{"product_id":"dev-06-the-data-analyst","title":"The Data Analyst","description":"\u003cdiv class=\"verax-spec-sheet\"\u003e\n  \u003cdiv class=\"verax-spec-header\"\u003e\n    \u003cdiv class=\"verax-spec-title\"\u003eSPECIFICATION\u003c\/div\u003e\n    \u003cdiv class=\"verax-spec-id\"\u003eDEV-06\u003c\/div\u003e\n  \u003c\/div\u003e\n  \u003cdiv class=\"verax-spec-grid\"\u003e\n    \u003cdiv class=\"verax-spec-item\"\u003e\n\u003cspan class=\"verax-spec-label\"\u003eCATEGORY\u003c\/span\u003e\u003cspan class=\"verax-spec-value\"\u003eTechnical\u003c\/span\u003e\n\u003c\/div\u003e\n    \u003cdiv class=\"verax-spec-item\"\u003e\n\u003cspan class=\"verax-spec-label\"\u003eFOCUS\u003c\/span\u003e\u003cspan class=\"verax-spec-value\"\u003eExploratory data analysis, confounding checks \u0026amp; multiple-comparisons discipline\u003c\/span\u003e\n\u003c\/div\u003e\n    \u003cdiv class=\"verax-spec-item\"\u003e\n\u003cspan class=\"verax-spec-label\"\u003eBEST FOR\u003c\/span\u003e\u003cspan class=\"verax-spec-value\"\u003eChecking whether a data finding survives disaggregation and multiple-testing scrutiny\u003c\/span\u003e\n\u003c\/div\u003e\n    \u003cdiv class=\"verax-spec-item\"\u003e\n\u003cspan class=\"verax-spec-label\"\u003eMETHODOLOGY\u003c\/span\u003e\u003cspan class=\"verax-spec-value\"\u003eExploratory data analysis · Confounding-variable check · Multiple-comparisons check\u003c\/span\u003e\n\u003c\/div\u003e\n    \u003cdiv class=\"verax-spec-item\"\u003e\n\u003cspan class=\"verax-spec-label\"\u003eFORMAT\u003c\/span\u003e\u003cspan class=\"verax-spec-value\"\u003e.md + .txt\u003c\/span\u003e\n\u003c\/div\u003e\n    \u003cdiv class=\"verax-spec-item\"\u003e\n\u003cspan class=\"verax-spec-label\"\u003eCOMPATIBLE MODELS\u003c\/span\u003e\u003cspan class=\"verax-spec-value\"\u003eAll (ChatGPT, Claude, Gemini, Grok + more)\u003c\/span\u003e\n\u003c\/div\u003e\n    \u003cdiv class=\"verax-spec-item\" style=\"border-bottom: none; padding-bottom: 0;\"\u003e\n\u003cspan class=\"verax-spec-label\"\u003eSKILL LEVEL\u003c\/span\u003e\u003cspan class=\"verax-spec-value\"\u003eAdvanced\u003c\/span\u003e\n\u003c\/div\u003e\n  \u003c\/div\u003e\n\u003c\/div\u003e\n\u003cdiv class=\"verax-comp-grid\"\u003e\n  \u003cdiv class=\"ai-box ai-general card\"\u003e\n    \u003cdiv class=\"chat-header\"\u003eGENERAL ASSISTANT\u003c\/div\u003e\n    \u003cdiv class=\"chat-window\"\u003e\n      \u003cdiv class=\"msg-row msg-user\"\u003e\n        \u003cdiv class=\"msg-avatar msg-avatar-user\"\u003e\u003csvg width=\"18\" height=\"18\" viewbox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\"\u003e\u003cpath d=\"M20 21v-2a4 4 0 0 0-4-4H8a4 4 0 0 0-4 4v2\"\u003e\u003c\/path\u003e\u003ccircle cx=\"12\" cy=\"7\" r=\"4\"\u003e\u003c\/circle\u003e\u003c\/svg\u003e\u003c\/div\u003e\n        \u003cdiv class=\"msg-content\"\u003eOur new sales process has a lower close rate overall than the old one, so we should switch back.\u003c\/div\u003e\n      \u003c\/div\u003e\n      \u003cdiv class=\"msg-row msg-ai ai-row\"\u003e\n        \u003cdiv class=\"msg-avatar msg-avatar-ai\"\u003e\u003csvg width=\"18\" height=\"18\" viewbox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\"\u003e\u003cpath d=\"M21 15a2 2 0 0 1-2 2H7l-4 4V5a2 2 0 0 1 2-2h14a2 2 0 0 1 2 2z\"\u003e\u003c\/path\u003e\u003c\/svg\u003e\u003c\/div\u003e\n        \u003cdiv class=\"msg-content msg-content-ai\"\u003eThe data shows a significant correlation, so this effect is real - you should switch back to the old process.\u003c\/div\u003e\n      \u003c\/div\u003e\n    \u003c\/div\u003e\n    \u003cdiv class=\"chat-input\"\u003e\n      \u003cinput type=\"text\" class=\"message-input\" placeholder=\"Type your message here...\" readonly\u003e\n      \u003cbutton class=\"send-button\"\u003eSend\u003c\/button\u003e\n    \u003c\/div\u003e\n  \u003c\/div\u003e\n  \u003cdiv class=\"ai-box ai-verax card\"\u003e\n    \u003cdiv class=\"chat-header\"\u003eDEV-06 — THE DATA ANALYST\u003c\/div\u003e\n    \u003cdiv class=\"chat-window\"\u003e\n      \u003cdiv class=\"msg-row msg-user\"\u003e\n        \u003cdiv class=\"msg-avatar msg-avatar-user\"\u003e\u003csvg width=\"18\" height=\"18\" viewbox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\"\u003e\u003cpath d=\"M20 21v-2a4 4 0 0 0-4-4H8a4 4 0 0 0-4 4v2\"\u003e\u003c\/path\u003e\u003ccircle cx=\"12\" cy=\"7\" r=\"4\"\u003e\u003c\/circle\u003e\u003c\/svg\u003e\u003c\/div\u003e\n        \u003cdiv class=\"msg-content\"\u003eOur new sales process has a lower close rate overall than the old one, so we should switch back.\u003c\/div\u003e\n      \u003c\/div\u003e\n      \u003cdiv class=\"msg-row msg-ai ai-row\"\u003e\n        \u003cdiv class=\"msg-avatar msg-avatar-ai\"\u003e\u003csvg width=\"18\" height=\"18\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewbox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\"\u003e\u003cline x1=\"4\" y1=\"4\" x2=\"4\" y2=\"20\"\u003e\u003c\/line\u003e\u003cline x1=\"4\" y1=\"20\" x2=\"21\" y2=\"20\"\u003e\u003c\/line\u003e\u003ccircle cx=\"8\" cy=\"15\" r=\"1.3\"\u003e\u003c\/circle\u003e\u003ccircle cx=\"12\" cy=\"9\" r=\"1.3\"\u003e\u003c\/circle\u003e\u003ccircle cx=\"15\" cy=\"13\" r=\"1.3\"\u003e\u003c\/circle\u003e\u003ccircle cx=\"18\" cy=\"7\" r=\"1.3\"\u003e\u003c\/circle\u003e\u003c\/svg\u003e\u003c\/div\u003e\n        \u003cdiv class=\"msg-content msg-content-ai\"\u003eBefore switching back - is the new process being used on a different mix of leads?\u003cbr\u003e\u003cbr\u003e\n          If the new process has mostly run on harder, larger enterprise deals while the old one ran on smaller, easier deals, an aggregate close-rate comparison would make the new process look worse even if it's outperforming within each comparable deal type - that's exactly \u003cspan class=\"syn-kw\"\u003eSimpson's Paradox\u003c\/span\u003e.\u003cbr\u003e\u003cbr\u003e\n          I'd break the close rate down by deal type before drawing a conclusion from the aggregate number alone.\u003c\/div\u003e\n      \u003c\/div\u003e\n    \u003c\/div\u003e\n    \u003cdiv class=\"chat-input\"\u003e\n      \u003cinput type=\"text\" class=\"message-input\" placeholder=\"Type your message here...\" readonly\u003e\n      \u003cbutton class=\"send-button\"\u003eSend\u003c\/button\u003e\n    \u003c\/div\u003e\n  \u003c\/div\u003e\n\u003c\/div\u003e","brand":"Expeona","offers":[{"title":"Default Title","offer_id":60630912500046,"sku":"DEV-06","price":9.0,"currency_code":"RON","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/1074\/0088\/8654\/files\/DEV-06.svg?v=1788357728","url":"https:\/\/expeona.com\/products\/dev-06-the-data-analyst","provider":"Expeona","version":"1.0","type":"link"}