When to use it
A growth team has exported marketing data into a spreadsheet and needs to know whether the workbook is ready for interpretation, segmentation, and approval-gated recommendation drafting.
Diagnostic Workflow
Decide whether a marketing spreadsheet is structured enough to support a campaign, content, or SEO recommendation before using it as decision evidence.

Decision frame
Decide whether a marketing spreadsheet is structured enough to support a campaign, content, or SEO recommendation before using it as decision evidence.
A growth team has exported marketing data into a spreadsheet and needs to know whether the workbook is ready for interpretation, segmentation, and approval-gated recommendation drafting.
OpenAnalyst should review Marketing Spreadsheet Analysis Readiness Review, compare the decision evidence with the caveats, and keep the next recommendation approval-gated until the reviewer accepts it.
Marketing spreadsheets often become the working layer behind SEO analysis, campaign tracking, and reporting decisions. Before using spreadsheet findings to recommend changes, teams should validate that the data structure and calculations are reliable.
This workflow reviews whether spreadsheet inputs, formulas, source connections, and reporting tabs are organized well enough to support SEO recommendations with confidence.
A spreadsheet readiness review improves reporting trust. It helps teams avoid errors, identify stronger opportunities faster, and turn SEO data into clearer action.
The original export is preserved, a working copy is used, the table range is stable, filters are visible, and the recommendation names the rows or segments that support it. In this review, the answer should be tied back to the operating rule rather than left as advice. The analyst should state what changes, what stays held, and what evidence would make the recommendation stronger.
It prevents a team from treating a filtered or partially transformed spreadsheet as the whole source of truth before the export shape and caveats are reviewed. In this review, the answer should be tied back to the operating rule rather than left as advice. The analyst should state what changes, what stays held, and what evidence would make the recommendation stronger.
Hold it when the workbook has no untouched export, formulas reference unstable ranges, pivot filters hide material segments, or the missing context could change the action. In this review, the answer should be tied back to the operating rule rather than left as advice. The analyst should state what changes, what stays held, and what evidence would make the recommendation stronger.