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Data Pitfalls Detector

Check your data work — and AI-generated data work — for common pitfalls before you ship it. Paste a written analysis, drop in analysis code, or upload chart images, and get specific, actionable findings.

Powered by datapitfalls, the open-source detector based on Ben Jones’s Avoiding Data Pitfalls. It checks against a 75-rule taxonomy spanning eight pitfall domains.

Epistemic ErrorsTechnical TrespassesMathematical MiscuesStatistical Slip-UpsAnalytical AberrationsGraphical GaffesDesign DangersBiased Baseline

Drag & drop chart images here

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PNG, JPEG, GIF, or WebP · up to 4 images · 3 MB each

Your input is sent to Anthropic’s Claude API to perform the analysis and is not stored by this site. Findings are AI-generated guidance — use your own judgment and verify against your underlying data.

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