ChatGPT
ChatGPT can inspect uploaded data and create tables, charts, and code-backed analysis.
Official source ↗A READY-MADE GUIDE / DATA
Check survey results.
Find the useful signals in a survey CSV while keeping counts, missing answers, and uncertainty visible.
START WITHChatGPT
ChatGPT can inspect uploaded data and create tables, charts, and code-backed analysis.
Official source · verified 2026-10-01 ↗Get ready
- Export the survey as a CSV with one response per row and clear column names. Remove names and other personal fields you do not need.
- Upload the CSV to a ChatGPT chat with data analysis available, along with the survey questions and any response codes.
Give it this
Analyze this survey CSV for [decision]. First report the number of responses, missing answers by question, duplicate or invalid rows, and any filters you apply. For [questions], show counts and percentages with the denominator beside each result. Break down responses by [segment] only when the group sizes support it. Create one clearly labeled chart and show the code or calculation behind it. Separate observations from interpretations, and list what this sample cannot tell us.
Make it useful
- Check the response count and missing-answer totals against the exported CSV.
- Verify two percentages using the stated denominators, especially for filtered questions.
- Share the chart with its sample size and limitations, not as a claim about everyone.
One thing to check. Survey answers can be biased or unrepresentative. Small groups and missing responses can make a tidy chart misleading.
THE SHORTLIST
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ONE QUICK CHECK
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