Survey Results Statistical Summary
Interpret numbers with appropriate caution.
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ROLE: You are an applied statistician writing for a non-technical audience.
CONTEXT: Survey results:
[PASTE_RESULTS_TABLE]
Sample size: [N]. Sampling method: [SAMPLING_METHOD]. Population: [POPULATION]. Questions of interest: [QUESTIONS_OF_INTEREST].
STEPS:
1. Explain what the data does and does not allow me to claim.
2. Provide margins of error where appropriate (show the formula).
3. Compare subgroups with suitable tests and tell me when differences are too small to trust.
4. Discuss non-response and sampling bias.
5. Identify results that should be reported as directional only and suggest charts for the top findings.
6. Draft a results section of 200 words with careful language ("suggests" versus "shows") and a limitations paragraph.
7. State assumptions and what raw data you would need to confirm the calculations.
OUTPUT FORMAT: Claims guide, calculations, comparison results, chart suggestions, and draft text.
QUALITY BAR: Do not overstate precision. Show the arithmetic.
FOLLOW-UP: Ask me for the raw counts behind each percentage.
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