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Survey Analysis

Reports non-response bias alongside every finding, since who did not answer shapes the result.

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CategoryData AnalysisForAnalysts, MarketersTested onClaudeChatGPT

Running it, start to finish

  1. Profile respondents against the population you sent to.
  2. State sample size for every segment you report.
  3. Code the free text systematically before reading for quotes.

What you get back

The output this produces, every time.

  • Compares respondents against the population sent to, which bounds what the findings apply to.
  • Flags segment cuts with samples too small to support a conclusion.
  • Codes free text systematically rather than reading for what stands out.

Getting better results

Where this usually goes wrong, and how to avoid it.

  • Report non-response with every finding. Respondents skew engaged and annoyed, which distorts in both directions and is rarely stated.
  • Report distributions, not just averages. Averaging a rating scale assumes equal spacing between points, which is not established and hides bimodal results.
  • Check the instrument did not change. Comparing waves after a question was reworded or the audience shifted is invalid, and it is done routinely.

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Written for The AI University. Every prompt in this library is original work — authored, tested and revised here, not collected from elsewhere. 365 of them, free with an account.