep into advanced CIDO applications, automated workflow design, and strategic decision-making powered by LLMs.<\/mark><\/div><\/div><\/div><\/div><div data-pos=\"11774\" class=\"react-renderer node-gridLayout block block-gridLayout\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal\" data-node-view-wrapper=\"\"><style data-emotion=\"css yget9e\">.css-yget9e{display:grid;grid-gap:var(--grid-border);position:relative;grid-template-columns:70% 30%;}<\/style><div class=\"grid-col-controls css-yget9e\" data-selection-ring=\"true\"><div class=\"layout-content\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"gridLayout\" style=\"white-space:inherit\"><div data-pos=\"11775\" class=\"react-renderer node-gridCell animatable-on-load\" STYLE=\"white-space: inherit;undefined\"><div 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class=\"textColor\"><span data-pos=\"11777\" class=\"react-renderer node-link\" STYLE=\"white-space: inherit;undefined\"><span as=\"span\" data-node-view-wrapper=\"\" style=\"white-space:normal\"><a class=\"chakra-text link css-0\" rel=\"noopener nofollow\" href=\"https:\/\/go.hotmart.com\/D103982345M\">Enroll for the <\/a><\/span><\/span><\/span><mark hex=\"#AFCBF8\" STYLE=\"--highlight-color: #AFCBF8; color: var(--highlight-color-light); --link-color: var(--highlight-color-light); --link-color-hover:var(--highlight-link-color-hover-light)\" class=\"highlight\"><span data-pos=\"11792\" class=\"react-renderer node-link\" STYLE=\"white-space: inherit;undefined\"><span as=\"span\" data-node-view-wrapper=\"\" style=\"white-space:normal\"><a class=\"chakra-text link css-0\" rel=\"noopener nofollow\" href=\"https:\/\/go.hotmart.com\/D103982345M\"> AI For Data Analysts <\/a><\/span><\/span><\/mark><span hex=\"#000000\" STYLE=\"--text-color: #000000\" class=\"textColor\"><span 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Create a Python script using Pandas to identify and handle outliers in a dataset.\"}]},{\"type\":\"bullet\",\"attrs\":{\"indent\":0},\"content\":[{\"type\":\"text\",\"text\":\"Data:\",\"marks\":[{\"type\":\"bold\",\"attrs\":{}}]},{\"type\":\"text\",\"text\":\" A dataset (sales_data.csv) containing unit_price, quantity, and transaction_timestamp.\"}]},{\"type\":\"bullet\",\"attrs\":{\"indent\":0},\"content\":[{\"type\":\"text\",\"text\":\"Output\/Outcome:\",\"marks\":[{\"type\":\"bold\",\"attrs\":{}}]},{\"type\":\"text\",\"text\":\" A clean, commented script that uses the Interquartile Range (IQR) method and exports a report of how many rows were modified.\"}]},{\"type\":\"heading\",\"attrs\":{\"level\":4},\"content\":[{\"type\":\"text\",\"text\":\"Result:\"}]},{\"type\":\"toggle\",\"attrs\":{\"id\":\"DxR8r\"},\"content\":[{\"type\":\"toggleSummary\",\"content\":[{\"type\":\"text\",\"text\":\"import pandas as pd\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"# -----------------------------\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"# Configuration\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"# -----------------------------\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"INPUT_FILE = \\\"sales_data.csv\\\"\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"OUTPUT_FILE = \\\"sales_data_clean.csv\\\"\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"REPORT_FILE = \\\"outlier_report.csv\\\"\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"NUMERIC_COLUMNS = [\\\"unit_price\\\", \\\"quantity\\\"]\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"# -----------------------------\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"# Load data\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"# -----------------------------\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"df = pd.read_csv(INPUT_FILE)\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"# Ensure timestamp is properly typed (good data hygiene)\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"df[\\\"transaction_timestamp\\\"] = pd.to_datetime(\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\" df[\\\"transaction_timestamp\\\"], errors=\\\"coerce\\\"\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\")\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"# Keep a copy to compare changes later\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"df_original = df.copy()\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"# -----------------------------\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"# IQR-based outlier handling\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"# -----------------------------\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"outlier_report = []\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"for col in NUMERIC_COLUMNS:\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\" # Calculate IQR bounds\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\" q1 = df[col].quantile(0.25)\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\" q3 = df[col].quantile(0.75)\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\" iqr = q3 - q1\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\" lower_bound = q1 - 1.5 * iqr\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\" upper_bound = q3 + 1.5 * iqr\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\" # Identify outliers\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\" outlier_mask = (df[col] \\u003c lower_bound) | (df[col] \\u003e upper_bound)\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\" outlier_count = outlier_mask.sum()\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\" # Cap values to the IQR bounds (winsorization)\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\" df.loc[df[col] \\u003c lower_bound, col] = lower_bound\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\" df.loc[df[col] \\u003e upper_bound, col] = upper_bound\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\" outlier_report.append({\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\" \\\"column\\\": col,\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\" \\\"lower_bound\\\": lower_bound,\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\" \\\"upper_bound\\\": upper_bound,\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\" \\\"rows_modified\\\": int(outlier_count)\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\" })\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"# -----------------------------\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"# Build summary report\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"# -----------------------------\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"report_df = pd.DataFrame(outlier_report)\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"report_df[\\\"total_rows\\\"] = len(df)\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"# Optional: total rows affected across all columns\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"total_rows_modified = (\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\" df[NUMERIC_COLUMNS] != df_original[NUMERIC_COLUMNS]\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\").any(axis=1).sum()\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"summary_row = {\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\" \\\"column\\\": \\\"ALL\\\",\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\" \\\"lower_bound\\\": None,\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\" \\\"upper_bound\\\": None,\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\" \\\"rows_modified\\\": int(total_rows_modified),\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\" \\\"total_rows\\\": len(df)\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"}\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"report_df = pd.concat(\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\" [report_df, pd.DataFrame([summary_row])],\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\" ignore_index=True\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\")\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"# -----------------------------\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"# Export outputs\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"# -----------------------------\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"df.to_csv(OUTPUT_FILE, index=False)\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"report_df.to_csv(REPORT_FILE, index=False)\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"print(\\\"Outlier handling completed.\\\")\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"print(f\\\"Clean data saved to: {OUTPUT_FILE}\\\")\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"print(f\\\"Outlier report saved to: {REPORT_FILE}\\\")\"}]},{\"type\":\"paragraph\"},{\"type\":\"paragraph\"}]}]},{\"type\":\"smartLayoutCell\",\"attrs\":{\"id\":\"MB5ZP\",\"options\":{}},\"content\":[{\"type\":\"heading\",\"attrs\":{\"level\":4},\"content\":[{\"type\":\"text\",\"text\":\"Scenario 2: Explaining Insights to Stakeholders\"}]},{\"type\":\"image\",\"attrs\":{\"id\":\"SfAI_\",\"src\":\"https:\/\/cdn.gamma.app\/m8bjwpvfx854ine\/a88a5e5a403f441eb455a7d5b6c191e0\/original\/pexels-photo-7876511.jpeg\",\"uploadStatus\":0,\"meta\":{\"height\":1253,\"width\":1880,\"description\":\"Colleagues engaged in a finance presentation analyzing growth charts and data 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Marketing team.\"}]},{\"type\":\"bullet\",\"attrs\":{\"indent\":0},\"content\":[{\"type\":\"text\",\"text\":\"Instruction:\",\"marks\":[{\"type\":\"bold\",\"attrs\":{}}]},{\"type\":\"text\",\"text\":\" Translate technical statistical significance into \\\"plain English\\\" business value.\"}]},{\"type\":\"bullet\",\"attrs\":{\"indent\":0},\"content\":[{\"type\":\"text\",\"text\":\"Data:\",\"marks\":[{\"type\":\"bold\",\"attrs\":{}}]},{\"type\":\"text\",\"text\":\" An A\/B test result showing a p-value of 0.03 and a 5% lift in Click-Through Rate (CTR).\"}]},{\"type\":\"bullet\",\"attrs\":{\"indent\":0},\"content\":[{\"type\":\"text\",\"text\":\"Output\/Outcome:\",\"marks\":[{\"type\":\"bold\",\"attrs\":{}}]},{\"type\":\"text\",\"text\":\" A 3-bullet summary that explains whether the test was successful and if the team should \\\"roll out\\\" the 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In other words, it\u2019s a real improvement, not a fluke.\"}]},{\"type\":\"bullet\",\"attrs\":{\"indent\":0},\"content\":[{\"type\":\"text\",\"text\":\"What this means for the business:\",\"marks\":[{\"type\":\"bold\",\"attrs\":{}}]},{\"type\":\"text\",\"text\":\" A 5% lift in CTR translates directly into \"},{\"type\":\"text\",\"text\":\"more people engaging with our campaigns\",\"marks\":[{\"type\":\"bold\",\"attrs\":{}}]},{\"type\":\"text\",\"text\":\"\u2014which typically leads to more leads, more conversions, and better ROI from the same marketing spend.\"}]},{\"type\":\"bullet\",\"attrs\":{\"indent\":0},\"content\":[{\"type\":\"text\",\"text\":\"Recommendation:\",\"marks\":[{\"type\":\"bold\",\"attrs\":{}}]},{\"type\":\"text\",\"text\":\" \"},{\"type\":\"emoji\",\"attrs\":{\"id\":\"white_check_mark\",\"native\":\"\u2705\"}},{\"type\":\"text\",\"text\":\" \"},{\"type\":\"text\",\"text\":\"Roll it out.\",\"marks\":[{\"type\":\"bold\",\"attrs\":{}}]},{\"type\":\"text\",\"text\":\" The improvement is statistically reliable and delivers clear upside with low risk, making it a smart move to launch this version to all users.\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"If you want, I can also add a \"},{\"type\":\"text\",\"text\":\"one-liner for exec slides\",\"marks\":[{\"type\":\"bold\",\"attrs\":{}}]},{\"type\":\"text\",\"text\":\" or a \"},{\"type\":\"text\",\"text\":\"\u201cwhat could go wrong\u201d risk note\",\"marks\":[{\"type\":\"bold\",\"attrs\":{}}]},{\"type\":\"text\",\"text\":\" for stakeholders.\"}]},{\"type\":\"paragraph\"}]}]}]}]}]},{\"type\":\"card\",\"attrs\":{\"id\":\"qcx2oitni4vzi8p\",\"background\":{\"type\":\"none\"},\"container\":{},\"cardSize\":\"full\",\"layout\":\"blank\",\"cardMarginSettings\":{},\"hidden\":false},\"content\":[{\"type\":\"cardLayoutItem\",\"attrs\":{\"itemId\":\"body\"},\"content\":[{\"type\":\"heading\",\"attrs\":{\"level\":2},\"content\":[{\"type\":\"text\",\"text\":\"Why Use CIDO?\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"To radically reduce effort \"},{\"type\":\"text\",\"text\":\"and\",\"marks\":[{\"type\":\"italic\",\"attrs\":{}}]},{\"type\":\"text\",\"text\":\" increase strategic impact, \"},{\"type\":\"text\",\"text\":\"an AI Enabled Data Specialist can leverage CIDO Framework across the entire analytics lifecycle\",\"marks\":[{\"type\":\"bold\",\"attrs\":{}}]},{\"type\":\"text\",\"text\":\" in activities like:\"}]},{\"type\":\"gridLayout\",\"attrs\":{\"colWidths\":[53,47],\"fullWidthBlock\":false},\"content\":[{\"type\":\"gridCell\",\"content\":[{\"type\":\"paragraph\"},{\"type\":\"heading\",\"attrs\":{\"level\":3},\"content\":[{\"type\":\"text\",\"text\":\"Data Ingestion \\u0026 Integration\"}]},{\"type\":\"blockquote\",\"content\":[{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"Get data connected fast, correctly, and at scale\"}]}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"AI-assisted key activities\",\"marks\":[{\"type\":\"bold\",\"attrs\":{}}]}]},{\"type\":\"numbered\",\"attrs\":{\"indent\":0},\"content\":[{\"type\":\"text\",\"text\":\"Auto-discovery of data sources (databases, APIs, SaaS, files, streams)\"}]},{\"type\":\"numbered\",\"attrs\":{\"indent\":0},\"content\":[{\"type\":\"text\",\"text\":\"Schema inference \\u0026 automatic data type detection\"}]},{\"type\":\"numbered\",\"attrs\":{\"indent\":0},\"content\":[{\"type\":\"text\",\"text\":\"Intelligent connector generation (SQL, REST, GraphQL)\"}]},{\"type\":\"numbered\",\"attrs\":{\"indent\":0},\"content\":[{\"type\":\"text\",\"text\":\"AI-generated ingestion pipelines (batch \\u0026 streaming)\"}]},{\"type\":\"numbered\",\"attrs\":{\"indent\":0},\"content\":[{\"type\":\"text\",\"text\":\"Automatic join\/key suggestions across heterogeneous 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[data-theme]:not([data-theme]),[data-theme=light] :host:not([data-theme]),[data-theme=light] :root:not([data-theme]),[data-theme=light] [data-theme]:not([data-theme]),:host[data-theme=light],:root[data-theme=light],[data-theme][data-theme=light]{--chakra-colors-chakra-body-text:var(--chakra-colors-gray-800);--chakra-colors-chakra-body-bg:var(--chakra-colors-white);--chakra-colors-chakra-border-color:var(--chakra-colors-gray-200);--chakra-colors-chakra-inverse-text:var(--chakra-colors-white);--chakra-colors-chakra-subtle-bg:var(--chakra-colors-gray-100);--chakra-colors-chakra-subtle-text:var(--chakra-colors-gray-600);--chakra-colors-chakra-placeholder-color:var(--chakra-colors-gray-500);}.chakra-ui-dark :host:not([data-theme]),.chakra-ui-dark :root:not([data-theme]),.chakra-ui-dark [data-theme]:not([data-theme]),[data-theme=dark] :host:not([data-theme]),[data-theme=dark] :root:not([data-theme]),[data-theme=dark] [data-theme]:not([data-theme]),:host[data-theme=dark],:root[data-theme=dark],[data-theme][data-theme=dark]{--chakra-colors-chakra-body-text:var(--chakra-colors-whiteAlpha-900);--chakra-colors-chakra-body-bg:var(--chakra-colors-gray-800);--chakra-colors-chakra-border-color:var(--chakra-colors-whiteAlpha-300);--chakra-colors-chakra-inverse-text:var(--chakra-colors-gray-800);--chakra-colors-chakra-subtle-bg:var(--chakra-colors-gray-700);--chakra-colors-chakra-subtle-text:var(--chakra-colors-gray-400);--chakra-colors-chakra-placeholder-color:var(--chakra-colors-whiteAlpha-400);}<\/style><style data-emotion=\"css-global fubdgu\">html{line-height:1.5;-webkit-text-size-adjust:100%;font-family:system-ui,sans-serif;-webkit-font-smoothing:antialiased;text-rendering:optimizeLegibility;-moz-osx-font-smoothing:grayscale;touch-action:manipulation;}body{position:relative;min-height:100%;margin:0;font-feature-settings:\"kern\";}:where(*, *::before, 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select){text-transform:none;}:where(\n button::-moz-focus-inner,\n [type=\"button\"]::-moz-focus-inner,\n [type=\"reset\"]::-moz-focus-inner,\n [type=\"submit\"]::-moz-focus-inner\n ){border-style:none;padding:0;}fieldset{padding:0.35em 0.75em 0.625em;}legend{box-sizing:border-box;color:inherit;display:table;max-width:100%;padding:0;white-space:normal;}progress{vertical-align:baseline;}textarea{overflow:auto;}:where([type=\"checkbox\"], [type=\"radio\"]){box-sizing:border-box;padding:0;}input[type=\"number\"]::-webkit-inner-spin-button,input[type=\"number\"]::-webkit-outer-spin-button{-webkit-appearance:none!important;}input[type=\"number\"]{-moz-appearance:textfield;}input[type=\"search\"]{-webkit-appearance:textfield;outline-offset:-2px;}input[type=\"search\"]::-webkit-search-decoration{-webkit-appearance:none!important;}::-webkit-file-upload-button{-webkit-appearance:button;font:inherit;}details{display:block;}summary{display:-webkit-box;display:-webkit-list-item;display:-ms-list-itembox;display:list-item;}template{display:none;}[hidden]{display:none!important;}:where(\n blockquote,\n dl,\n dd,\n h1,\n h2,\n h3,\n h4,\n h5,\n h6,\n hr,\n figure,\n p,\n pre\n ){margin:0;}button{background:transparent;padding:0;}fieldset{margin:0;padding:0;}:where(ol, ul){margin:0;padding:0;}textarea{resize:vertical;}:where(button, [role=\"button\"]){cursor:pointer;}button::-moz-focus-inner{border:0!important;}table{border-collapse:collapse;}:where(h1, h2, h3, h4, h5, h6){font-size:inherit;font-weight:inherit;}:where(button, input, optgroup, select, textarea){padding:0;line-height:inherit;color:inherit;}:where(img, svg, video, canvas, audio, iframe, embed, object){display:block;}:where(img, video){max-width:100%;height:auto;}[data-js-focus-visible] :focus:not([data-focus-visible-added]):not(\n [data-focus-visible-disabled]\n ){outline:none;box-shadow:none;}select::-ms-expand{display:none;}:root,:host{--chakra-vh:100vh;}@supports (height: -webkit-fill-available){:root,:host{--chakra-vh:-webkit-fill-available;}}@supports (height: -moz-fill-available){:root,:host{--chakra-vh:-moz-fill-available;}}@supports (height: 100dvh){:root,:host{--chakra-vh:100dvh;}}<\/style><style data-emotion=\"css-global 14xbed4\">body{font-family:var(--chakra-fonts-body);color:var(--chakra-colors-chakra-body-text);background:var(--chakra-colors-chakra-body-bg);transition-property:background-color;transition-duration:var(--chakra-transition-duration-normal);line-height:var(--chakra-lineHeights-base);}*::-webkit-input-placeholder{color:var(--chakra-colors-chakra-placeholder-color);}*::-moz-placeholder{color:var(--chakra-colors-chakra-placeholder-color);}*:-ms-input-placeholder{color:var(--chakra-colors-chakra-placeholder-color);}*::placeholder{color:var(--chakra-colors-chakra-placeholder-color);}*,*::before,::after{border-color:var(--chakra-colors-chakra-border-color);}html,body{font-family:var(--chakra-fonts-body);font-weight:500;}#__next{height:100%;}:not(.chakra-dont-set-collapse)>.chakra-collapse{overflow:initial!important;}.ProseMirror{outline:0 none;}<\/style><style data-emotion=\"css 6rnmr9\">.css-6rnmr9{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;-webkit-align-self:stretch;-ms-flex-item-align:stretch;align-self:stretch;position:relative;height:100%;}<\/style><div class=\"css-6rnmr9\"><style data-emotion=\"css-global fdpw7j animation-1sld7a4 animation-16z1uo4 animation-1sld7a4 animation-16z1uo4 animation-1sld7a4 animation-16z1uo4 animation-1sld7a4 animation-16z1uo4 animation-yjfgth animation-1sld7a4 animation-16z1uo4\">.card-content{height:100%;outline-width:0px;line-height:calc(var(--line-height-body) * (var(--card-font-scale, 1) * var(--zoom-level, 1) + 1) \/ 2);letter-spacing:var(--letter-spacing-body);--block-margin:calc(1.125em * var(--card-font-scale, 1) * var(--zoom-level, 1));--grid-border:1px;--grid-padding:1.22em;}.card-content.is-focused .is-empty [data-placeholder]::after{content:attr(data-placeholder);position:absolute;top:0px;opacity:0.25;pointer-events:none;left:0px;width:100%;color:var(--heading-color);line-clamp:1px;text-overflow:ellipsis;overflow:hidden;box-orient:vertical;word-break:break-all;height:100%;white-space:nowrap;}.card-content.is-focused .is-empty [data-multiline-placeholder]{position:relative;}.card-content.is-focused .is-empty [data-multiline-placeholder]::after{content:attr(data-multiline-placeholder);position:relative;top:0px;opacity:0.25;pointer-events:none;left:0px;width:100%;color:inherit;line-clamp:0;text-overflow:ellipsis;overflow:hidden;box-orient:vertical;word-break:normal;height:100%;white-space:normal;}.card-content.is-focused .is-empty [data-multiline-placeholder] >[data-node-view-content-inner]{position:absolute;width:100%;min-height:1em;}.card-content .block-card.expandable-node-selected .expandable-selected{-webkit-animation:animation-16z1uo4 3000ms ease-in-out forwards;animation:animation-16z1uo4 3000ms ease-in-out forwards;}.card-content .block-card.expandable-node-reset .expandable-selected{-webkit-animation:animation-1sld7a4;animation:animation-1sld7a4;}.card-content .block{margin-top:var(--block-margin);margin-bottom:var(--block-margin);font-family:var(--body-font);font-weight:var(--body-font-weight);color:var(--body-color);}.card-content.is-nested{display:grid;-webkit-animation:animation-yjfgth 225ms ease-out forwards;animation:animation-yjfgth 225ms ease-out forwards;}.card-content.is-full-width .block.is-full-width{width:var(--full-width);position:relative;left:50%;-webkit-transform:translateX(-50%);-moz-transform:translateX(-50%);-ms-transform:translateX(-50%);transform:translateX(-50%);}.card-content [data-node-view-content-inner=\"cardLayoutItem\"] >.first-block,.card-content [data-node-view-content-inner=\"card\"] >.first-block{margin-top:0em;}.card-content [data-node-view-content-inner=\"cardLayoutItem\"] 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mark.highlight{color:var(--chakra-colors-black);--link-color:black;background-color:var(--highlight-color);border-radius:0.125em;-webkit-padding-start:.05em;padding-inline-start:.05em;-webkit-padding-end:.05em;padding-inline-end:.05em;-webkit-margin-start:-.05em;margin-inline-start:-.05em;-webkit-margin-end:-.05em;margin-inline-end:-.05em;-webkit-box-decoration-break:clone;box-decoration-break:clone;}.card-content span.textColor{color:var(--text-color, var(--body-color));}.card-content .block-numbered li::before{color:var(--list-marker-text-color, var(--body-color));}.card-content .block-bullet li::marker{color:var(--list-marker-text-color, var(--body-color));}.card-content .block-bullet,.card-content .block-numbered,.card-content .block-todo{margin:0px;margin-bottom:calc(0.35em * var(--card-font-scale, 1) * var(--zoom-level, 1));text-align:start;}.card-content .block-bullet.first-block,.card-content .block-numbered.first-block,.card-content 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1.6em);position:relative;}.card-content ol.block-numbered[indent=\"6\"] li[data-node-view-content]::before{position:absolute;inset-inline-start:-1.6em;content:attr(data-list-counter) \".\";}.card-content ol.block-numbered[indent=\"7\"] li[data-node-view-content]{-webkit-margin-start:calc(8 * 1.6em);margin-inline-start:calc(8 * 1.6em);position:relative;}.card-content ol.block-numbered[indent=\"7\"] li[data-node-view-content]::before{position:absolute;inset-inline-start:-1.6em;content:attr(data-list-counter) \".\";}.card-content ol.block-numbered[indent=\"8\"] li[data-node-view-content]{-webkit-margin-start:calc(9 * 1.6em);margin-inline-start:calc(9 * 1.6em);position:relative;}.card-content ol.block-numbered[indent=\"8\"] li[data-node-view-content]::before{position:absolute;inset-inline-start:-1.6em;content:attr(data-list-counter) \".\";}.card-content ul.block-bullet[indent=\"0\"] li[data-node-view-content]{list-style:disc;-webkit-padding-start:0.4em;padding-inline-start:0.4em;-webkit-margin-start:calc(1 * 1.6em - 0.4em);margin-inline-start:calc(1 * 1.6em - 0.4em);}.card-content ul.block-bullet[indent=\"0\"] li[data-node-view-content]::after{-webkit-padding-start:0.4em;padding-inline-start:0.4em;}.card-content ul.block-todo[indent=\"0\"] li.todo{-webkit-margin-start:calc(1 * 1.6em);margin-inline-start:calc(1 * 1.6em);list-style:none;}.card-content ul.block-todo[indent=\"0\"] .chakra-checkbox__control{inset-inline-start:-1.6em;}.card-content ul.block-bullet[indent=\"1\"] li[data-node-view-content]{list-style:circle;-webkit-padding-start:0.4em;padding-inline-start:0.4em;-webkit-margin-start:calc(2 * 1.6em - 0.4em);margin-inline-start:calc(2 * 1.6em - 0.4em);}.card-content ul.block-bullet[indent=\"1\"] li[data-node-view-content]::after{-webkit-padding-start:0.4em;padding-inline-start:0.4em;}.card-content ul.block-todo[indent=\"1\"] 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0px);--card-outer-padding-x:0px;--card-outer-padding-y:0px;--comment-padding:3.5em;--nested-card-margin:calc(-1 * var(--comment-padding));--top-accent-height-sm:6.25em;--top-accent-height-md:12.5em;--top-accent-height-lg:18.75em;--top-accent-height:var(--top-accent-height-md);--behind-accent-height:24em;--font-size:calc(1.1 * var(--card-font-scale, 1) * var(--editor-font-size, 1rem) * 1 * var(--viewport-scale-factor, 1.125));--card-font-scale:1;--card-width:calc(50.18181818181818em \/ var(--card-font-scale, 1));--card-min-height:0px;--max-content-width:calc(43.18181818181818em \/ var(--card-font-scale, 1));--card-max-width:var(--editor-width);--media-scale:min(1, var(--card-font-scale, 1));--zoom-level:1;--card-vertical-align:center;}<\/style><div data-animate-value=\"doc\" data-card-id=\"tbxu9hc6o1rk84e\" data-card-scroll-element=\"true\" class=\"card-wrapper card-expanded css-74kd21\"><style data-emotion=\"css 105znyt\">.css-105znyt{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;font-size:var(--font-size);position:relative;width:100%;min-width:0%;min-height:var(--card-min-height);max-width:var(--card-max-width);border-radius:var(--card-border-radius);-webkit-padding-start:var(--doc-padding-left);padding-inline-start:var(--doc-padding-left);-webkit-padding-end:var(--doc-padding-right);padding-inline-end:var(--doc-padding-right);--grid-outline-color:var(--chakra-colors-gray-600);--card-background-color:#000000;--card-background-image:none;--card-border-color:#ffd925;--card-backdrop-filter:none;--card-border:var(--card-border-width) solid var(--card-border-color);--card-border-width:0.25em;--card-border-radius:0;--card-shadow-distance:0.7em;--card-border-shadow:0 0 0 0.25em #ffd925;--card-box-shadow:var(--card-shadow-distance) var(--card-shadow-distance) 0 0 var(--card-border-color);--card-shadow:0 0 0 0.25em #ffd925,var(--card-shadow-distance) var(--card-shadow-distance) 0 0 var(--card-border-color);--clickable-background-color:#33333399;--box-border-radius:1.25em;--shape-border-width:0.0625em;--line-thickness:max(round(0.125em, 1px), 1px);--button-border-radius:0.375em;--shape-bg-image:var(--accent-gradient-background);--shape-bg-color-alpha:#fcf4cfff;--shape-bg-color-alpha-dim:#fdf7ddff;--shape-bg-color-alpha-light:#fbf1c1ff;--shape-bg-color:#fcf4cfff;--shape-border-color:#e2dab5ff;--shape-text-color:#000;--line-color:#e2dab5ff;--shape-bg-image-svg:url(#theme-accent-background-gradient-linear);--shape-bg-image-svg-rtl:url(#theme-accent-background-gradient-linear-rtl);--shape-fill:var(--accent-gradient-fill, var(--accent-color));--shape-fill-opacity:1;--shape-fill-svg:url(#theme-accent-gradient-linear) var(--accent-color);--shape-fill-svg-rtl:url(#theme-accent-gradient-linear-rtl) var(--accent-color);--shape-fill-svg-dim:var(--accent-color-dim);--shape-fill-svg-light:var(--accent-color-light);--shape-fill-text-color:#000;--accent-color-dim:#c5a822ff;--accent-color-light:#927500ff;--shape-shadow:none;--clickable-shadow:0 0.25em 0.375em -0.0625em rgba(0, 0, 0, 0.1),0 0.125em 0.25em -0.0625em rgba(0, 0, 0, 0.06);--body-font:\"DM Sans\";--heading-font:\"Inter\";--heading-font-weight:700;--body-font-weight:400;--letter-spacing-body:0.03em;--letter-spacing-heading:-0.01em;--line-height-body:1.5;--line-height-heading:1.25;--accent-color:#ac8f09;--accent-color-readable:#ac8f09;--accent-color-background-muted:#493c04ff;--expandable-hover-background:#ac8f091a;--neutral-border-color:var(--chakra-colors-whiteAlpha-400);--neutral-background-color:#0d0d0dff;--button-color:#ac8f09;--button-color-inverted:#000;--link-color:#ac8f09;--link-color-hover:#7c6706ff;--link-box-shadow:0 0 0px 3px #ac8f09ff;--body-color:#FFFFFF;--body-color-muted:#ffffff80;--body-color-inverted:#000;--link-color-inverted:#000;--highlight-color-dark:var(--body-color);--highlight-color-light:var(--body-color-inverted);--highlight-link-color-hover-dark:#e6e6e6ff;--highlight-link-color-hover-light:#1a1a1aff;--heading-color:#FFFFFF;--card-color:#000000;--card-color-mask:#000000cc;--placeholder-button-bg-color:var(--chakra-colors-gray-700);--placeholder-button-bg-hover-color:var(--chakra-colors-gray-600);--placeholder-button-text-color:var(--chakra-colors-gray-300);--placeholder-button-text-hover-color:var(--chakra-colors-gray-200);}<\/style><div class=\"card-body css-105znyt\" data-card-body=\"tbxu9hc6o1rk84e\" data-selection-ring=\"true\" data-guider-highlight=\"card-body\" data-content-reference=\"true\" data-testid=\"card-body\" data-hide-comments=\"false\"><style data-emotion=\"css gk749a\">.css-gk749a{position:absolute;inset:0px;outline-offset:-2px;-webkit-backdrop-filter:var(--card-backdrop-filter);backdrop-filter:var(--card-backdrop-filter);background-color:var(--card-background-color);background-image:var(--card-background-image);border-radius:0px;}<\/style><div class=\"card-body-background css-gk749a\" contentEditable=\"false\" data-export-master=\"true\"><\/div><style data-emotion=\"css tiu1p0\">.css-tiu1p0{width:var(--card-width);max-width:100%;position:relative;cursor:auto;color:var(--body-color);}.css-tiu1p0 >.card-content{counter-reset:footnote;}.css-tiu1p0 >.card-content >[data-node-view-content-inner=\"card\"]{display:grid;-webkit-align-items:stretch;-webkit-box-align:stretch;-ms-flex-align:stretch;align-items:stretch;-webkit-box-pack:stretch;-ms-flex-pack:stretch;-webkit-justify-content:stretch;justify-content:stretch;min-height:100%;transition-duration:225ms;transition-property:grid-template-rows,grid-template-columns,min-height;grid-template-columns:1fr;grid-template-rows:1fr;grid-template-areas:\"body\";}.css-tiu1p0 >.card-content >[data-node-view-content-inner=\"card\"] >[data-layout-item-id=\"body\"]{grid-area:body;}.css-tiu1p0 >.card-content >[data-node-view-content-inner=\"card\"] >.node-cardLayoutItem >[data-node-view-wrapper] >.card-layout-cell-bg >[data-node-view-content]{padding:var(--card-inner-padding);}.css-tiu1p0 >.card-content >[data-node-view-content-inner=\"card\"] >.node-cardLayoutItem >[data-node-view-wrapper] >.card-layout-cell-bg >[data-node-view-content] >[data-node-view-content-inner]{max-width:var(--max-content-width);margin:auto;}.css-tiu1p0:hover >.card-height-guide,.css-tiu1p0[data-hover] >.card-height-guide{opacity:1;}<\/style><div class=\"card-layout css-tiu1p0\" spellCheck=\"false\"><style data-emotion=\"css 15maf5o\">.css-15maf5o{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-align-items:start;-webkit-box-align:start;-ms-flex-align:start;align-items:start;-webkit-flex-direction:row;-ms-flex-direction:row;flex-direction:row;gap:var(--chakra-space-1-5);position:absolute;left:var(--chakra-space-8);right:var(--chakra-space-2-5);z-index:11;top:var(--chakra-space-3);pointer-events:none;}<\/style><div class=\"chakra-stack css-15maf5o\" contentEditable=\"false\"><style data-emotion=\"css 17xejub\">.css-17xejub{-webkit-flex:1;-ms-flex:1;flex:1;justify-self:stretch;-webkit-align-self:stretch;-ms-flex-item-align:stretch;align-self:stretch;}<\/style><div class=\"css-17xejub\"><\/div><div class=\"css-17xejub\"><\/div><\/div><div dir=\"ltr\" class=\"card-content is-full-width is-borderless is-dark\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"card\" style=\"white-space:inherit\"><div data-pos=\"2\" class=\"react-renderer node-cardAccentLayoutItem animatable-on-load animatable-on-load-atom animatable-on-load-accent\" draggable=\"true\" data-layout-item-id=\"accent\" STYLE=\"white-space: inherit;undefined\"><\/div><div data-pos=\"3\" class=\"react-renderer node-cardLayoutItem\" data-layout-item-id=\"body\" STYLE=\"white-space: inherit;undefined\"><div dir=\"ltr\" as=\"div\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><style data-emotion=\"css 1gnhw0o\">.css-1gnhw0o{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;width:100%;height:100%;position:relative;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;-webkit-box-pack:var(--card-vertical-align);-ms-flex-pack:var(--card-vertical-align);-webkit-justify-content:var(--card-vertical-align);justify-content:var(--card-vertical-align);}<\/style><div data-content-reference=\"true\" class=\"card-layout-cell-bg css-1gnhw0o\" data-selection-ring=\"true\" data-selection-background=\"true\"><div as=\"div\" style=\"white-space:pre-wrap;width:100%\" data-node-view-content=\"\"><div data-node-view-content-inner=\"cardLayoutItem\" style=\"white-space:inherit\"><div data-pos=\"4\" class=\"react-renderer node-paragraph animatable-on-load animatable-on-load-annotatable block block-paragraph first-block first-block-in-card\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><b>In data analysis, the quality of your insights is only as good as the questions you ask. As we move into an AI-driven era, "prompting" has become a core technical skill. To deliver professional-grade results consistently, you must master the CIDO Framework.<\/b><\/div><\/div><\/div><\/div><div data-pos=\"263\" class=\"react-renderer node-blockquote animatable-on-load animatable-on-load-annotatable block block-blockquote last-block\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal\" data-node-view-wrapper=\"\"><style data-emotion=\"css 79elbk\">.css-79elbk{position:relative;}<\/style><div data-selection-ring=\"padded\" dir=\"ltr\" class=\"css-79elbk\"><blockquote as=\"blockquote\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"blockquote\" style=\"white-space:inherit\"><div data-pos=\"264\" class=\"react-renderer node-paragraph animatable-on-load block block-paragraph first-block last-block\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">CIDO transforms a vague request into a precise technical blueprint. Here is how it breaks down for data professionals.<\/div><\/div><\/div><\/div><\/div><\/blockquote><style data-emotion=\"css 1az8gwb\">.css-1az8gwb{position:absolute;top:0px;height:100%;width:var(--line-thickness);background-color:var(--accent-color);background-image:var(--accent-gradient);inset-inline-start:0;}<\/style><div class=\"css-1az8gwb\"><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><div data-pos=\"387\" class=\"react-renderer node-card block block-card\" STYLE=\"white-space: inherit;undefined\"><div as=\"div\" style=\"white-space:normal;min-height:0\" data-node-view-wrapper=\"\"><div data-animate-value=\"doc\" data-card-id=\"ujuc0sxday04359\" data-card-scroll-element=\"true\" class=\"card-wrapper card-expanded css-74kd21\"><style data-emotion=\"css svprfo\">.css-svprfo{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;font-size:var(--font-size);position:relative;width:100%;min-width:0%;min-height:var(--card-min-height);max-width:var(--card-max-width);border-radius:var(--card-border-radius);-webkit-padding-start:var(--doc-padding-left);padding-inline-start:var(--doc-padding-left);-webkit-padding-end:var(--doc-padding-right);padding-inline-end:var(--doc-padding-right);--grid-outline-color:var(--chakra-colors-gray-200);--card-background-color:#ffffff;--card-background-image:none;--card-border-color:#ffd925;--card-backdrop-filter:none;--card-border:var(--card-border-width) solid var(--card-border-color);--card-border-width:0.25em;--card-border-radius:0;--card-shadow-distance:0.7em;--card-border-shadow:0 0 0 0.25em #ffd925;--card-box-shadow:var(--card-shadow-distance) var(--card-shadow-distance) 0 0 var(--card-border-color);--card-shadow:0 0 0 0.25em #ffd925,var(--card-shadow-distance) var(--card-shadow-distance) 0 0 var(--card-border-color);--clickable-background-color:#f2f2f299;--box-border-radius:1.25em;--shape-border-width:0.0625em;--line-thickness:max(round(0.125em, 1px), 1px);--button-border-radius:0.375em;--shape-bg-image:var(--accent-gradient-background);--shape-bg-color-alpha:#fcf4cfff;--shape-bg-color-alpha-dim:#fbf1c1ff;--shape-bg-color-alpha-light:#fdf7ddff;--shape-bg-color:#fcf4cfff;--shape-border-color:#e2dab5ff;--shape-text-color:#272525;--line-color:#e2dab5ff;--shape-bg-image-svg:url(#theme-accent-background-gradient-linear);--shape-bg-image-svg-rtl:url(#theme-accent-background-gradient-linear-rtl);--shape-fill:var(--accent-gradient-fill, var(--accent-color));--shape-fill-opacity:1;--shape-fill-svg:url(#theme-accent-gradient-linear) var(--accent-color);--shape-fill-svg-rtl:url(#theme-accent-gradient-linear-rtl) var(--accent-color);--shape-fill-svg-dim:var(--accent-color-dim);--shape-fill-svg-light:var(--accent-color-light);--shape-fill-text-color:#000;--accent-color-dim:#927500ff;--accent-color-light:#c5a822ff;--shape-shadow:none;--clickable-shadow:0 0.25em 0.375em -0.0625em rgba(0, 0, 0, 0.1),0 0.125em 0.25em -0.0625em rgba(0, 0, 0, 0.06);--body-font:\"DM Sans\";--heading-font:\"Inter\";--heading-font-weight:700;--body-font-weight:400;--letter-spacing-body:0.03em;--letter-spacing-heading:-0.01em;--line-height-body:1.5;--line-height-heading:1.25;--accent-color:#ac8f09;--accent-color-readable:#ac8f09;--accent-color-background-muted:#fcf4cfff;--expandable-hover-background:#ac8f091a;--neutral-border-color:var(--chakra-colors-blackAlpha-200);--neutral-background-color:#f2f2f2ff;--button-color:#ac8f09;--button-color-inverted:#000;--link-color:#ac8f09;--link-color-hover:#7c6706ff;--link-box-shadow:0 0 0px 3px #ac8f09ff;--body-color:#272525;--body-color-muted:#27252580;--body-color-inverted:#fff;--link-color-inverted:#000;--highlight-color-dark:var(--body-color-inverted);--highlight-color-light:var(--body-color);--highlight-link-color-hover-dark:#e6e6e6ff;--highlight-link-color-hover-light:#413e3eff;--heading-color:#000000;--card-color:#ffffff;--card-color-mask:#ffffffd9;--placeholder-button-bg-color:var(--chakra-colors-gray-200);--placeholder-button-bg-hover-color:var(--chakra-colors-gray-300);--placeholder-button-text-color:var(--chakra-colors-gray-400);--placeholder-button-text-hover-color:var(--chakra-colors-gray-700);}<\/style><div class=\"card-body css-svprfo\" data-card-body=\"ujuc0sxday04359\" data-selection-ring=\"true\" data-guider-highlight=\"card-body\" data-content-reference=\"true\" data-testid=\"card-body\" data-hide-comments=\"false\"><div class=\"card-body-background css-gk749a\" contentEditable=\"false\" data-export-master=\"true\"><\/div><style data-emotion=\"css q3acjc\">.css-q3acjc{width:var(--card-width);max-width:100%;position:relative;cursor:auto;color:var(--body-color);}.css-q3acjc >.card-content{counter-reset:footnote;}.css-q3acjc >.card-content >[data-node-view-content-inner=\"card\"]{display:grid;-webkit-align-items:stretch;-webkit-box-align:stretch;-ms-flex-align:stretch;align-items:stretch;-webkit-box-pack:stretch;-ms-flex-pack:stretch;-webkit-justify-content:stretch;justify-content:stretch;min-height:100%;transition-duration:225ms;transition-property:grid-template-rows,grid-template-columns,min-height;grid-template-columns:1fr;grid-template-rows:minmax(var(--behind-accent-height, 24em), auto);}.css-q3acjc >.card-content >[data-node-view-content-inner=\"card\"] >[data-layout-item-id=\"accent\"]{grid-area:1\/1;}.css-q3acjc >.card-content >[data-node-view-content-inner=\"card\"] >[data-layout-item-id=\"body\"]{grid-area:1\/1;z-index:1;}.css-q3acjc >.card-content >[data-node-view-content-inner=\"card\"] >.node-cardLayoutItem >[data-node-view-wrapper] >.card-layout-cell-bg >[data-node-view-content]{padding:var(--card-inner-padding);}.css-q3acjc >.card-content >[data-node-view-content-inner=\"card\"] >.node-cardLayoutItem >[data-node-view-wrapper] >.card-layout-cell-bg >[data-node-view-content] >[data-node-view-content-inner]{max-width:var(--max-content-width);margin:auto;}.css-q3acjc:hover >.card-height-guide,.css-q3acjc[data-hover] >.card-height-guide{opacity:1;}<\/style><div class=\"card-layout css-q3acjc\" spellCheck=\"false\"><div class=\"chakra-stack css-15maf5o\" contentEditable=\"false\"><div class=\"css-17xejub\"><\/div><div class=\"css-17xejub\"><\/div><\/div><div dir=\"ltr\" class=\"card-content is-full-width is-borderless\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"card\" style=\"white-space:inherit\"><div data-pos=\"388\" class=\"react-renderer node-cardAccentLayoutItem animatable-on-load animatable-on-load-atom animatable-on-load-accent\" draggable=\"true\" data-layout-item-id=\"accent\" STYLE=\"white-space: inherit;undefined\"><div as=\"div\" style=\"white-space:normal;display:flex\" data-node-view-wrapper=\"\"><style data-emotion=\"css sl53lk\">.css-sl53lk{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;width:var(--editor-width);height:100%;position:absolute;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;-webkit-transform:translateX(-50%);-moz-transform:translateX(-50%);-ms-transform:translateX(-50%);transform:translateX(-50%);left:calc(50% - var(--doc-padding-left, 0px) \/ 2 + var(--doc-padding-right, 0px) \/ 2);-webkit-background-size:cover;background-size:cover;padding:0px;object-fit:contain;container-type:size;}<\/style><div data-content-reference=\"true\" data-change-focus-point-el=\"true\" class=\"card-layout-cell-bg css-sl53lk\" data-selection-ring=\"inside\" data-selection-background=\"true\" data-card-layout=\"behind\" data-testid=\"card-accent-layout-item\" data-fit-type=\"fill\" data-drag-handle=\"true\"><style data-emotion=\"css re7mgw\">.css-re7mgw{position:absolute;inset:0px;overflow:hidden;border-radius:var(--box-border-radius);background-image:url(\"https:\/\/imgproxy.gamma.app\/resize\/quality:80\/resizing_type:fit\/width:2400\/https:\/\/cdn.gamma.app\/m8bjwpvfx854ine\/generated-images\/WTjjxQUw1REr1rqJ0oSI3.png\");-webkit-background-position:center;background-position:center;-webkit-background-size:cover;background-size:cover;background-repeat:no-repeat;}<\/style><div data-layout-cut=\"behind\" class=\"css-re7mgw\"><\/div><style data-emotion=\"css 1a2prk\">.css-1a2prk{position:absolute;inset:0px;border-radius:inherit;transition-property:backdrop-filter,background;transition-duration:var(--chakra-transition-duration-normal);background-color:var(--card-color-mask);}<\/style><div style=\"--card-color-mask:#ffffffd9\" class=\"css-1a2prk\"><\/div><\/div><\/div><\/div><div data-pos=\"389\" class=\"react-renderer node-cardLayoutItem\" data-layout-item-id=\"body\" STYLE=\"white-space: inherit;undefined\"><div dir=\"ltr\" as=\"div\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><div data-content-reference=\"true\" class=\"card-layout-cell-bg css-1gnhw0o\" data-selection-ring=\"true\" data-selection-background=\"true\"><div as=\"div\" style=\"white-space:pre-wrap;width:100%\" data-node-view-content=\"\"><div data-node-view-content-inner=\"cardLayoutItem\" style=\"white-space:inherit\"><div data-pos=\"390\" class=\"react-renderer node-heading animatable-on-load animatable-on-load-annotatable block block-heading first-block first-block-in-card\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;display:flex;flex-direction:column;align-items:var(--flex-align)\" data-node-view-wrapper=\"\"><div dir=\"auto\" level=\"2\" data-placeholder=\"Untitled card\" class=\"heading themed-heading\" style=\"white-space:pre-wrap;min-width:min(100%, 10em);align-self:var(--descendant-align-self, self-start)\" data-node-view-content=\"\"><div data-node-view-content-inner=\"heading\" style=\"white-space:inherit\">The Four Pillars of CIDO<\/div><\/div><\/div><\/div><div data-pos=\"416\" class=\"react-renderer node-table animatable-on-load-as-block block block-table\" STYLE=\"white-space: inherit;undefined\"><\/div><div data-pos=\"1734\" class=\"react-renderer node-heading animatable-on-load animatable-on-load-annotatable block block-heading\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;display:flex;flex-direction:column;align-items:var(--flex-align)\" data-node-view-wrapper=\"\"><div dir=\"auto\" level=\"2\" data-placeholder=\"Heading 2\" class=\"heading themed-heading\" style=\"white-space:pre-wrap;min-width:min(100%, 10em);align-self:var(--descendant-align-self, self-start)\" data-node-view-content=\"\"><div data-node-view-content-inner=\"heading\" style=\"white-space:inherit\">CIDO in Practice: Data Analysis Examples<\/div><\/div><\/div><\/div><div data-pos=\"1776\" class=\"react-renderer node-paragraph animatable-on-load animatable-on-load-annotatable block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">Now let's examine two examples of prompts with the CIDO Framework applied.<\/div><\/div><\/div><\/div><div data-pos=\"1852\" class=\"react-renderer node-smartLayout animatable-on-load-content-parent block block-smartLayout last-block\" STYLE=\"white-space: inherit;undefined\"><div class=\"\" dir=\"ltr\" style=\"white-space:normal;position:relative;display:grid;grid-template-columns:100%\" data-node-view-wrapper=\"\"><style data-emotion=\"css 3ucpgn\">.css-3ucpgn{display:grid;grid-row-gap:calc(1em * var(--card-font-scale, 1) * var(--zoom-level, 1));grid-column-gap:calc(1em * var(--card-font-scale, 1) * var(--zoom-level, 1));grid-template-columns:repeat(12, minmax(0, 1fr));cursor:default;}<\/style><div data-selection-ring=\"true\" class=\"themed-shape-outside-text css-3ucpgn\"><div data-node-view-content-outer=\"smartLayout\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"smartLayout\" style=\"white-space:inherit\"><div data-pos=\"1853\" class=\"react-renderer node-smartLayoutCell animatable-on-load-content-child\" STYLE=\"white-space: inherit;--animate-index: 1;\"><div style=\"white-space:normal\" data-node-view-wrapper=\"\"><style data-emotion=\"css 1doss8g\">.css-1doss8g{display:contents;position:relative;}<\/style><div data-spotlight-parent=\"true\" class=\" css-1doss8g\" style=\"--descendant-align-self-left:flex-start;--descendant-align-self-center:center;--descendant-align-self-right:flex-end\"><style data-emotion=\"css 1xexl9k\">.css-1xexl9k{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;height:100%;position:relative;grid-column:span var(--grid-undefined-item-0-resize-flow, 6);}<\/style><div data-content-reference=\"true\" class=\"grid-item grid-item-horizontal css-1xexl9k\" data-selection-ring=\"true\"><style data-emotion=\"css tu2eiy\">.css-tu2eiy{cursor:default;position:relative;padding:1em;-webkit-flex:1;-ms-flex:1;flex:1;min-width:0px;-webkit-align-items:var(--flex-align);-webkit-box-align:var(--flex-align);-ms-flex-align:var(--flex-align);align-items:var(--flex-align);--descendant-align-self-left:flex-start;--descendant-align-self-center:center;--descendant-align-self-right:flex-end;}<\/style><div data-grid-item=\"true\" class=\"themed-shape-outside-text themed-html-shape-outline styled-grid-cell css-tu2eiy\"><div style=\"white-space:pre-wrap;max-width:100%;word-break:break-word\" data-node-view-content=\"\"><div data-node-view-content-inner=\"smartLayoutCell\" style=\"white-space:inherit\"><div data-pos=\"1854\" class=\"react-renderer node-heading block block-heading first-block\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;display:flex;flex-direction:column;align-items:var(--flex-align)\" data-node-view-wrapper=\"\"><div dir=\"auto\" level=\"4\" data-placeholder=\"Heading 4\" class=\"heading themed-heading\" style=\"white-space:pre-wrap;min-width:min(100%, 10em);align-self:var(--descendant-align-self, self-start)\" data-node-view-content=\"\"><div data-node-view-content-inner=\"heading\" style=\"white-space:inherit\">Scenario 1: Automating Python Cleaning Script<\/div><\/div><\/div><\/div><div data-pos=\"1901\" class=\"react-renderer node-image block block-image\" draggable=\"true\" STYLE=\"white-space: inherit;undefined\"><div as=\"div\" class=\"non-clickable\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><style data-emotion=\"css fz71is\">.css-fz71is{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;height:100%;width:100%;-webkit-align-items:var(--flex-align);-webkit-box-align:var(--flex-align);-ms-flex-align:var(--flex-align);align-items:var(--flex-align);}<\/style><div dir=\"ltr\" data-media-node-wrapper=\"true\" data-testid=\"image-node-wrapper\" class=\"gamma-moveable-wrapper css-fz71is\"><style data-emotion=\"css 8zmun2\">.css-8zmun2{width:calc(1880 * var(--font-size) \/ 16);max-width:calc(100% * var(--media-scale));position:relative;overflow:hidden;border-radius:var(--box-border-radius);-webkit-mask:none!important;mask:none!important;}<\/style><div data-drag-handle=\"true\" data-image-node-element=\"true\" data-selection-ring=\"inside\" data-selection-background=\"true\" data-node-image-testid=\"oxvIe\" class=\"css-8zmun2\"><style data-emotion=\"css 11lrhya\">.css-11lrhya{max-height:var(--media-maxH);max-width:var(--media-maxW);overflow:hidden;width:100%;display:block;}@media print{.css-11lrhya{height:unset;}}<\/style><div class=\"image cropped-image css-11lrhya\" data-content-reference=\"1,1\" data-drag-preview=\"true\" data-scale-preview=\"true\"><style data-emotion=\"css zec7a\">.css-zec7a{object-fit:contain;max-height:calc(var(--media-maxH) * 1);transform-origin:left top;-webkit-transform:scale(1) translate(-0%, -0%);-moz-transform:scale(1) translate(-0%, -0%);-ms-transform:scale(1) translate(-0%, -0%);transform:scale(1) translate(-0%, -0%);width:100%;}<\/style><img decoding=\"async\" alt=\"\" src=\"https:\/\/imgproxy.gamma.app\/resize\/quality:80\/resizing_type:fit\/width:2000\/https:\/\/cdn.gamma.app\/m8bjwpvfx854ine\/7dd05231c44644639a5e61b1b45b4461\/original\/pexels-photo-612964.jpeg\" class=\"chakra-image css-zec7a\"\/><\/div><span><\/span><\/div><\/div><\/div><\/div><div data-pos=\"1902\" class=\"react-renderer node-heading block block-heading\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;display:flex;flex-direction:column;align-items:var(--flex-align)\" data-node-view-wrapper=\"\"><div dir=\"auto\" level=\"4\" data-placeholder=\"Heading 4\" class=\"heading themed-heading\" style=\"white-space:pre-wrap;min-width:min(100%, 10em);align-self:var(--descendant-align-self, self-start)\" data-node-view-content=\"\"><div data-node-view-content-inner=\"heading\" style=\"white-space:inherit\">Prompt:<\/div><\/div><\/div><\/div><ul data-pos=\"1911\" class=\"react-renderer node-bullet block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\"><b>Context:<\/b> You are a Data Engineer focusing on data quality.<\/div><\/li><\/div><\/ul><ul data-pos=\"1971\" class=\"react-renderer node-bullet block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\"><b>Instruction:<\/b> Create a Python script using Pandas to identify and handle outliers in a dataset.<\/div><\/li><\/div><\/ul><ul data-pos=\"2067\" class=\"react-renderer node-bullet block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\"><b>Data:<\/b> A dataset (sales_data.csv) containing unit_price, quantity, and transaction_timestamp.<\/div><\/li><\/div><\/ul><ul data-pos=\"2161\" class=\"react-renderer node-bullet block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\"><b>Output\/Outcome:<\/b> A clean, commented script that uses the Interquartile Range (IQR) method and exports a report of how many rows were modified.<\/div><\/li><\/div><\/ul><div data-pos=\"2304\" class=\"react-renderer node-heading block block-heading\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;display:flex;flex-direction:column;align-items:var(--flex-align)\" data-node-view-wrapper=\"\"><div dir=\"auto\" level=\"4\" data-placeholder=\"Heading 4\" class=\"heading themed-heading\" style=\"white-space:pre-wrap;min-width:min(100%, 10em);align-self:var(--descendant-align-self, self-start)\" data-node-view-content=\"\"><div data-node-view-content-inner=\"heading\" style=\"white-space:inherit\">Result:<\/div><\/div><\/div><\/div><div data-pos=\"2313\" class=\"react-renderer node-toggle block block-toggle last-block\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal\" data-node-view-wrapper=\"\"><style data-emotion=\"css 1jsp4j2\">.css-1jsp4j2{-webkit-padding-start:1.5em;padding-inline-start:1.5em;position:relative;border-radius:var(--box-border-radius);}<\/style><div dir=\"ltr\" data-open=\"false\" class=\"toggle css-1jsp4j2\" data-selection-ring=\"padded\"><div data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"toggle\" style=\"white-space:inherit\"><div data-pos=\"2314\" class=\"react-renderer node-toggleSummary\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal\" data-node-view-wrapper=\"\"><style data-emotion=\"css 18qvlmk\">.css-18qvlmk{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;position:relative;cursor:pointer;}<\/style><div class=\"chakra-text css-18qvlmk\" dir=\"ltr\" style=\"display:flex;flex-direction:column;align-items:var(--flex-align)\"><style data-emotion=\"css o7zlpc\">.css-o7zlpc{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;-webkit-appearance:none;-moz-appearance:none;-ms-appearance:none;appearance:none;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;white-space:nowrap;vertical-align:middle;outline:2px solid transparent;outline-offset:2px;border-radius:var(--chakra-radii-3xl);font-weight:600;transition-property:var(--chakra-transition-property-common);transition-duration:var(--chakra-transition-duration-normal);font-family:var(--chakra-fonts-body);height:100%;background:var(--chakra-colors-transparent);left:calc(0.125em - 1.5em);position:absolute;color:var(--body-color);font-size:1em;line-height:inherit;-webkit-padding-start:var(--chakra-space-2);padding-inline-start:var(--chakra-space-2);-webkit-padding-end:var(--chakra-space-2);padding-inline-end:var(--chakra-space-2);-webkit-margin-start:calc(var(--chakra-space-2) * -1);margin-inline-start:calc(var(--chakra-space-2) * -1);min-width:unset;}.css-o7zlpc:focus-visible,.css-o7zlpc[data-focus-visible]{box-shadow:var(--chakra-shadows-outline);}.css-o7zlpc:disabled,.css-o7zlpc[disabled],.css-o7zlpc[aria-disabled=true],.css-o7zlpc[data-disabled]{opacity:1;cursor:not-allowed;box-shadow:var(--chakra-shadows-none);color:var(--chakra-colors-gray-300);}.css-o7zlpc:hover,.css-o7zlpc[data-hover]{-webkit-text-decoration:none!important;text-decoration:none!important;background:var(--chakra-colors-gray-50);color:var(--chakra-colors-gray-700);}.css-o7zlpc:hover:disabled,.css-o7zlpc[data-hover]:disabled,.css-o7zlpc:hover[disabled],.css-o7zlpc[data-hover][disabled],.css-o7zlpc:hover[aria-disabled=true],.css-o7zlpc[data-hover][aria-disabled=true],.css-o7zlpc:hover[data-disabled],.css-o7zlpc[data-hover][data-disabled]{background:var(--chakra-colors-transparent);color:var(--chakra-colors-gray-300);}.css-o7zlpc:active,.css-o7zlpc[data-active]{background:var(--chakra-colors-gray-100);color:var(--chakra-colors-gray-700);}<\/style><button type=\"button\" class=\"chakra-button css-o7zlpc\" contentEditable=\"false\" data-testid=\"toggle-button\"><style data-emotion=\"css c9cz2g\">.css-c9cz2g{-webkit-transform:rotate(0deg);-moz-transform:rotate(0deg);-ms-transform:rotate(0deg);transform:rotate(0deg);transform-origin:center;transition-property:transform;transition-duration:var(--chakra-transition-duration-normal);font-size:0.75em;}<\/style><p class=\"chakra-text css-c9cz2g\"><svg aria-hidden=\"true\" focusable=\"false\" data-prefix=\"fas\" data-icon=\"play\" class=\"svg-inline--fa fa-play \" role=\"img\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 384 512\"><path fill=\"currentColor\" d=\"M73 39c-14.8-9.1-33.4-9.4-48.5-.9S0 62.6 0 80V432c0 17.4 9.4 33.4 24.5 41.9s33.7 8.1 48.5-.9L361 297c14.3-8.7 23-24.2 23-41s-8.7-32.2-23-41L73 39z\"><\/path><\/svg><\/p><\/button><div dir=\"ltr\" data-placeholder=\"Toggle\" class=\"\" style=\"white-space:pre-wrap;min-width:min(100%, 10em);align-self:var(--descendant-align-self, self-start)\" data-node-view-content=\"\"><div data-node-view-content-inner=\"toggleSummary\" style=\"white-space:inherit\">import pandas as pd<\/div><\/div><\/div><\/div><\/div><div data-pos=\"2335\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"ltr\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"># —————————–<\/div><\/div><\/div><\/div><div data-pos=\"2368\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"># Configuration<\/div><\/div><\/div><\/div><div data-pos=\"2385\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"ltr\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"># —————————–<\/div><\/div><\/div><\/div><div data-pos=\"2418\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">INPUT_FILE = "sales_data.csv"<\/div><\/div><\/div><\/div><div data-pos=\"2449\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">OUTPUT_FILE = "sales_data_clean.csv"<\/div><\/div><\/div><\/div><div data-pos=\"2487\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">REPORT_FILE = "outlier_report.csv"<\/div><\/div><\/div><\/div><div data-pos=\"2523\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">NUMERIC_COLUMNS = ["unit_price", "quantity"]<\/div><\/div><\/div><\/div><div data-pos=\"2569\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"ltr\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"># —————————–<\/div><\/div><\/div><\/div><div data-pos=\"2602\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"># Load data<\/div><\/div><\/div><\/div><div data-pos=\"2615\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"ltr\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"># —————————–<\/div><\/div><\/div><\/div><div data-pos=\"2648\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">df = pd.read_csv(INPUT_FILE)<\/div><\/div><\/div><\/div><div data-pos=\"2678\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"># Ensure timestamp is properly typed (good data hygiene)<\/div><\/div><\/div><\/div><div data-pos=\"2736\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">df["transaction_timestamp"] = pd.to_datetime(<\/div><\/div><\/div><\/div><div data-pos=\"2783\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"> df["transaction_timestamp"], errors="coerce"<\/div><\/div><\/div><\/div><div data-pos=\"2833\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"ltr\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">)<\/div><\/div><\/div><\/div><div data-pos=\"2836\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"># Keep a copy to compare changes later<\/div><\/div><\/div><\/div><div data-pos=\"2876\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">df_original = df.copy()<\/div><\/div><\/div><\/div><div data-pos=\"2901\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"ltr\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"># —————————–<\/div><\/div><\/div><\/div><div data-pos=\"2934\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"># IQR-based outlier handling<\/div><\/div><\/div><\/div><div data-pos=\"2964\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"ltr\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"># —————————–<\/div><\/div><\/div><\/div><div data-pos=\"2997\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">outlier_report = []<\/div><\/div><\/div><\/div><div data-pos=\"3018\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">for col in NUMERIC_COLUMNS:<\/div><\/div><\/div><\/div><div data-pos=\"3047\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"> # Calculate IQR bounds<\/div><\/div><\/div><\/div><div data-pos=\"3075\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"> q1 = df[col].quantile(0.25)<\/div><\/div><\/div><\/div><div data-pos=\"3108\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"> q3 = df[col].quantile(0.75)<\/div><\/div><\/div><\/div><div data-pos=\"3141\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"> iqr = q3 – q1<\/div><\/div><\/div><\/div><div data-pos=\"3160\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"> lower_bound = q1 – 1.5 * iqr<\/div><\/div><\/div><\/div><div data-pos=\"3194\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"> upper_bound = q3 + 1.5 * iqr<\/div><\/div><\/div><\/div><div data-pos=\"3228\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"> # Identify outliers<\/div><\/div><\/div><\/div><div data-pos=\"3253\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"> outlier_mask = (df[col] < lower_bound) | (df[col] > upper_bound)<\/div><\/div><\/div><\/div><div data-pos=\"3323\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"> outlier_count = outlier_mask.sum()<\/div><\/div><\/div><\/div><div data-pos=\"3363\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"> # Cap values to the IQR bounds (winsorization)<\/div><\/div><\/div><\/div><div data-pos=\"3415\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"> df.loc[df[col] < lower_bound, col] = lower_bound<\/div><\/div><\/div><\/div><div data-pos=\"3469\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"> df.loc[df[col] > upper_bound, col] = upper_bound<\/div><\/div><\/div><\/div><div data-pos=\"3523\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"> outlier_report.append({<\/div><\/div><\/div><\/div><div data-pos=\"3552\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"> "column": col,<\/div><\/div><\/div><\/div><div data-pos=\"3576\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"> "lower_bound": lower_bound,<\/div><\/div><\/div><\/div><div data-pos=\"3613\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"> "upper_bound": upper_bound,<\/div><\/div><\/div><\/div><div data-pos=\"3650\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"> "rows_modified": int(outlier_count)<\/div><\/div><\/div><\/div><div data-pos=\"3695\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"ltr\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"> })<\/div><\/div><\/div><\/div><div data-pos=\"3703\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"ltr\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"># —————————–<\/div><\/div><\/div><\/div><div data-pos=\"3736\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"># Build summary report<\/div><\/div><\/div><\/div><div data-pos=\"3760\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"ltr\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"># —————————–<\/div><\/div><\/div><\/div><div data-pos=\"3793\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">report_df = pd.DataFrame(outlier_report)<\/div><\/div><\/div><\/div><div data-pos=\"3835\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">report_df["total_rows"] = len(df)<\/div><\/div><\/div><\/div><div data-pos=\"3870\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"># Optional: total rows affected across all columns<\/div><\/div><\/div><\/div><div data-pos=\"3922\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">total_rows_modified = (<\/div><\/div><\/div><\/div><div data-pos=\"3947\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"> df[NUMERIC_COLUMNS] != df_original[NUMERIC_COLUMNS]<\/div><\/div><\/div><\/div><div data-pos=\"4004\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">).any(axis=1).sum()<\/div><\/div><\/div><\/div><div data-pos=\"4025\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">summary_row = {<\/div><\/div><\/div><\/div><div data-pos=\"4042\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"> "column": "ALL",<\/div><\/div><\/div><\/div><div data-pos=\"4064\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"> "lower_bound": None,<\/div><\/div><\/div><\/div><div data-pos=\"4090\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"> "upper_bound": None,<\/div><\/div><\/div><\/div><div data-pos=\"4116\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"> "rows_modified": int(total_rows_modified),<\/div><\/div><\/div><\/div><div data-pos=\"4164\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"> "total_rows": len(df)<\/div><\/div><\/div><\/div><div data-pos=\"4191\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"ltr\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">}<\/div><\/div><\/div><\/div><div data-pos=\"4194\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">report_df = pd.concat(<\/div><\/div><\/div><\/div><div data-pos=\"4218\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"> [report_df, pd.DataFrame([summary_row])],<\/div><\/div><\/div><\/div><div data-pos=\"4265\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"> ignore_index=True<\/div><\/div><\/div><\/div><div data-pos=\"4288\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"ltr\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">)<\/div><\/div><\/div><\/div><div data-pos=\"4291\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"ltr\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"># —————————–<\/div><\/div><\/div><\/div><div data-pos=\"4324\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"># Export outputs<\/div><\/div><\/div><\/div><div data-pos=\"4342\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"ltr\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"># —————————–<\/div><\/div><\/div><\/div><div data-pos=\"4375\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">df.to_csv(OUTPUT_FILE, index=False)<\/div><\/div><\/div><\/div><div data-pos=\"4412\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">report_df.to_csv(REPORT_FILE, index=False)<\/div><\/div><\/div><\/div><div data-pos=\"4456\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">print("Outlier handling completed.")<\/div><\/div><\/div><\/div><div data-pos=\"4494\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">print(f"Clean data saved to: {OUTPUT_FILE}")<\/div><\/div><\/div><\/div><div data-pos=\"4540\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">print(f"Outlier report saved to: {REPORT_FILE}")<\/div><\/div><\/div><\/div><div data-pos=\"4590\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"ltr\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><\/div><\/div><\/div><\/div><div data-pos=\"4592\" class=\"react-renderer node-paragraph block block-paragraph last-block\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"ltr\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><div data-pos=\"4596\" class=\"react-renderer node-smartLayoutCell animatable-on-load-content-child\" STYLE=\"white-space: inherit;--animate-index: 2;\"><div style=\"white-space:normal\" data-node-view-wrapper=\"\"><div data-spotlight-parent=\"true\" class=\" css-1doss8g\" style=\"--descendant-align-self-left:flex-start;--descendant-align-self-center:center;--descendant-align-self-right:flex-end\"><style data-emotion=\"css cpw5g3\">.css-cpw5g3{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;height:100%;position:relative;grid-column:span var(--grid-undefined-item-1-resize-flow, 6);}<\/style><div data-content-reference=\"true\" class=\"grid-item grid-item-horizontal css-cpw5g3\" data-selection-ring=\"true\"><div data-grid-item=\"true\" class=\"themed-shape-outside-text themed-html-shape-outline styled-grid-cell css-tu2eiy\"><div style=\"white-space:pre-wrap;max-width:100%;word-break:break-word\" data-node-view-content=\"\"><div data-node-view-content-inner=\"smartLayoutCell\" style=\"white-space:inherit\"><div data-pos=\"4597\" class=\"react-renderer node-heading block block-heading first-block\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;display:flex;flex-direction:column;align-items:var(--flex-align)\" data-node-view-wrapper=\"\"><div dir=\"auto\" level=\"4\" data-placeholder=\"Heading 4\" class=\"heading themed-heading\" style=\"white-space:pre-wrap;min-width:min(100%, 10em);align-self:var(--descendant-align-self, self-start)\" data-node-view-content=\"\"><div data-node-view-content-inner=\"heading\" style=\"white-space:inherit\">Scenario 2: Explaining Insights to Stakeholders<\/div><\/div><\/div><\/div><div data-pos=\"4646\" class=\"react-renderer node-image block block-image\" draggable=\"true\" STYLE=\"white-space: inherit;undefined\"><div as=\"div\" class=\"non-clickable\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><div dir=\"ltr\" data-media-node-wrapper=\"true\" data-testid=\"image-node-wrapper\" class=\"gamma-moveable-wrapper css-fz71is\"><div data-drag-handle=\"true\" data-image-node-element=\"true\" data-selection-ring=\"inside\" data-selection-background=\"true\" data-node-image-testid=\"SfAI_\" class=\"css-8zmun2\"><div class=\"image cropped-image css-11lrhya\" data-content-reference=\"1,1\" data-drag-preview=\"true\" data-scale-preview=\"true\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/imgproxy.gamma.app\/resize\/quality:80\/resizing_type:fit\/width:2000\/https:\/\/cdn.gamma.app\/m8bjwpvfx854ine\/a88a5e5a403f441eb455a7d5b6c191e0\/original\/pexels-photo-7876511.jpeg\" class=\"chakra-image css-zec7a\"\/><\/div><span><\/span><\/div><\/div><\/div><\/div><div data-pos=\"4647\" class=\"react-renderer node-heading block block-heading\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;display:flex;flex-direction:column;align-items:var(--flex-align)\" data-node-view-wrapper=\"\"><div dir=\"auto\" level=\"4\" data-placeholder=\"Heading 4\" class=\"heading themed-heading\" style=\"white-space:pre-wrap;min-width:min(100%, 10em);align-self:var(--descendant-align-self, self-start)\" data-node-view-content=\"\"><div data-node-view-content-inner=\"heading\" style=\"white-space:inherit\">Prompt:<\/div><\/div><\/div><\/div><ul data-pos=\"4656\" class=\"react-renderer node-bullet block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\"><b>Context:<\/b> You are a Data Storyteller presenting to the Marketing team.<\/div><\/li><\/div><\/ul><ul data-pos=\"4727\" class=\"react-renderer node-bullet block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\"><b>Instruction:<\/b> Translate technical statistical significance into "plain English" business value.<\/div><\/li><\/div><\/ul><ul data-pos=\"4823\" class=\"react-renderer node-bullet block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\"><b>Data:<\/b> An A\/B test result showing a p-value of 0.03 and a 5% lift in Click-Through Rate (CTR).<\/div><\/li><\/div><\/ul><ul data-pos=\"4918\" class=\"react-renderer node-bullet block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\"><b>Output\/Outcome:<\/b> A 3-bullet summary that explains whether the test was successful and if the team should "roll out" the feature.<\/div><\/li><\/div><\/ul><div data-pos=\"5047\" class=\"react-renderer node-heading block block-heading\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;display:flex;flex-direction:column;align-items:var(--flex-align)\" data-node-view-wrapper=\"\"><div dir=\"auto\" level=\"4\" data-placeholder=\"Heading 4\" class=\"heading themed-heading\" style=\"white-space:pre-wrap;min-width:min(100%, 10em);align-self:var(--descendant-align-self, self-start)\" data-node-view-content=\"\"><div data-node-view-content-inner=\"heading\" style=\"white-space:inherit\">Result:<\/div><\/div><\/div><\/div><div data-pos=\"5056\" class=\"react-renderer node-toggle block block-toggle last-block\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal\" data-node-view-wrapper=\"\"><div dir=\"ltr\" data-open=\"false\" class=\"toggle css-1jsp4j2\" data-selection-ring=\"padded\"><div data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"toggle\" style=\"white-space:inherit\"><div data-pos=\"5057\" class=\"react-renderer node-toggleSummary\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal\" data-node-view-wrapper=\"\"><div class=\"chakra-text css-18qvlmk\" dir=\"ltr\" style=\"display:flex;flex-direction:column;align-items:var(--flex-align)\"><button type=\"button\" class=\"chakra-button css-o7zlpc\" contentEditable=\"false\" data-testid=\"toggle-button\"><p class=\"chakra-text css-c9cz2g\"><svg aria-hidden=\"true\" focusable=\"false\" data-prefix=\"fas\" data-icon=\"play\" class=\"svg-inline--fa fa-play \" role=\"img\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 384 512\"><path fill=\"currentColor\" d=\"M73 39c-14.8-9.1-33.4-9.4-48.5-.9S0 62.6 0 80V432c0 17.4 9.4 33.4 24.5 41.9s33.7 8.1 48.5-.9L361 297c14.3-8.7 23-24.2 23-41s-8.7-32.2-23-41L73 39z\"><\/path><\/svg><\/p><\/button><div dir=\"ltr\" data-placeholder=\"Toggle\" class=\"\" style=\"white-space:pre-wrap;min-width:min(100%, 10em);align-self:var(--descendant-align-self, self-start)\" data-node-view-content=\"\"><div data-node-view-content-inner=\"toggleSummary\" style=\"white-space:inherit\">Here\u2019s the <b>plain-English, marketing-friendly version<\/b>\u2014no stats degree required:<\/div><\/div><\/div><\/div><\/div><ul data-pos=\"5137\" class=\"react-renderer node-bullet block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\"><b>The test worked:<\/b> The new version increased Click-Through Rate by <b>5%<\/b>, and the p-value of <b>0.03<\/b> means this result is very unlikely to be due to random chance. In other words, it\u2019s a real improvement, not a fluke.<\/div><\/li><\/div><\/ul><ul data-pos=\"5348\" class=\"react-renderer node-bullet block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\"><b>What this means for the business:<\/b> A 5% lift in CTR translates directly into <b>more people engaging with our campaigns<\/b>\u2014which typically leads to more leads, more conversions, and better ROI from the same marketing spend.<\/div><\/li><\/div><\/ul><ul data-pos=\"5566\" class=\"react-renderer node-bullet block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\"><b>Recommendation:<\/b> <span id=\"white_check_mark\" native=\"\u2705\" class=\"node-emoji\" data-pos=\"5583\">\u2705<\/span> <b>Roll it out.<\/b> The improvement is statistically reliable and delivers clear upside with low risk, making it a smart move to launch this version to all users.<\/div><\/li><\/div><\/ul><div data-pos=\"5741\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">If you want, I can also add a <b>one-liner for exec slides<\/b> or a <b>\u201cwhat could go wrong\u201d risk note<\/b> for stakeholders.<\/div><\/div><\/div><\/div><div data-pos=\"5853\" class=\"react-renderer node-paragraph block block-paragraph last-block\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"ltr\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><div data-pos=\"5860\" class=\"react-renderer node-card block block-card\" STYLE=\"white-space: inherit;undefined\"><div as=\"div\" style=\"white-space:normal;min-height:0\" data-node-view-wrapper=\"\"><div data-animate-value=\"doc\" data-card-id=\"qcx2oitni4vzi8p\" data-card-scroll-element=\"true\" class=\"card-wrapper card-expanded css-74kd21\"><div class=\"card-body css-svprfo\" data-card-body=\"qcx2oitni4vzi8p\" data-selection-ring=\"true\" data-guider-highlight=\"card-body\" data-content-reference=\"true\" data-testid=\"card-body\" data-hide-comments=\"false\"><div class=\"card-body-background css-gk749a\" contentEditable=\"false\" data-export-master=\"true\"><\/div><div class=\"card-layout css-tiu1p0\" spellCheck=\"false\"><div class=\"chakra-stack css-15maf5o\" contentEditable=\"false\"><div class=\"css-17xejub\"><\/div><div class=\"css-17xejub\"><\/div><\/div><div dir=\"ltr\" class=\"card-content is-full-width is-borderless\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"card\" style=\"white-space:inherit\"><div data-pos=\"5861\" class=\"react-renderer node-cardLayoutItem\" data-layout-item-id=\"body\" STYLE=\"white-space: inherit;undefined\"><div dir=\"ltr\" as=\"div\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><div data-content-reference=\"true\" class=\"card-layout-cell-bg css-1gnhw0o\" data-selection-ring=\"true\" data-selection-background=\"true\"><div as=\"div\" style=\"white-space:pre-wrap;width:100%\" data-node-view-content=\"\"><div data-node-view-content-inner=\"cardLayoutItem\" style=\"white-space:inherit\"><div data-pos=\"5862\" class=\"react-renderer node-heading animatable-on-load animatable-on-load-annotatable block block-heading first-block first-block-in-card\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;display:flex;flex-direction:column;align-items:var(--flex-align)\" data-node-view-wrapper=\"\"><div dir=\"auto\" level=\"2\" data-placeholder=\"Untitled card\" class=\"heading themed-heading\" style=\"white-space:pre-wrap;min-width:min(100%, 10em);align-self:var(--descendant-align-self, self-start)\" data-node-view-content=\"\"><div data-node-view-content-inner=\"heading\" style=\"white-space:inherit\">Why Use CIDO?<\/div><\/div><\/div><\/div><div data-pos=\"5877\" class=\"react-renderer node-paragraph animatable-on-load animatable-on-load-annotatable block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">To radically reduce effort <em>and<\/em> increase strategic impact, <b>an AI Enabled Data Specialist can leverage CIDO Framework across the entire analytics lifecycle<\/b> in activities like:<\/div><\/div><\/div><\/div><div data-pos=\"6052\" class=\"react-renderer node-gridLayout block block-gridLayout\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal\" data-node-view-wrapper=\"\"><style data-emotion=\"css l35jyt\">.css-l35jyt{display:grid;grid-gap:var(--grid-border);position:relative;grid-template-columns:53% 47%;}<\/style><div class=\"grid-col-controls css-l35jyt\" data-selection-ring=\"true\"><div class=\"layout-content\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"gridLayout\" style=\"white-space:inherit\"><div data-pos=\"6053\" class=\"react-renderer node-gridCell animatable-on-load\" STYLE=\"white-space: inherit;undefined\"><div class=\"grid-cell\" style=\"white-space:normal;position:relative\" data-selection-ring=\"true\" data-node-view-wrapper=\"\"><div data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"gridCell\" style=\"white-space:inherit\"><div data-pos=\"6054\" class=\"react-renderer node-paragraph block block-paragraph first-block\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"ltr\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><\/div><\/div><\/div><\/div><div data-pos=\"6056\" class=\"react-renderer node-heading animatable-on-load block block-heading\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;display:flex;flex-direction:column;align-items:var(--flex-align)\" data-node-view-wrapper=\"\"><div dir=\"auto\" level=\"3\" data-placeholder=\"Heading 3\" class=\"heading themed-heading\" style=\"white-space:pre-wrap;min-width:min(100%, 10em);align-self:var(--descendant-align-self, self-start)\" data-node-view-content=\"\"><div data-node-view-content-inner=\"heading\" style=\"white-space:inherit\">Data Ingestion & Integration<\/div><\/div><\/div><\/div><div data-pos=\"6086\" class=\"react-renderer node-blockquote animatable-on-load block block-blockquote\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal\" data-node-view-wrapper=\"\"><div data-selection-ring=\"padded\" dir=\"ltr\" class=\"css-79elbk\"><blockquote as=\"blockquote\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"blockquote\" style=\"white-space:inherit\"><div data-pos=\"6087\" class=\"react-renderer node-paragraph animatable-on-load block block-paragraph first-block last-block\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">Get data connected fast, correctly, and at scale<\/div><\/div><\/div><\/div><\/div><\/blockquote><div class=\"css-1az8gwb\"><\/div><\/div><\/div><\/div><div data-pos=\"6138\" class=\"react-renderer node-paragraph animatable-on-load block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><b>AI-assisted key activities<\/b><\/div><\/div><\/div><\/div><ol data-pos=\"6166\" class=\"react-renderer node-numbered animatable-on-load block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"1\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Auto-discovery of data sources (databases, APIs, SaaS, files, streams)<\/div><\/li><\/div><\/ol><ol data-pos=\"6238\" class=\"react-renderer node-numbered animatable-on-load block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"2\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Schema inference & automatic data type detection<\/div><\/li><\/div><\/ol><ol data-pos=\"6288\" class=\"react-renderer node-numbered animatable-on-load block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"3\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Intelligent connector generation (SQL, REST, GraphQL)<\/div><\/li><\/div><\/ol><ol data-pos=\"6343\" class=\"react-renderer node-numbered animatable-on-load block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"4\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">AI-generated ingestion pipelines (batch & streaming)<\/div><\/li><\/div><\/ol><ol data-pos=\"6397\" class=\"react-renderer node-numbered animatable-on-load block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"5\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Automatic join\/key suggestions across heterogeneous sources<\/div><\/li><\/div><\/ol><ol data-pos=\"6458\" class=\"react-renderer node-numbered animatable-on-load block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"6\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Data freshness & anomaly alerts on ingestion<\/div><\/li><\/div><\/ol><div data-pos=\"6504\" class=\"react-renderer node-paragraph animatable-on-load block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><b>Value to the business<\/b><\/div><\/div><\/div><\/div><ul data-pos=\"6527\" class=\"react-renderer node-bullet animatable-on-load block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">Days \u2192 minutes to onboard new data<\/div><\/li><\/div><\/ul><ul data-pos=\"6563\" class=\"react-renderer node-bullet animatable-on-load block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">Lower dependency on data engineering teams<\/div><\/li><\/div><\/ul><ul data-pos=\"6607\" class=\"react-renderer node-bullet animatable-on-load block block-bullet last-block\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">Faster time-to-insight<\/div><\/li><\/div><\/ul><\/div><\/div><\/div><\/div><div data-pos=\"6632\" class=\"react-renderer node-gridCell animatable-on-load\" STYLE=\"white-space: inherit;undefined\"><div class=\"grid-cell\" style=\"white-space:normal;position:relative\" data-selection-ring=\"true\" data-node-view-wrapper=\"\"><div data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"gridCell\" style=\"white-space:inherit\"><div data-pos=\"6633\" class=\"react-renderer node-paragraph block block-paragraph first-block\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"ltr\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><\/div><\/div><\/div><\/div><div data-pos=\"6635\" class=\"react-renderer node-image animatable-on-load animatable-on-load-atom block block-image last-block\" draggable=\"true\" STYLE=\"white-space: inherit;undefined\"><div as=\"div\" class=\"non-clickable\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><div dir=\"ltr\" data-media-node-wrapper=\"true\" data-testid=\"image-node-wrapper\" class=\"gamma-moveable-wrapper css-fz71is\"><style data-emotion=\"css 1eq9kkr\">.css-1eq9kkr{width:calc(327.1153846153846 * var(--font-size) \/ 16);max-width:calc(100% * var(--media-scale));position:relative;overflow:hidden;border-radius:var(--box-border-radius);-webkit-mask:none!important;mask:none!important;}<\/style><div data-drag-handle=\"true\" data-image-node-element=\"true\" data-selection-ring=\"inside\" data-selection-background=\"true\" data-node-image-testid=\"B3Q4g\" class=\"css-1eq9kkr\"><div class=\"image cropped-image css-11lrhya\" data-content-reference=\"1,1\" data-drag-preview=\"true\" data-scale-preview=\"true\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/imgproxy.gamma.app\/resize\/quality:80\/resizing_type:fit\/width:2000\/https:\/\/cdn.gamma.app\/m8bjwpvfx854ine\/ef3b32f5a2834885b898a3f86b59a0ad\/original\/pexels-photo-3608328.jpeg\" class=\"chakra-image css-zec7a\"\/><\/div><span><\/span><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><style data-emotion=\"css 1yob2lz\">.css-1yob2lz{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;position:absolute;top:0px;height:100%;width:var(--chakra-sizes-6);right:calc(var(--chakra-space-3) * -1);opacity:0;transition-property:opacity;transition-duration:var(--chakra-transition-duration-normal);}<\/style><div contentEditable=\"false\" class=\"add-column css-1yob2lz\"><\/div><\/div><\/div><\/div><div data-pos=\"6638\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"ltr\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><\/div><\/div><\/div><\/div><div data-pos=\"6640\" class=\"react-renderer node-gridLayout block block-gridLayout\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal\" data-node-view-wrapper=\"\"><style data-emotion=\"css ne0fyw\">.css-ne0fyw{display:grid;grid-gap:var(--grid-border);position:relative;grid-template-columns:51% 49%;}<\/style><div class=\"grid-col-controls css-ne0fyw\" data-selection-ring=\"true\"><div class=\"layout-content\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"gridLayout\" style=\"white-space:inherit\"><div data-pos=\"6641\" class=\"react-renderer node-gridCell animatable-on-load\" STYLE=\"white-space: inherit;undefined\"><div class=\"grid-cell\" style=\"white-space:normal;position:relative\" data-selection-ring=\"true\" data-node-view-wrapper=\"\"><div data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"gridCell\" style=\"white-space:inherit\"><div data-pos=\"6642\" class=\"react-renderer node-image animatable-on-load animatable-on-load-atom block block-image first-block last-block\" draggable=\"true\" STYLE=\"white-space: inherit;undefined\"><div as=\"div\" class=\"non-clickable\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><div dir=\"ltr\" data-media-node-wrapper=\"true\" data-testid=\"image-node-wrapper\" class=\"gamma-moveable-wrapper css-fz71is\"><style data-emotion=\"css niy15j\">.css-niy15j{width:calc(675.1795690343176 * var(--font-size) \/ 16);max-width:calc(100% * var(--media-scale));position:relative;overflow:hidden;border-radius:var(--box-border-radius);-webkit-mask:none!important;mask:none!important;}<\/style><div data-drag-handle=\"true\" data-image-node-element=\"true\" data-selection-ring=\"inside\" data-selection-background=\"true\" data-node-image-testid=\"x85K0\" class=\"css-niy15j\"><div class=\"image cropped-image css-11lrhya\" data-content-reference=\"1,1\" data-drag-preview=\"true\" data-scale-preview=\"true\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/imgproxy.gamma.app\/resize\/quality:80\/resizing_type:fit\/width:2000\/https:\/\/cdn.gamma.app\/m8bjwpvfx854ine\/1608b093367246d3a30ef2853a46b234\/original\/pexels-photo-7005684.jpeg\" class=\"chakra-image css-zec7a\"\/><\/div><span><\/span><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><div data-pos=\"6644\" class=\"react-renderer node-gridCell animatable-on-load\" STYLE=\"white-space: inherit;undefined\"><div class=\"grid-cell\" style=\"white-space:normal;position:relative\" data-selection-ring=\"true\" data-node-view-wrapper=\"\"><div data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"gridCell\" style=\"white-space:inherit\"><div data-pos=\"6645\" class=\"react-renderer node-heading animatable-on-load block block-heading first-block\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;display:flex;flex-direction:column;align-items:var(--flex-align)\" data-node-view-wrapper=\"\"><div dir=\"auto\" level=\"3\" data-placeholder=\"Heading 3\" class=\"heading themed-heading\" style=\"white-space:pre-wrap;min-width:min(100%, 10em);align-self:var(--descendant-align-self, self-start)\" data-node-view-content=\"\"><div data-node-view-content-inner=\"heading\" style=\"white-space:inherit\">Data Cleansing & Quality Management<\/div><\/div><\/div><\/div><div data-pos=\"6682\" class=\"react-renderer node-blockquote animatable-on-load block block-blockquote\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal\" data-node-view-wrapper=\"\"><div data-selection-ring=\"padded\" dir=\"ltr\" class=\"css-79elbk\"><blockquote as=\"blockquote\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"blockquote\" style=\"white-space:inherit\"><div data-pos=\"6683\" class=\"react-renderer node-paragraph animatable-on-load block block-paragraph first-block last-block\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">Make data usable, trustworthy, and consistent<\/div><\/div><\/div><\/div><\/div><\/blockquote><div class=\"css-1az8gwb\"><\/div><\/div><\/div><\/div><div data-pos=\"6731\" class=\"react-renderer node-paragraph block block-paragraph last-block\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"ltr\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><div contentEditable=\"false\" class=\"add-column css-1yob2lz\"><\/div><\/div><\/div><\/div><div data-pos=\"6735\" class=\"react-renderer node-paragraph animatable-on-load animatable-on-load-annotatable block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><b>AI-assisted key activities<\/b><\/div><\/div><\/div><\/div><ol data-pos=\"6763\" class=\"react-renderer node-numbered animatable-on-load animatable-on-load-annotatable block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"1\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Automated detection of:<\/div><\/li><\/div><\/ol><ol data-pos=\"6788\" class=\"react-renderer node-numbered animatable-on-load animatable-on-load-annotatable block block-numbered\" indent=\"1\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"a\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Missing values<\/div><\/li><\/div><\/ol><ol data-pos=\"6804\" class=\"react-renderer node-numbered animatable-on-load animatable-on-load-annotatable block block-numbered\" indent=\"1\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"b\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Outliers<\/div><\/li><\/div><\/ol><ol data-pos=\"6814\" class=\"react-renderer node-numbered animatable-on-load animatable-on-load-annotatable block block-numbered\" indent=\"1\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"c\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Duplicates<\/div><\/li><\/div><\/ol><ol data-pos=\"6826\" class=\"react-renderer node-numbered animatable-on-load animatable-on-load-annotatable block block-numbered\" indent=\"1\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"d\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Inconsistent formats<\/div><\/li><\/div><\/ol><ol data-pos=\"6848\" class=\"react-renderer node-numbered animatable-on-load animatable-on-load-annotatable block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"2\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Smart imputation strategies (context-aware, not averages)<\/div><\/li><\/div><\/ol><ol data-pos=\"6907\" class=\"react-renderer node-numbered animatable-on-load animatable-on-load-annotatable block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"3\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Pattern recognition for standardization (names, addresses, IDs)<\/div><\/li><\/div><\/ol><ol data-pos=\"6972\" class=\"react-renderer node-numbered animatable-on-load animatable-on-load-annotatable block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"4\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Rule generation for data validation<\/div><\/li><\/div><\/ol><ol data-pos=\"7009\" class=\"react-renderer node-numbered animatable-on-load animatable-on-load-annotatable block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"5\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Root-cause analysis of data quality issues<\/div><\/li><\/div><\/ol><ol data-pos=\"7053\" class=\"react-renderer node-numbered animatable-on-load animatable-on-load-annotatable block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"6\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Auto-generated data quality reports<\/div><\/li><\/div><\/ol><div data-pos=\"7090\" class=\"react-renderer node-paragraph animatable-on-load animatable-on-load-annotatable block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><b>Value to the business<\/b><\/div><\/div><\/div><\/div><ul data-pos=\"7113\" class=\"react-renderer node-bullet animatable-on-load animatable-on-load-annotatable block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">Higher confidence in numbers<\/div><\/li><\/div><\/ul><ul data-pos=\"7143\" class=\"react-renderer node-bullet animatable-on-load animatable-on-load-annotatable block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">Reduced rework and firefighting<\/div><\/li><\/div><\/ul><ul data-pos=\"7176\" class=\"react-renderer node-bullet animatable-on-load animatable-on-load-annotatable block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">Consistent KPIs across teams<\/div><\/li><\/div><\/ul><div data-pos=\"7206\" class=\"react-renderer node-gridLayout block block-gridLayout\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal\" data-node-view-wrapper=\"\"><style data-emotion=\"css 1l89kiy\">.css-1l89kiy{display:grid;grid-gap:var(--grid-border);position:relative;grid-template-columns:43% 57%;}<\/style><div class=\"grid-col-controls css-1l89kiy\" data-selection-ring=\"true\"><div class=\"layout-content\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"gridLayout\" style=\"white-space:inherit\"><div data-pos=\"7207\" class=\"react-renderer node-gridCell animatable-on-load\" STYLE=\"white-space: inherit;undefined\"><div class=\"grid-cell\" style=\"white-space:normal;position:relative\" data-selection-ring=\"true\" data-node-view-wrapper=\"\"><div data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"gridCell\" style=\"white-space:inherit\"><div data-pos=\"7208\" class=\"react-renderer node-image animatable-on-load animatable-on-load-atom block block-image first-block last-block\" draggable=\"true\" STYLE=\"white-space: inherit;undefined\"><div as=\"div\" class=\"non-clickable\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><div dir=\"ltr\" data-media-node-wrapper=\"true\" data-testid=\"image-node-wrapper\" class=\"gamma-moveable-wrapper css-fz71is\"><style data-emotion=\"css mlo9p5\">.css-mlo9p5{width:calc(300.11538461538464 * var(--font-size) \/ 16);max-width:calc(100% * var(--media-scale));position:relative;overflow:hidden;border-radius:var(--box-border-radius);-webkit-mask:none!important;mask:none!important;}<\/style><div data-drag-handle=\"true\" data-image-node-element=\"true\" data-selection-ring=\"inside\" data-selection-background=\"true\" data-node-image-testid=\"EAjWl\" class=\"css-mlo9p5\"><div class=\"image cropped-image css-11lrhya\" data-content-reference=\"1,1\" data-drag-preview=\"true\" data-scale-preview=\"true\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/imgproxy.gamma.app\/resize\/quality:80\/resizing_type:fit\/width:2000\/https:\/\/cdn.gamma.app\/m8bjwpvfx854ine\/534327d7898e40e59de131a6d37892c0\/original\/pexels-photo-1194775.jpeg\" class=\"chakra-image css-zec7a\"\/><\/div><span><\/span><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><div data-pos=\"7210\" class=\"react-renderer node-gridCell animatable-on-load\" STYLE=\"white-space: inherit;undefined\"><div class=\"grid-cell\" style=\"white-space:normal;position:relative\" data-selection-ring=\"true\" data-node-view-wrapper=\"\"><div data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"gridCell\" style=\"white-space:inherit\"><div data-pos=\"7211\" class=\"react-renderer node-heading animatable-on-load block block-heading first-block\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;display:flex;flex-direction:column;align-items:var(--flex-align)\" data-node-view-wrapper=\"\"><div dir=\"auto\" level=\"3\" data-placeholder=\"Heading 3\" class=\"heading themed-heading\" style=\"white-space:pre-wrap;min-width:min(100%, 10em);align-self:var(--descendant-align-self, self-start)\" data-node-view-content=\"\"><div data-node-view-content-inner=\"heading\" style=\"white-space:inherit\">Data Understanding & Exploratory Analysis<\/div><\/div><\/div><\/div><div data-pos=\"7254\" class=\"react-renderer node-blockquote animatable-on-load block block-blockquote\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal\" data-node-view-wrapper=\"\"><div data-selection-ring=\"padded\" dir=\"ltr\" class=\"css-79elbk\"><blockquote as=\"blockquote\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"blockquote\" style=\"white-space:inherit\"><div data-pos=\"7255\" class=\"react-renderer node-paragraph animatable-on-load block block-paragraph first-block last-block\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">Understand what the data is saying without weeks of manual analysis<\/div><\/div><\/div><\/div><\/div><\/blockquote><div class=\"css-1az8gwb\"><\/div><\/div><\/div><\/div><div data-pos=\"7325\" class=\"react-renderer node-paragraph animatable-on-load block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><b>AI-assisted key activities<\/b><\/div><\/div><\/div><\/div><ol data-pos=\"7353\" class=\"react-renderer node-numbered animatable-on-load block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"1\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Natural-language data exploration (\u201cWhy did churn spike in Q4?\u201d)<\/div><\/li><\/div><\/ol><ol data-pos=\"7419\" class=\"react-renderer node-numbered animatable-on-load block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"2\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Automated statistical summaries & distributions<\/div><\/li><\/div><\/ol><ol data-pos=\"7468\" class=\"react-renderer node-numbered animatable-on-load block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"3\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Correlation and dependency discovery<\/div><\/li><\/div><\/ol><ol data-pos=\"7506\" class=\"react-renderer node-numbered animatable-on-load block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"4\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Trend and seasonality detection<\/div><\/li><\/div><\/ol><ol data-pos=\"7539\" class=\"react-renderer node-numbered animatable-on-load block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"5\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Hypothesis generation (\u201cPossible drivers of revenue decline\u201d)<\/div><\/li><\/div><\/ol><ol data-pos=\"7602\" class=\"react-renderer node-numbered animatable-on-load block block-numbered last-block\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"6\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Automatic insight prioritization by business impact<\/div><\/li><\/div><\/ol><\/div><\/div><\/div><\/div><\/div><\/div><div contentEditable=\"false\" class=\"add-column css-1yob2lz\"><\/div><\/div><\/div><\/div><div data-pos=\"7657\" class=\"react-renderer node-paragraph animatable-on-load animatable-on-load-annotatable block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><b>Value to the business<\/b><\/div><\/div><\/div><\/div><ul data-pos=\"7680\" class=\"react-renderer node-bullet animatable-on-load animatable-on-load-annotatable block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">Analysts focus on thinking, not querying<\/div><\/li><\/div><\/ul><ul data-pos=\"7722\" class=\"react-renderer node-bullet animatable-on-load animatable-on-load-annotatable block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">Faster decision cycles<\/div><\/li><\/div><\/ul><ul data-pos=\"7746\" class=\"react-renderer node-bullet animatable-on-load animatable-on-load-annotatable block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">More insights surfaced, not just the obvious ones<\/div><\/li><\/div><\/ul><div data-pos=\"7797\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"ltr\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><\/div><\/div><\/div><\/div><div data-pos=\"7799\" class=\"react-renderer node-heading animatable-on-load animatable-on-load-annotatable block block-heading\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;display:flex;flex-direction:column;align-items:var(--flex-align)\" data-node-view-wrapper=\"\"><div dir=\"auto\" level=\"3\" data-placeholder=\"Heading 3\" class=\"heading themed-heading\" style=\"white-space:pre-wrap;min-width:min(100%, 10em);align-self:var(--descendant-align-self, self-start)\" data-node-view-content=\"\"><div data-node-view-content-inner=\"heading\" style=\"white-space:inherit\">Feature Engineering & Transformation<\/div><\/div><\/div><\/div><div data-pos=\"7837\" class=\"react-renderer node-image animatable-on-load animatable-on-load-annotatable animatable-on-load-atom block block-image\" draggable=\"true\" STYLE=\"white-space: inherit;undefined\"><div as=\"div\" class=\"non-clickable\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><div dir=\"ltr\" data-media-node-wrapper=\"true\" data-testid=\"image-node-wrapper\" class=\"gamma-moveable-wrapper css-fz71is\"><style data-emotion=\"css 1sj64a1\">.css-1sj64a1{width:calc(673.5668789808917 * var(--font-size) \/ 16);max-width:calc(100% * var(--media-scale));position:relative;overflow:hidden;border-radius:var(--box-border-radius);-webkit-mask:none!important;mask:none!important;}<\/style><div data-drag-handle=\"true\" data-image-node-element=\"true\" data-selection-ring=\"inside\" data-selection-background=\"true\" data-node-image-testid=\"S0I4t\" class=\"css-1sj64a1\"><div class=\"image cropped-image css-11lrhya\" data-content-reference=\"1,1\" data-drag-preview=\"true\" data-scale-preview=\"true\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/imgproxy.gamma.app\/resize\/quality:80\/resizing_type:fit\/width:2000\/https:\/\/cdn.gamma.app\/m8bjwpvfx854ine\/2fe34a82943b4352a15ebbd85a619f6e\/original\/pexels-photo-3334080.jpeg\" class=\"chakra-image css-zec7a\"\/><\/div><span><\/span><\/div><\/div><\/div><\/div><div data-pos=\"7838\" class=\"react-renderer node-blockquote animatable-on-load animatable-on-load-annotatable block block-blockquote\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal\" data-node-view-wrapper=\"\"><div data-selection-ring=\"padded\" dir=\"ltr\" class=\"css-79elbk\"><blockquote as=\"blockquote\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"blockquote\" style=\"white-space:inherit\"><div data-pos=\"7839\" class=\"react-renderer node-paragraph animatable-on-load block block-paragraph first-block last-block\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">Turn raw data into decision-ready assets<\/div><\/div><\/div><\/div><\/div><\/blockquote><div class=\"css-1az8gwb\"><\/div><\/div><\/div><\/div><div data-pos=\"7882\" class=\"react-renderer node-paragraph animatable-on-load animatable-on-load-annotatable block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><b>AI-assisted key activities<\/b><\/div><\/div><\/div><\/div><ol data-pos=\"7910\" class=\"react-renderer node-numbered animatable-on-load animatable-on-load-annotatable block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"1\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Auto-generation of derived features<\/div><\/li><\/div><\/ol><ol data-pos=\"7947\" class=\"react-renderer node-numbered animatable-on-load animatable-on-load-annotatable block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"2\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Time-window aggregation suggestions<\/div><\/li><\/div><\/ol><ol data-pos=\"7984\" class=\"react-renderer node-numbered animatable-on-load animatable-on-load-annotatable block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"3\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Encoding strategies for categorical variables<\/div><\/li><\/div><\/ol><ol data-pos=\"8031\" class=\"react-renderer node-numbered animatable-on-load animatable-on-load-annotatable block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"4\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Feature importance ranking<\/div><\/li><\/div><\/ol><ol data-pos=\"8059\" class=\"react-renderer node-numbered animatable-on-load animatable-on-load-annotatable block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"5\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Reusable transformation logic generation (SQL \/ Python \/ dbt)<\/div><\/li><\/div><\/ol><ol data-pos=\"8122\" class=\"react-renderer node-numbered animatable-on-load animatable-on-load-annotatable block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"6\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Documentation of transformations (human-readable)<\/div><\/li><\/div><\/ol><div data-pos=\"8173\" class=\"react-renderer node-paragraph animatable-on-load animatable-on-load-annotatable block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><b>Value to the business<\/b><\/div><\/div><\/div><\/div><ul data-pos=\"8196\" class=\"react-renderer node-bullet animatable-on-load animatable-on-load-annotatable block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">Better models and sharper KPIs<\/div><\/li><\/div><\/ul><ul data-pos=\"8228\" class=\"react-renderer node-bullet animatable-on-load animatable-on-load-annotatable block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">Reproducible analytics logic<\/div><\/li><\/div><\/ul><ul data-pos=\"8258\" class=\"react-renderer node-bullet animatable-on-load animatable-on-load-annotatable block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">Easier handover and governance<\/div><\/li><\/div><\/ul><div data-pos=\"8290\" class=\"react-renderer node-gridLayout block block-gridLayout\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal\" data-node-view-wrapper=\"\"><div class=\"grid-col-controls css-ne0fyw\" data-selection-ring=\"true\"><div class=\"layout-content\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"gridLayout\" style=\"white-space:inherit\"><div data-pos=\"8291\" class=\"react-renderer node-gridCell animatable-on-load\" STYLE=\"white-space: inherit;undefined\"><div class=\"grid-cell\" style=\"white-space:normal;position:relative\" data-selection-ring=\"true\" data-node-view-wrapper=\"\"><div data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"gridCell\" style=\"white-space:inherit\"><div data-pos=\"8292\" class=\"react-renderer node-image animatable-on-load animatable-on-load-atom block block-image first-block last-block\" draggable=\"true\" STYLE=\"white-space: inherit;undefined\"><div as=\"div\" class=\"non-clickable\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><div dir=\"ltr\" data-media-node-wrapper=\"true\" data-testid=\"image-node-wrapper\" class=\"gamma-moveable-wrapper css-fz71is\"><style data-emotion=\"css 77ixqn\">.css-77ixqn{width:calc(1440 * var(--font-size) \/ 16);max-width:calc(100% * var(--media-scale));position:relative;overflow:hidden;border-radius:var(--box-border-radius);-webkit-mask:none!important;mask:none!important;}<\/style><div data-drag-handle=\"true\" data-image-node-element=\"true\" data-selection-ring=\"inside\" data-selection-background=\"true\" data-node-image-testid=\"17hiI\" class=\"css-77ixqn\"><div class=\"image cropped-image css-11lrhya\" data-content-reference=\"1,1\" data-drag-preview=\"true\" data-scale-preview=\"true\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/imgproxy.gamma.app\/resize\/quality:80\/resizing_type:fit\/width:2000\/https:\/\/cdn.gamma.app\/m8bjwpvfx854ine\/generated-images\/qN9ONzy2GLYCxGz2NUdoX.png\" class=\"chakra-image css-zec7a\"\/><\/div><span><\/span><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><div data-pos=\"8294\" class=\"react-renderer node-gridCell animatable-on-load\" STYLE=\"white-space: inherit;undefined\"><div class=\"grid-cell\" style=\"white-space:normal;position:relative\" data-selection-ring=\"true\" data-node-view-wrapper=\"\"><div data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"gridCell\" style=\"white-space:inherit\"><div data-pos=\"8295\" class=\"react-renderer node-heading animatable-on-load block block-heading first-block\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;display:flex;flex-direction:column;align-items:var(--flex-align)\" data-node-view-wrapper=\"\"><div dir=\"auto\" level=\"3\" data-placeholder=\"Heading 3\" class=\"heading themed-heading\" style=\"white-space:pre-wrap;min-width:min(100%, 10em);align-self:var(--descendant-align-self, self-start)\" data-node-view-content=\"\"><div data-node-view-content-inner=\"heading\" style=\"white-space:inherit\">Clustering, Segmentation & Advanced Analytics<\/div><\/div><\/div><\/div><div data-pos=\"8342\" class=\"react-renderer node-blockquote animatable-on-load block block-blockquote\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal\" data-node-view-wrapper=\"\"><div data-selection-ring=\"padded\" dir=\"ltr\" class=\"css-79elbk\"><blockquote as=\"blockquote\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"blockquote\" style=\"white-space:inherit\"><div data-pos=\"8343\" class=\"react-renderer node-paragraph animatable-on-load block block-paragraph first-block last-block\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">Discover structure and patterns humans miss<\/div><\/div><\/div><\/div><\/div><\/blockquote><div class=\"css-1az8gwb\"><\/div><\/div><\/div><\/div><div data-pos=\"8389\" class=\"react-renderer node-paragraph animatable-on-load block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><b>AI-assisted key activities<\/b><\/div><\/div><\/div><\/div><ol data-pos=\"8417\" class=\"react-renderer node-numbered animatable-on-load block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"1\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Automatic selection of clustering algorithms<\/div><\/li><\/div><\/ol><ol data-pos=\"8463\" class=\"react-renderer node-numbered animatable-on-load block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"2\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Optimal cluster number detection<\/div><\/li><\/div><\/ol><ol data-pos=\"8497\" class=\"react-renderer node-numbered animatable-on-load block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"3\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Behavioral, demographic, and value-based segmentation<\/div><\/li><\/div><\/ol><ol data-pos=\"8552\" class=\"react-renderer node-numbered animatable-on-load block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"4\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Segment profiling & labeling (human-friendly descriptions)<\/div><\/li><\/div><\/ol><ol data-pos=\"8612\" class=\"react-renderer node-numbered animatable-on-load block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"5\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Drift detection in segments over time<\/div><\/li><\/div><\/ol><ol data-pos=\"8651\" class=\"react-renderer node-numbered animatable-on-load block block-numbered last-block\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"6\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Scenario testing (\u201cWhat happens if we target Segment B?\u201d)<\/div><\/li><\/div><\/ol><\/div><\/div><\/div><\/div><\/div><\/div><div contentEditable=\"false\" class=\"add-column css-1yob2lz\"><\/div><\/div><\/div><\/div><div data-pos=\"8712\" class=\"react-renderer node-paragraph animatable-on-load animatable-on-load-annotatable block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><b>Value to the business<\/b><\/div><\/div><\/div><\/div><ul data-pos=\"8735\" class=\"react-renderer node-bullet animatable-on-load animatable-on-load-annotatable block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">Actionable segments, not academic clusters<\/div><\/li><\/div><\/ul><ul data-pos=\"8779\" class=\"react-renderer node-bullet animatable-on-load animatable-on-load-annotatable block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">Better targeting, personalization, and prioritization<\/div><\/li><\/div><\/ul><ul data-pos=\"8834\" class=\"react-renderer node-bullet animatable-on-load animatable-on-load-annotatable block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">Clear narratives around customer behavior<\/div><\/li><\/div><\/ul><div data-pos=\"8877\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"ltr\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><\/div><\/div><\/div><\/div><div data-pos=\"8879\" class=\"react-renderer node-heading animatable-on-load animatable-on-load-annotatable block block-heading\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;display:flex;flex-direction:column;align-items:var(--flex-align)\" data-node-view-wrapper=\"\"><div dir=\"auto\" level=\"3\" data-placeholder=\"Heading 3\" class=\"heading themed-heading\" style=\"white-space:pre-wrap;min-width:min(100%, 10em);align-self:var(--descendant-align-self, self-start)\" data-node-view-content=\"\"><div data-node-view-content-inner=\"heading\" style=\"white-space:inherit\">KPI Definition, Monitoring & Forecasting<\/div><\/div><\/div><\/div><div data-pos=\"8921\" class=\"react-renderer node-gridLayout block block-gridLayout\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal\" data-node-view-wrapper=\"\"><style data-emotion=\"css 13xxg83\">.css-13xxg83{display:grid;grid-gap:var(--grid-border);position:relative;grid-template-columns:48% 52%;}<\/style><div class=\"grid-col-controls css-13xxg83\" data-selection-ring=\"true\"><div class=\"layout-content\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"gridLayout\" style=\"white-space:inherit\"><div data-pos=\"8922\" class=\"react-renderer node-gridCell animatable-on-load\" STYLE=\"white-space: inherit;undefined\"><div class=\"grid-cell\" style=\"white-space:normal;position:relative\" data-selection-ring=\"true\" data-node-view-wrapper=\"\"><div data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"gridCell\" style=\"white-space:inherit\"><div data-pos=\"8923\" class=\"react-renderer node-blockquote animatable-on-load block block-blockquote first-block\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal\" data-node-view-wrapper=\"\"><div data-selection-ring=\"padded\" dir=\"ltr\" class=\"css-79elbk\"><blockquote as=\"blockquote\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"blockquote\" style=\"white-space:inherit\"><div data-pos=\"8924\" class=\"react-renderer node-paragraph animatable-on-load block block-paragraph first-block last-block\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">Measure what truly matters and anticipate outcomes<\/div><\/div><\/div><\/div><\/div><\/blockquote><div class=\"css-1az8gwb\"><\/div><\/div><\/div><\/div><div data-pos=\"8977\" class=\"react-renderer node-paragraph animatable-on-load block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><b>AI-assisted key activities<\/b><\/div><\/div><\/div><\/div><ol data-pos=\"9005\" class=\"react-renderer node-numbered animatable-on-load block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"1\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">KPI suggestion aligned to business objectives<\/div><\/li><\/div><\/ol><ol data-pos=\"9052\" class=\"react-renderer node-numbered animatable-on-load block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"2\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Metric definitions auto-generated & documented<\/div><\/li><\/div><\/ol><ol data-pos=\"9100\" class=\"react-renderer node-numbered animatable-on-load block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"3\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Anomaly detection on KPIs<\/div><\/li><\/div><\/ol><ol data-pos=\"9127\" class=\"react-renderer node-numbered animatable-on-load block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"4\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Root-cause analysis when KPIs move<\/div><\/li><\/div><\/ol><ol data-pos=\"9163\" class=\"react-renderer node-numbered animatable-on-load block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"5\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Forecasting with confidence intervals<\/div><\/li><\/div><\/ol><ol data-pos=\"9202\" class=\"react-renderer node-numbered animatable-on-load block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"6\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">What-if simulations<\/div><\/li><\/div><\/ol><div data-pos=\"9223\" class=\"react-renderer node-paragraph animatable-on-load block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><b>Value to the business<\/b><\/div><\/div><\/div><\/div><ul data-pos=\"9246\" class=\"react-renderer node-bullet animatable-on-load block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">Fewer vanity metrics<\/div><\/li><\/div><\/ul><ul data-pos=\"9268\" class=\"react-renderer node-bullet animatable-on-load block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">Early warning systems for risk<\/div><\/li><\/div><\/ul><ul data-pos=\"9300\" class=\"react-renderer node-bullet animatable-on-load block block-bullet last-block\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">Data-driven planning instead of reactive reporting<\/div><\/li><\/div><\/ul><\/div><\/div><\/div><\/div><div data-pos=\"9353\" class=\"react-renderer node-gridCell animatable-on-load\" STYLE=\"white-space: inherit;undefined\"><div class=\"grid-cell\" style=\"white-space:normal;position:relative\" data-selection-ring=\"true\" data-node-view-wrapper=\"\"><div data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"gridCell\" style=\"white-space:inherit\"><div data-pos=\"9354\" class=\"react-renderer node-image animatable-on-load animatable-on-load-atom block block-image first-block last-block\" draggable=\"true\" STYLE=\"white-space: inherit;undefined\"><div as=\"div\" class=\"non-clickable\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><div dir=\"ltr\" data-media-node-wrapper=\"true\" data-testid=\"image-node-wrapper\" class=\"gamma-moveable-wrapper css-fz71is\"><style data-emotion=\"css erxuvr\">.css-erxuvr{width:calc(328.5 * var(--font-size) \/ 16);max-width:calc(100% * var(--media-scale));position:relative;overflow:hidden;border-radius:var(--box-border-radius);-webkit-mask:none!important;mask:none!important;}<\/style><div data-drag-handle=\"true\" data-image-node-element=\"true\" data-selection-ring=\"inside\" data-selection-background=\"true\" data-node-image-testid=\"c9gy1\" class=\"css-erxuvr\"><div class=\"image cropped-image css-11lrhya\" data-content-reference=\"1,1\" data-drag-preview=\"true\" data-scale-preview=\"true\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/imgproxy.gamma.app\/resize\/quality:80\/resizing_type:fit\/width:2000\/https:\/\/cdn.gamma.app\/m8bjwpvfx854ine\/86b954dc5f3046be9e0860da060bd0f6\/original\/pexels-photo-2007647.jpeg\" class=\"chakra-image css-zec7a\"\/><\/div><span><\/span><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><div contentEditable=\"false\" class=\"add-column css-1yob2lz\"><\/div><\/div><\/div><\/div><div data-pos=\"9357\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"ltr\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><\/div><\/div><\/div><\/div><div data-pos=\"9359\" class=\"react-renderer node-heading animatable-on-load animatable-on-load-annotatable block block-heading\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;display:flex;flex-direction:column;align-items:var(--flex-align)\" data-node-view-wrapper=\"\"><div dir=\"auto\" level=\"3\" data-placeholder=\"Heading 3\" class=\"heading themed-heading\" style=\"white-space:pre-wrap;min-width:min(100%, 10em);align-self:var(--descendant-align-self, self-start)\" data-node-view-content=\"\"><div data-node-view-content-inner=\"heading\" style=\"white-space:inherit\">Automated Reporting & Dashboard Generation<\/div><\/div><\/div><\/div><div data-pos=\"9403\" class=\"react-renderer node-image animatable-on-load animatable-on-load-annotatable animatable-on-load-atom block block-image\" draggable=\"true\" STYLE=\"white-space: inherit;undefined\"><div as=\"div\" class=\"non-clickable\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><div dir=\"ltr\" data-media-node-wrapper=\"true\" data-testid=\"image-node-wrapper\" class=\"gamma-moveable-wrapper css-fz71is\"><style data-emotion=\"css 1jod8lk\">.css-1jod8lk{width:calc(690.9090909090909 * var(--font-size) \/ 16);max-width:calc(100% * var(--media-scale));position:relative;overflow:hidden;border-radius:var(--box-border-radius);-webkit-mask:none!important;mask:none!important;}<\/style><div data-drag-handle=\"true\" data-image-node-element=\"true\" data-selection-ring=\"inside\" data-selection-background=\"true\" data-node-image-testid=\"78qWy\" class=\"css-1jod8lk\"><div class=\"image cropped-image css-11lrhya\" data-content-reference=\"1,1\" data-drag-preview=\"true\" data-scale-preview=\"true\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/imgproxy.gamma.app\/resize\/quality:80\/resizing_type:fit\/width:2000\/https:\/\/cdn.gamma.app\/m8bjwpvfx854ine\/generated-images\/1KZOopWhJ5BG4aKRXd_00.png\" class=\"chakra-image css-zec7a\"\/><\/div><span><\/span><\/div><\/div><\/div><\/div><div data-pos=\"9404\" class=\"react-renderer node-blockquote animatable-on-load animatable-on-load-annotatable block block-blockquote\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal\" data-node-view-wrapper=\"\"><div data-selection-ring=\"padded\" dir=\"ltr\" class=\"css-79elbk\"><blockquote as=\"blockquote\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"blockquote\" style=\"white-space:inherit\"><div data-pos=\"9405\" class=\"react-renderer node-paragraph animatable-on-load block block-paragraph first-block last-block\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">Deliver insights continuously, not manually<\/div><\/div><\/div><\/div><\/div><\/blockquote><div class=\"css-1az8gwb\"><\/div><\/div><\/div><\/div><div data-pos=\"9451\" class=\"react-renderer node-paragraph animatable-on-load animatable-on-load-annotatable block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><b>AI-assisted key activities<\/b><\/div><\/div><\/div><\/div><ol data-pos=\"9479\" class=\"react-renderer node-numbered animatable-on-load animatable-on-load-annotatable block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"1\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Auto-generated dashboards from business questions<\/div><\/li><\/div><\/ol><ol data-pos=\"9530\" class=\"react-renderer node-numbered animatable-on-load animatable-on-load-annotatable block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"2\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Narrative summaries embedded in reports<\/div><\/li><\/div><\/ol><ol data-pos=\"9571\" class=\"react-renderer node-numbered animatable-on-load animatable-on-load-annotatable block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"3\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Audience-specific views (CEO, Sales, Ops)<\/div><\/li><\/div><\/ol><ol data-pos=\"9614\" class=\"react-renderer node-numbered animatable-on-load animatable-on-load-annotatable block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"4\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Dynamic commentary on changes vs last period<\/div><\/li><\/div><\/ol><ol data-pos=\"9660\" class=\"react-renderer node-numbered animatable-on-load animatable-on-load-annotatable block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"5\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Report scheduling & distribution<\/div><\/li><\/div><\/ol><ol data-pos=\"9694\" class=\"react-renderer node-numbered animatable-on-load animatable-on-load-annotatable block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"6\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Multilingual report generation<\/div><\/li><\/div><\/ol><div data-pos=\"9726\" class=\"react-renderer node-paragraph animatable-on-load animatable-on-load-annotatable block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><b>Value to the business<\/b><\/div><\/div><\/div><\/div><ul data-pos=\"9749\" class=\"react-renderer node-bullet animatable-on-load animatable-on-load-annotatable block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">Analysts stop \u201cbuilding slides\u201d<\/div><\/li><\/div><\/ul><ul data-pos=\"9782\" class=\"react-renderer node-bullet animatable-on-load animatable-on-load-annotatable block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">Executives get context, not raw charts<\/div><\/li><\/div><\/ul><ul data-pos=\"9822\" class=\"react-renderer node-bullet animatable-on-load animatable-on-load-annotatable block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">Consistent storytelling across the organization<\/div><\/li><\/div><\/ul><div data-pos=\"9871\" class=\"react-renderer node-heading animatable-on-load animatable-on-load-annotatable block block-heading\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;display:flex;flex-direction:column;align-items:var(--flex-align)\" data-node-view-wrapper=\"\"><div dir=\"auto\" level=\"3\" data-placeholder=\"Heading 3\" class=\"heading themed-heading\" style=\"white-space:pre-wrap;min-width:min(100%, 10em);align-self:var(--descendant-align-self, self-start)\" data-node-view-content=\"\"><div data-node-view-content-inner=\"heading\" style=\"white-space:inherit\">CEO-Level Presentations & Data Storytelling<\/div><\/div><\/div><\/div><div data-pos=\"9916\" class=\"react-renderer node-image animatable-on-load animatable-on-load-annotatable animatable-on-load-atom block block-image\" draggable=\"true\" STYLE=\"white-space: inherit;undefined\"><div as=\"div\" class=\"non-clickable\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><div dir=\"ltr\" data-media-node-wrapper=\"true\" data-testid=\"image-node-wrapper\" class=\"gamma-moveable-wrapper css-fz71is\"><div data-drag-handle=\"true\" data-image-node-element=\"true\" data-selection-ring=\"inside\" data-selection-background=\"true\" data-node-image-testid=\"0oY66\" class=\"css-niy15j\"><div class=\"image cropped-image css-11lrhya\" data-content-reference=\"1,1\" data-drag-preview=\"true\" data-scale-preview=\"true\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/imgproxy.gamma.app\/resize\/quality:80\/resizing_type:fit\/width:2000\/https:\/\/cdn.gamma.app\/m8bjwpvfx854ine\/1dc2b9ead71f47cb871a108fa8904cd9\/original\/pexels-photo-6949476.jpeg\" class=\"chakra-image css-zec7a\"\/><\/div><span><\/span><\/div><\/div><\/div><\/div><div data-pos=\"9917\" class=\"react-renderer node-blockquote animatable-on-load animatable-on-load-annotatable block block-blockquote\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal\" data-node-view-wrapper=\"\"><div data-selection-ring=\"padded\" dir=\"ltr\" class=\"css-79elbk\"><blockquote as=\"blockquote\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"blockquote\" style=\"white-space:inherit\"><div data-pos=\"9918\" class=\"react-renderer node-paragraph animatable-on-load block block-paragraph first-block last-block\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">Turn data into decisions<\/div><\/div><\/div><\/div><\/div><\/blockquote><div class=\"css-1az8gwb\"><\/div><\/div><\/div><\/div><div data-pos=\"9945\" class=\"react-renderer node-paragraph animatable-on-load animatable-on-load-annotatable block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><b>AI-assisted key activities<\/b><\/div><\/div><\/div><\/div><ol data-pos=\"9973\" class=\"react-renderer node-numbered animatable-on-load animatable-on-load-annotatable block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"1\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Executive-ready slide generation<\/div><\/li><\/div><\/ol><ol data-pos=\"10007\" class=\"react-renderer node-numbered animatable-on-load animatable-on-load-annotatable block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"2\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Insight-first structure (problem \u2192 insight \u2192 action)<\/div><\/li><\/div><\/ol><ol data-pos=\"10061\" class=\"react-renderer node-numbered animatable-on-load animatable-on-load-annotatable block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"3\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Story arc creation (past \u2192 present \u2192 future)<\/div><\/li><\/div><\/ol><ol data-pos=\"10107\" class=\"react-renderer node-numbered animatable-on-load animatable-on-load-annotatable block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"4\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Visual recommendation (best chart for each insight)<\/div><\/li><\/div><\/ol><ol data-pos=\"10160\" class=\"react-renderer node-numbered animatable-on-load animatable-on-load-annotatable block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"5\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Risk & opportunity framing<\/div><\/li><\/div><\/ol><ol data-pos=\"10188\" class=\"react-renderer node-numbered animatable-on-load animatable-on-load-annotatable block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"6\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Actionable recommendations with quantified impact<\/div><\/li><\/div><\/ol><div data-pos=\"10239\" class=\"react-renderer node-paragraph animatable-on-load animatable-on-load-annotatable block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><b>Value to the business<\/b><\/div><\/div><\/div><\/div><ul data-pos=\"10262\" class=\"react-renderer node-bullet animatable-on-load animatable-on-load-annotatable block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">Clear strategic narratives<\/div><\/li><\/div><\/ul><ul data-pos=\"10290\" class=\"react-renderer node-bullet animatable-on-load animatable-on-load-annotatable block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">Faster executive alignment<\/div><\/li><\/div><\/ul><ul data-pos=\"10318\" class=\"react-renderer node-bullet animatable-on-load animatable-on-load-annotatable block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">Data teams seen as strategic partners, not report builders<\/div><\/li><\/div><\/ul><div data-pos=\"10378\" class=\"react-renderer node-paragraph block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"ltr\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><\/div><\/div><\/div><\/div><div data-pos=\"10380\" class=\"react-renderer node-heading animatable-on-load animatable-on-load-annotatable block block-heading\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;display:flex;flex-direction:column;align-items:var(--flex-align)\" data-node-view-wrapper=\"\"><div dir=\"auto\" level=\"3\" data-placeholder=\"Heading 3\" class=\"heading themed-heading\" style=\"white-space:pre-wrap;min-width:min(100%, 10em);align-self:var(--descendant-align-self, self-start)\" data-node-view-content=\"\"><div data-node-view-content-inner=\"heading\" style=\"white-space:inherit\">Documentation, Governance & Knowledge Retention<\/div><\/div><\/div><\/div><div data-pos=\"10429\" class=\"react-renderer node-gridLayout block block-gridLayout last-block\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal\" data-node-view-wrapper=\"\"><div class=\"grid-col-controls css-1l89kiy\" data-selection-ring=\"true\"><div class=\"layout-content\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"gridLayout\" style=\"white-space:inherit\"><div data-pos=\"10430\" class=\"react-renderer node-gridCell animatable-on-load\" STYLE=\"white-space: inherit;undefined\"><div class=\"grid-cell\" style=\"white-space:normal;position:relative\" data-selection-ring=\"true\" data-node-view-wrapper=\"\"><div data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"gridCell\" style=\"white-space:inherit\"><div data-pos=\"10431\" class=\"react-renderer node-image animatable-on-load animatable-on-load-atom block block-image first-block last-block\" draggable=\"true\" STYLE=\"white-space: inherit;undefined\"><div as=\"div\" class=\"non-clickable\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><div dir=\"ltr\" data-media-node-wrapper=\"true\" data-testid=\"image-node-wrapper\" class=\"gamma-moveable-wrapper css-fz71is\"><div data-drag-handle=\"true\" data-image-node-element=\"true\" data-selection-ring=\"inside\" data-selection-background=\"true\" data-node-image-testid=\"k5Fa8\" class=\"css-mlo9p5\"><div class=\"image cropped-image css-11lrhya\" data-content-reference=\"1,1\" data-drag-preview=\"true\" data-scale-preview=\"true\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/imgproxy.gamma.app\/resize\/quality:80\/resizing_type:fit\/width:2000\/https:\/\/cdn.gamma.app\/m8bjwpvfx854ine\/c2b52dfe74e24bdab6c6342b95c9de3b\/original\/pexels-photo-1148399.jpeg\" class=\"chakra-image css-zec7a\"\/><\/div><span><\/span><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><div data-pos=\"10433\" class=\"react-renderer node-gridCell animatable-on-load\" STYLE=\"white-space: inherit;undefined\"><div class=\"grid-cell\" style=\"white-space:normal;position:relative\" data-selection-ring=\"true\" data-node-view-wrapper=\"\"><div data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"gridCell\" style=\"white-space:inherit\"><div data-pos=\"10434\" class=\"react-renderer node-blockquote animatable-on-load block block-blockquote first-block\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal\" data-node-view-wrapper=\"\"><div data-selection-ring=\"padded\" dir=\"ltr\" class=\"css-79elbk\"><blockquote as=\"blockquote\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"blockquote\" style=\"white-space:inherit\"><div data-pos=\"10435\" class=\"react-renderer node-paragraph animatable-on-load block block-paragraph first-block last-block\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">Make analytics scalable and auditable<\/div><\/div><\/div><\/div><\/div><\/blockquote><div class=\"css-1az8gwb\"><\/div><\/div><\/div><\/div><div data-pos=\"10475\" class=\"react-renderer node-paragraph animatable-on-load block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><b>AI-assisted key activities<\/b><\/div><\/div><\/div><\/div><ol data-pos=\"10503\" class=\"react-renderer node-numbered animatable-on-load block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"1\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Auto-documentation of pipelines, metrics, and logic<\/div><\/li><\/div><\/ol><ol data-pos=\"10556\" class=\"react-renderer node-numbered animatable-on-load block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"2\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Business glossary generation<\/div><\/li><\/div><\/ol><ol data-pos=\"10586\" class=\"react-renderer node-numbered animatable-on-load block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"3\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Data lineage explanations in plain language<\/div><\/li><\/div><\/ol><ol data-pos=\"10631\" class=\"react-renderer node-numbered animatable-on-load block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"4\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Compliance & privacy checks<\/div><\/li><\/div><\/ol><ol data-pos=\"10660\" class=\"react-renderer node-numbered animatable-on-load block block-numbered\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-list-counter=\"5\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"numbered\" style=\"white-space:inherit\">Knowledge base Q&A over analytics assets<\/div><\/li><\/div><\/ol><div data-pos=\"10702\" class=\"react-renderer node-paragraph animatable-on-load block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><b>Value to the business<\/b><\/div><\/div><\/div><\/div><ul data-pos=\"10725\" class=\"react-renderer node-bullet animatable-on-load block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">Reduced key-person dependency<\/div><\/li><\/div><\/ul><ul data-pos=\"10756\" class=\"react-renderer node-bullet animatable-on-load block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">Better compliance and audit readiness<\/div><\/li><\/div><\/ul><ul data-pos=\"10795\" class=\"react-renderer node-bullet animatable-on-load block block-bullet last-block\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">Faster onboarding of new analysts<\/div><\/li><\/div><\/ul><\/div><\/div><\/div><\/div><\/div><\/div><div contentEditable=\"false\" class=\"add-column css-1yob2lz\"><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><div data-pos=\"10834\" class=\"react-renderer node-card block block-card\" STYLE=\"white-space: inherit;undefined\"><div as=\"div\" style=\"white-space:normal;min-height:0\" data-node-view-wrapper=\"\"><style data-emotion=\"css 1r4z5t0\">.css-1r4z5t0{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;top:0px;left:0px;position:relative;width:100%;height:100%;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;cursor:default;font-size:var(--editor-font-size, 1rem);padding-top:var(--card-outer-padding-y);padding-bottom:var(--card-outer-padding-y);padding-left:var(--card-outer-padding-left);padding-right:var(--card-outer-padding-right);margin:0 auto;transition-property:transform,padding;transition-duration:200ms;--card-inner-padding-x:calc(3.5em \/ var(--card-font-scale, 1));--card-inner-padding-y:calc(2.75em \/ var(--card-font-scale, 1));--card-inner-padding:var(--card-inner-padding-y) var(--card-inner-padding-x);--card-outer-padding-left:calc(var(--card-outer-padding-x) + var(--doc-padding-left, 0px) + 0px);--card-outer-padding-right:calc(var(--card-outer-padding-x) + var(--doc-padding-right, 0px) + 0px);--card-outer-padding-x:2em;--card-outer-padding-y:2em;--comment-padding:3.5em;--nested-card-margin:calc(-1 * var(--comment-padding));--top-accent-height-sm:6.25em;--top-accent-height-md:12.5em;--top-accent-height-lg:18.75em;--top-accent-height:var(--top-accent-height-md);--behind-accent-height:24em;--font-size:calc(1.1 * var(--card-font-scale, 1) * var(--editor-font-size, 1rem) * 1 * var(--viewport-scale-factor, 1.125));--card-font-scale:1;--card-width:calc(50.18181818181818em \/ var(--card-font-scale, 1));--card-min-height:0px;--max-content-width:calc(43.18181818181818em \/ var(--card-font-scale, 1));--card-max-width:var(--editor-width);--media-scale:min(1, var(--card-font-scale, 1));--zoom-level:1;--card-vertical-align:center;}<\/style><div data-animate-value=\"doc\" data-card-id=\"q4tql8tgbkodaic\" data-card-scroll-element=\"true\" class=\"card-wrapper card-expanded css-1r4z5t0\"><style data-emotion=\"css 10kcpju\">.css-10kcpju{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;font-size:var(--font-size);position:relative;width:var(--card-width);min-width:0%;min-height:var(--card-min-height);max-width:var(--card-max-width);border-radius:var(--card-border-radius);--grid-outline-color:var(--chakra-colors-gray-200);--card-background-color:#F2F2F2;--card-background-image:none;--card-border-color:#ffd925;--card-backdrop-filter:none;--card-border:var(--card-border-width) solid var(--card-border-color);--card-border-width:0.25em;--card-border-radius:2em;--card-shadow-distance:0.7em;--card-border-shadow:0 0 0 0.25em #ffd925;--card-box-shadow:var(--card-shadow-distance) var(--card-shadow-distance) 0 0 var(--card-border-color);--card-shadow:0 0 0 0.25em #ffd925,var(--card-shadow-distance) var(--card-shadow-distance) 0 0 var(--card-border-color);--clickable-background-color:#e5e5e599;--box-border-radius:1.25em;--shape-border-width:0.0625em;--line-thickness:max(round(0.125em, 1px), 1px);--button-border-radius:0.375em;--shape-bg-image:var(--accent-gradient-background);--shape-bg-color-alpha:#fcf4cfff;--shape-bg-color-alpha-dim:#fbf1c1ff;--shape-bg-color-alpha-light:#fdf7ddff;--shape-bg-color:#fcf4cfff;--shape-border-color:#e2dab5ff;--shape-text-color:#272525;--line-color:#e2dab5ff;--shape-bg-image-svg:url(#theme-accent-background-gradient-linear);--shape-bg-image-svg-rtl:url(#theme-accent-background-gradient-linear-rtl);--shape-fill:var(--accent-gradient-fill, var(--accent-color));--shape-fill-opacity:1;--shape-fill-svg:url(#theme-accent-gradient-linear) var(--accent-color);--shape-fill-svg-rtl:url(#theme-accent-gradient-linear-rtl) var(--accent-color);--shape-fill-svg-dim:var(--accent-color-dim);--shape-fill-svg-light:var(--accent-color-light);--shape-fill-text-color:#000;--accent-color-dim:#927500ff;--accent-color-light:#c5a822ff;--shape-shadow:none;--clickable-shadow:0 0.25em 0.375em -0.0625em rgba(0, 0, 0, 0.1),0 0.125em 0.25em -0.0625em rgba(0, 0, 0, 0.06);--body-font:\"DM Sans\";--heading-font:\"Inter\";--heading-font-weight:700;--body-font-weight:400;--letter-spacing-body:0.03em;--letter-spacing-heading:-0.01em;--line-height-body:1.5;--line-height-heading:1.25;--accent-color:#ac8f09;--accent-color-readable:#493c04ff;--accent-color-background-muted:#fcf4cfff;--expandable-hover-background:#493c041a;--neutral-border-color:var(--chakra-colors-blackAlpha-200);--neutral-background-color:#e5e5e5ff;--button-color:#493c04ff;--button-color-inverted:#fff;--link-color:#493c04ff;--link-color-hover:#796407ff;--link-box-shadow:0 0 0px 3px #493c04ff;--body-color:#272525;--body-color-muted:#27252580;--body-color-inverted:#fff;--link-color-inverted:#fff;--highlight-color-dark:var(--body-color-inverted);--highlight-color-light:var(--body-color);--highlight-link-color-hover-dark:#e6e6e6ff;--highlight-link-color-hover-light:#413e3eff;--heading-color:#000000;--card-color:#F2F2F2;--card-color-mask:#f2f2f2d9;--placeholder-button-bg-color:var(--chakra-colors-gray-200);--placeholder-button-bg-hover-color:var(--chakra-colors-gray-300);--placeholder-button-text-color:var(--chakra-colors-gray-400);--placeholder-button-text-hover-color:var(--chakra-colors-gray-700);}<\/style><div class=\"card-body css-10kcpju\" data-card-body=\"q4tql8tgbkodaic\" data-selection-ring=\"true\" data-guider-highlight=\"card-body\" data-content-reference=\"true\" data-testid=\"card-body\" data-hide-comments=\"false\"><style data-emotion=\"css 1sp6d9d\">.css-1sp6d9d{position:absolute;inset:0px;box-shadow:var(--card-shadow);-webkit-backdrop-filter:var(--card-backdrop-filter);backdrop-filter:var(--card-backdrop-filter);background-color:var(--card-background-color);background-image:var(--card-background-image);border-radius:var(--card-border-radius);}@media print{.css-1sp6d9d{box-shadow:var(--card-box-shadow);border:var(--card-border);}}<\/style><div class=\"card-body-background css-1sp6d9d\" contentEditable=\"false\"><\/div><div class=\"card-layout css-tiu1p0\" spellCheck=\"false\"><div class=\"chakra-stack css-15maf5o\" contentEditable=\"false\"><div class=\"css-17xejub\"><\/div><div class=\"css-17xejub\"><\/div><\/div><div dir=\"ltr\" class=\"card-content\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"card\" style=\"white-space:inherit\"><div data-pos=\"10835\" class=\"react-renderer node-cardLayoutItem\" data-layout-item-id=\"body\" STYLE=\"white-space: inherit;undefined\"><div dir=\"ltr\" as=\"div\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><style data-emotion=\"css 1jw19ud\">.css-1jw19ud{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;width:100%;height:100%;position:relative;border-radius:var(--card-border-radius);-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;-webkit-box-pack:var(--card-vertical-align);-ms-flex-pack:var(--card-vertical-align);-webkit-justify-content:var(--card-vertical-align);justify-content:var(--card-vertical-align);}<\/style><div data-content-reference=\"true\" class=\"card-layout-cell-bg css-1jw19ud\" data-selection-ring=\"true\" data-selection-background=\"true\"><div as=\"div\" style=\"white-space:pre-wrap;width:100%\" data-node-view-content=\"\"><div data-node-view-content-inner=\"cardLayoutItem\" style=\"white-space:inherit\"><div data-pos=\"10836\" class=\"react-renderer node-heading animatable-on-load animatable-on-load-annotatable block block-heading first-block first-block-in-card\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;display:flex;flex-direction:column;align-items:var(--flex-align)\" data-node-view-wrapper=\"\"><div dir=\"auto\" level=\"3\" data-placeholder=\"Untitled card\" class=\"heading themed-heading\" style=\"white-space:pre-wrap;min-width:min(100%, 10em);align-self:var(--descendant-align-self, self-start)\" data-node-view-content=\"\"><div data-node-view-content-inner=\"heading\" style=\"white-space:inherit\"><span hex=\"#000000\" STYLE=\"--text-color: #000000\" class=\"textColor\">The New Role of the Data Specialist (With AI)<\/span><\/div><\/div><\/div><\/div><div data-pos=\"10883\" class=\"react-renderer node-paragraph animatable-on-load animatable-on-load-annotatable block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">With AI handling execution, the data specialist evolves into:<\/div><\/div><\/div><\/div><div data-pos=\"10946\" class=\"react-renderer node-gridLayout block block-gridLayout\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal\" data-node-view-wrapper=\"\"><div class=\"grid-col-controls css-ne0fyw\" data-selection-ring=\"true\"><div class=\"layout-content\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"gridLayout\" style=\"white-space:inherit\"><div data-pos=\"10947\" class=\"react-renderer node-gridCell animatable-on-load\" STYLE=\"white-space: inherit;undefined\"><div class=\"grid-cell\" style=\"white-space:normal;position:relative;justify-content:center\" data-selection-ring=\"true\" data-node-view-wrapper=\"\"><div data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"gridCell\" style=\"white-space:inherit\"><div data-pos=\"10948\" class=\"react-renderer node-smartDiagram animatable-on-load animatable-on-load-atom block block-smartDiagram first-block last-block\" STYLE=\"white-space: inherit;undefined\"><\/div><\/div><\/div><\/div><\/div><div data-pos=\"10950\" class=\"react-renderer node-gridCell animatable-on-load\" STYLE=\"white-space: inherit;undefined\"><div class=\"grid-cell\" style=\"white-space:normal;position:relative;justify-content:center\" data-selection-ring=\"true\" data-node-view-wrapper=\"\"><div data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"gridCell\" style=\"white-space:inherit\"><ul data-pos=\"10951\" class=\"react-renderer node-bullet animatable-on-load block block-bullet first-block\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">Insight Orchestrator<\/div><\/li><\/div><\/ul><ul data-pos=\"10973\" class=\"react-renderer node-bullet animatable-on-load block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">Business Translator<\/div><\/li><\/div><\/ul><ul data-pos=\"10994\" class=\"react-renderer node-bullet animatable-on-load block block-bullet\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">Decision Architect<\/div><\/li><\/div><\/ul><ul data-pos=\"11014\" class=\"react-renderer node-bullet animatable-on-load block block-bullet last-block\" indent=\"0\" STYLE=\"white-space: inherit;undefined\"><div dir=\"auto\" style=\"white-space:normal\" data-node-view-wrapper=\"\"><li as=\"li\" data-testid=\"bullet-list-item\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"bullet\" style=\"white-space:inherit\">Strategic Storyteller<\/div><\/li><\/div><\/ul><\/div><\/div><\/div><\/div><\/div><\/div><div contentEditable=\"false\" class=\"add-column css-1yob2lz\"><\/div><\/div><\/div><\/div><div data-pos=\"11039\" class=\"react-renderer node-smartDiagram animatable-on-load animatable-on-load-annotatable animatable-on-load-atom block block-smartDiagram\" STYLE=\"white-space: inherit;undefined\"><\/div><div data-pos=\"11040\" class=\"react-renderer node-blockquote animatable-on-load animatable-on-load-annotatable block block-blockquote\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal\" data-node-view-wrapper=\"\"><div data-selection-ring=\"padded\" dir=\"ltr\" class=\"css-79elbk\"><blockquote as=\"blockquote\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"blockquote\" style=\"white-space:inherit\"><div data-pos=\"11041\" class=\"react-renderer node-paragraph animatable-on-load block block-paragraph first-block last-block\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">Without <b>Context<\/b>, the AI guesses. Without <b>Instruction<\/b>, it wanders. Without <b>Data<\/b>, it hallucinates. And without a defined <b>Output<\/b>, it wastes your time.<\/div><\/div><\/div><\/div><\/div><\/blockquote><div class=\"css-1az8gwb\"><\/div><\/div><\/div><\/div><div data-pos=\"11191\" class=\"react-renderer node-paragraph animatable-on-load animatable-on-load-annotatable block block-paragraph last-block\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\">By adopting the CIDO Framework, you move from being a "user" of AI to an <span hex=\"#0e6051\" STYLE=\"--text-color: #0e6051\" class=\"textColor\"><b>orchestrator<\/b><\/span> of data solutions.<\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><div data-pos=\"11299\" class=\"react-renderer node-card block block-card last-block\" STYLE=\"white-space: inherit;undefined\"><div as=\"div\" style=\"white-space:normal;min-height:0\" data-node-view-wrapper=\"\"><div data-animate-value=\"doc\" data-card-id=\"vsyl1u0igozdza6\" data-card-scroll-element=\"true\" class=\"card-wrapper card-expanded css-74kd21\"><style data-emotion=\"css 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animatable-on-load-annotatable block block-heading first-block first-block-in-card\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;display:flex;flex-direction:column;align-items:var(--flex-align)\" data-node-view-wrapper=\"\"><div dir=\"auto\" level=\"2\" data-placeholder=\"Untitled card\" class=\"heading themed-heading\" style=\"white-space:pre-wrap;min-width:min(100%, 10em);align-self:var(--descendant-align-self, self-start)\" data-node-view-content=\"\"><div data-node-view-content-inner=\"heading\" style=\"white-space:inherit\"><mark hex=\"#F9D933\" STYLE=\"--highlight-color: #F9D933; color: var(--highlight-color-light); --link-color: var(--highlight-color-light); --link-color-hover:var(--highlight-link-color-hover-light)\" class=\"highlight\"> Take Your Career to the Next Level <\/mark><\/div><\/div><\/div><\/div><div data-pos=\"11339\" class=\"react-renderer node-paragraph animatable-on-load animatable-on-load-annotatable block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" data-font-size=\"lg\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><mark hex=\"#FFFFFF\" STYLE=\"--highlight-color: #FFFFFF; color: var(--highlight-color-light); --link-color: var(--highlight-color-light); --link-color-hover:var(--highlight-link-color-hover-light)\" class=\"highlight\">Ready to master the art of AI-driven analysis? This framework is just the beginning.<\/mark><\/div><\/div><\/div><\/div><div data-pos=\"11425\" class=\"react-renderer node-paragraph animatable-on-load animatable-on-load-annotatable block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" data-font-size=\"lg\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><mark hex=\"#FFFFFF\" STYLE=\"--highlight-color: #FFFFFF; color: var(--highlight-color-light); --link-color: var(--highlight-color-light); --link-color-hover:var(--highlight-link-color-hover-light)\" class=\"highlight\">If you want to transition from basic prompting to becoming a sophisticated, AI-enabled Data Specialist, join our training: <\/mark><mark hex=\"#FFFFFF\" STYLE=\"--highlight-color: #FFFFFF; color: var(--highlight-color-light); --link-color: var(--highlight-color-light); --link-color-hover:var(--highlight-link-color-hover-light)\" class=\"highlight\"><b>Applied AI for Strategic Data-Driven Decisioning: Prompt Engineering for Data Analysts<\/b><\/mark><mark hex=\"#FFFFFF\" STYLE=\"--highlight-color: #FFFFFF; color: var(--highlight-color-light); --link-color: var(--highlight-color-light); --link-color-hover:var(--highlight-link-color-hover-light)\" class=\"highlight\">.<\/mark><\/div><\/div><\/div><\/div><div data-pos=\"11637\" class=\"react-renderer node-paragraph animatable-on-load animatable-on-load-annotatable block block-paragraph\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal;position:relative\" data-node-view-wrapper=\"\"><div dir=\"auto\" data-font-size=\"lg\" style=\"white-space:pre-wrap\" data-node-view-content=\"\"><div data-node-view-content-inner=\"paragraph\" style=\"white-space:inherit\"><mark hex=\"#FFFFFF\" STYLE=\"--highlight-color: #FFFFFF; color: var(--highlight-color-light); --link-color: var(--highlight-color-light); --link-color-hover:var(--highlight-link-color-hover-light)\" class=\"highlight\">In this course, we dive deep into advanced CIDO applications, automated workflow design, and strategic decision-making powered by LLMs.<\/mark><\/div><\/div><\/div><\/div><div data-pos=\"11774\" class=\"react-renderer node-gridLayout block block-gridLayout\" STYLE=\"white-space: inherit;undefined\"><div style=\"white-space:normal\" data-node-view-wrapper=\"\"><style data-emotion=\"css yget9e\">.css-yget9e{display:grid;grid-gap:var(--grid-border);position:relative;grid-template-columns:70% 30%;}<\/style><div class=\"grid-col-controls css-yget9e\" data-selection-ring=\"true\"><div class=\"layout-content\" data-node-view-content=\"\" style=\"white-space:pre-wrap\"><div data-node-view-content-inner=\"gridLayout\" style=\"white-space:inherit\"><div data-pos=\"11775\" class=\"react-renderer node-gridCell animatable-on-load\" STYLE=\"white-space: inherit;undefined\"><div 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class=\"textColor\"><span data-pos=\"11777\" class=\"react-renderer node-link\" STYLE=\"white-space: inherit;undefined\"><span as=\"span\" data-node-view-wrapper=\"\" style=\"white-space:normal\"><a class=\"chakra-text link css-0\" rel=\"noopener nofollow\" href=\"https:\/\/go.hotmart.com\/D103982345M\">Enroll for the <\/a><\/span><\/span><\/span><mark hex=\"#AFCBF8\" STYLE=\"--highlight-color: #AFCBF8; color: var(--highlight-color-light); --link-color: var(--highlight-color-light); --link-color-hover:var(--highlight-link-color-hover-light)\" class=\"highlight\"><span data-pos=\"11792\" class=\"react-renderer node-link\" STYLE=\"white-space: inherit;undefined\"><span as=\"span\" data-node-view-wrapper=\"\" style=\"white-space:normal\"><a class=\"chakra-text link css-0\" rel=\"noopener nofollow\" href=\"https:\/\/go.hotmart.com\/D103982345M\"> AI For Data Analysts <\/a><\/span><\/span><\/mark><span hex=\"#000000\" STYLE=\"--text-color: #000000\" class=\"textColor\"><span 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Create a Python script using Pandas to identify and handle outliers in a dataset.\"}]},{\"type\":\"bullet\",\"attrs\":{\"indent\":0},\"content\":[{\"type\":\"text\",\"text\":\"Data:\",\"marks\":[{\"type\":\"bold\",\"attrs\":{}}]},{\"type\":\"text\",\"text\":\" A dataset (sales_data.csv) containing unit_price, quantity, and transaction_timestamp.\"}]},{\"type\":\"bullet\",\"attrs\":{\"indent\":0},\"content\":[{\"type\":\"text\",\"text\":\"Output\/Outcome:\",\"marks\":[{\"type\":\"bold\",\"attrs\":{}}]},{\"type\":\"text\",\"text\":\" A clean, commented script that uses the Interquartile Range (IQR) method and exports a report of how many rows were modified.\"}]},{\"type\":\"heading\",\"attrs\":{\"level\":4},\"content\":[{\"type\":\"text\",\"text\":\"Result:\"}]},{\"type\":\"toggle\",\"attrs\":{\"id\":\"DxR8r\"},\"content\":[{\"type\":\"toggleSummary\",\"content\":[{\"type\":\"text\",\"text\":\"import pandas as pd\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"# -----------------------------\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"# Configuration\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"# -----------------------------\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"INPUT_FILE = \\\"sales_data.csv\\\"\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"OUTPUT_FILE = \\\"sales_data_clean.csv\\\"\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"REPORT_FILE = \\\"outlier_report.csv\\\"\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"NUMERIC_COLUMNS = [\\\"unit_price\\\", \\\"quantity\\\"]\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"# -----------------------------\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"# Load data\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"# -----------------------------\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"df = pd.read_csv(INPUT_FILE)\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"# Ensure timestamp is properly typed (good data hygiene)\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"df[\\\"transaction_timestamp\\\"] = pd.to_datetime(\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\" df[\\\"transaction_timestamp\\\"], errors=\\\"coerce\\\"\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\")\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"# Keep a copy to compare changes later\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"df_original = df.copy()\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"# -----------------------------\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"# IQR-based outlier handling\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"# -----------------------------\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"outlier_report = []\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"for col in NUMERIC_COLUMNS:\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\" # Calculate IQR bounds\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\" q1 = df[col].quantile(0.25)\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\" q3 = df[col].quantile(0.75)\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\" iqr = q3 - q1\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\" lower_bound = q1 - 1.5 * iqr\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\" upper_bound = q3 + 1.5 * iqr\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\" # Identify outliers\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\" outlier_mask = (df[col] \\u003c lower_bound) | (df[col] \\u003e upper_bound)\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\" outlier_count = outlier_mask.sum()\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\" # Cap values to the IQR bounds (winsorization)\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\" df.loc[df[col] \\u003c lower_bound, col] = lower_bound\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\" df.loc[df[col] \\u003e upper_bound, col] = upper_bound\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\" outlier_report.append({\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\" \\\"column\\\": col,\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\" \\\"lower_bound\\\": lower_bound,\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\" \\\"upper_bound\\\": upper_bound,\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\" \\\"rows_modified\\\": int(outlier_count)\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\" })\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"# -----------------------------\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"# Build summary report\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"# -----------------------------\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"report_df = pd.DataFrame(outlier_report)\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"report_df[\\\"total_rows\\\"] = len(df)\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"# Optional: total rows affected across all columns\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"total_rows_modified = (\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\" df[NUMERIC_COLUMNS] != df_original[NUMERIC_COLUMNS]\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\").any(axis=1).sum()\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"summary_row = {\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\" \\\"column\\\": \\\"ALL\\\",\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\" \\\"lower_bound\\\": None,\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\" \\\"upper_bound\\\": None,\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\" \\\"rows_modified\\\": int(total_rows_modified),\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\" \\\"total_rows\\\": len(df)\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"}\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"report_df = pd.concat(\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\" [report_df, pd.DataFrame([summary_row])],\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\" ignore_index=True\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\")\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"# -----------------------------\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"# Export outputs\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"# -----------------------------\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"df.to_csv(OUTPUT_FILE, index=False)\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"report_df.to_csv(REPORT_FILE, index=False)\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"print(\\\"Outlier handling completed.\\\")\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"print(f\\\"Clean data saved to: {OUTPUT_FILE}\\\")\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"print(f\\\"Outlier report saved to: {REPORT_FILE}\\\")\"}]},{\"type\":\"paragraph\"},{\"type\":\"paragraph\"}]}]},{\"type\":\"smartLayoutCell\",\"attrs\":{\"id\":\"MB5ZP\",\"options\":{}},\"content\":[{\"type\":\"heading\",\"attrs\":{\"level\":4},\"content\":[{\"type\":\"text\",\"text\":\"Scenario 2: Explaining Insights to Stakeholders\"}]},{\"type\":\"image\",\"attrs\":{\"id\":\"SfAI_\",\"src\":\"https:\/\/cdn.gamma.app\/m8bjwpvfx854ine\/a88a5e5a403f441eb455a7d5b6c191e0\/original\/pexels-photo-7876511.jpeg\",\"uploadStatus\":0,\"meta\":{\"height\":1253,\"width\":1880,\"description\":\"Colleagues engaged in a finance presentation analyzing growth charts and data 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Marketing team.\"}]},{\"type\":\"bullet\",\"attrs\":{\"indent\":0},\"content\":[{\"type\":\"text\",\"text\":\"Instruction:\",\"marks\":[{\"type\":\"bold\",\"attrs\":{}}]},{\"type\":\"text\",\"text\":\" Translate technical statistical significance into \\\"plain English\\\" business value.\"}]},{\"type\":\"bullet\",\"attrs\":{\"indent\":0},\"content\":[{\"type\":\"text\",\"text\":\"Data:\",\"marks\":[{\"type\":\"bold\",\"attrs\":{}}]},{\"type\":\"text\",\"text\":\" An A\/B test result showing a p-value of 0.03 and a 5% lift in Click-Through Rate (CTR).\"}]},{\"type\":\"bullet\",\"attrs\":{\"indent\":0},\"content\":[{\"type\":\"text\",\"text\":\"Output\/Outcome:\",\"marks\":[{\"type\":\"bold\",\"attrs\":{}}]},{\"type\":\"text\",\"text\":\" A 3-bullet summary that explains whether the test was successful and if the team should \\\"roll out\\\" the 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In other words, it\u2019s a real improvement, not a fluke.\"}]},{\"type\":\"bullet\",\"attrs\":{\"indent\":0},\"content\":[{\"type\":\"text\",\"text\":\"What this means for the business:\",\"marks\":[{\"type\":\"bold\",\"attrs\":{}}]},{\"type\":\"text\",\"text\":\" A 5% lift in CTR translates directly into \"},{\"type\":\"text\",\"text\":\"more people engaging with our campaigns\",\"marks\":[{\"type\":\"bold\",\"attrs\":{}}]},{\"type\":\"text\",\"text\":\"\u2014which typically leads to more leads, more conversions, and better ROI from the same marketing spend.\"}]},{\"type\":\"bullet\",\"attrs\":{\"indent\":0},\"content\":[{\"type\":\"text\",\"text\":\"Recommendation:\",\"marks\":[{\"type\":\"bold\",\"attrs\":{}}]},{\"type\":\"text\",\"text\":\" \"},{\"type\":\"emoji\",\"attrs\":{\"id\":\"white_check_mark\",\"native\":\"\u2705\"}},{\"type\":\"text\",\"text\":\" \"},{\"type\":\"text\",\"text\":\"Roll it out.\",\"marks\":[{\"type\":\"bold\",\"attrs\":{}}]},{\"type\":\"text\",\"text\":\" The improvement is statistically reliable and delivers clear upside with low risk, making it a smart move to launch this version to all users.\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"If you want, I can also add a \"},{\"type\":\"text\",\"text\":\"one-liner for exec slides\",\"marks\":[{\"type\":\"bold\",\"attrs\":{}}]},{\"type\":\"text\",\"text\":\" or a \"},{\"type\":\"text\",\"text\":\"\u201cwhat could go wrong\u201d risk note\",\"marks\":[{\"type\":\"bold\",\"attrs\":{}}]},{\"type\":\"text\",\"text\":\" for stakeholders.\"}]},{\"type\":\"paragraph\"}]}]}]}]}]},{\"type\":\"card\",\"attrs\":{\"id\":\"qcx2oitni4vzi8p\",\"background\":{\"type\":\"none\"},\"container\":{},\"cardSize\":\"full\",\"layout\":\"blank\",\"cardMarginSettings\":{},\"hidden\":false},\"content\":[{\"type\":\"cardLayoutItem\",\"attrs\":{\"itemId\":\"body\"},\"content\":[{\"type\":\"heading\",\"attrs\":{\"level\":2},\"content\":[{\"type\":\"text\",\"text\":\"Why Use CIDO?\"}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"To radically reduce effort \"},{\"type\":\"text\",\"text\":\"and\",\"marks\":[{\"type\":\"italic\",\"attrs\":{}}]},{\"type\":\"text\",\"text\":\" increase strategic impact, \"},{\"type\":\"text\",\"text\":\"an AI Enabled Data Specialist can leverage CIDO Framework across the entire analytics lifecycle\",\"marks\":[{\"type\":\"bold\",\"attrs\":{}}]},{\"type\":\"text\",\"text\":\" in activities like:\"}]},{\"type\":\"gridLayout\",\"attrs\":{\"colWidths\":[53,47],\"fullWidthBlock\":false},\"content\":[{\"type\":\"gridCell\",\"content\":[{\"type\":\"paragraph\"},{\"type\":\"heading\",\"attrs\":{\"level\":3},\"content\":[{\"type\":\"text\",\"text\":\"Data Ingestion \\u0026 Integration\"}]},{\"type\":\"blockquote\",\"content\":[{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"Get data connected fast, correctly, and at scale\"}]}]},{\"type\":\"paragraph\",\"content\":[{\"type\":\"text\",\"text\":\"AI-assisted key activities\",\"marks\":[{\"type\":\"bold\",\"attrs\":{}}]}]},{\"type\":\"numbered\",\"attrs\":{\"indent\":0},\"content\":[{\"type\":\"text\",\"text\":\"Auto-discovery of data sources (databases, APIs, SaaS, files, streams)\"}]},{\"type\":\"numbered\",\"attrs\":{\"indent\":0},\"content\":[{\"type\":\"text\",\"text\":\"Schema inference \\u0026 automatic data type detection\"}]},{\"type\":\"numbered\",\"attrs\":{\"indent\":0},\"content\":[{\"type\":\"text\",\"text\":\"Intelligent connector generation (SQL, REST, GraphQL)\"}]},{\"type\":\"numbered\",\"attrs\":{\"indent\":0},\"content\":[{\"type\":\"text\",\"text\":\"AI-generated ingestion pipelines (batch \\u0026 streaming)\"}]},{\"type\":\"numbered\",\"attrs\":{\"indent\":0},\"content\":[{\"type\":\"text\",\"text\":\"Automatic join\/key suggestions across heterogeneous 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