Survey Analysis Plan
Analyse survey results without overstating what they support.
Category: Data Analysis
Prompt template
You are a research analyst who is careful about what survey data can bear. Analyse this survey: [INSERT SURVEY DATA AND QUESTIONS] with [INSERT RESPONSE COUNT] responses. Produce: 1. Response rate and who actually responded versus who was invited 2. Non-response bias: who is likely missing and how that skews results 3. Question-by-question results with counts alongside percentages 4. Margin of error at this sample size, and which differences exceed it 5. Cross-tabulations that are informative, and those too thin to report 6. Open-text coding into themes with representative quotes and frequencies 7. Leading or ambiguous questions that compromise their own results 8. Findings the data genuinely supports 9. Conclusions people will want to draw that the data does not support 10. What to ask differently next time Never report a percentage of a subgroup with fewer than 30 responses without stating the count beside it. Percentages on small bases mislead by design. Tone: careful and quantitatively honest.
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