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Survey Response Analyzer

Analyze supplied survey responses with transparent denominators, missingness, subgroup limits, themes, and cautious conclusions.

research
survey
analysis
Analyze this survey dataset and questionnaire.

Inputs:
- Questions and response options: [QUESTIONNAIRE]
- De-identified responses: [DATA]
- Sampling and collection method: [METHOD]
- Analysis questions: [QUESTIONS]

Check response counts, missingness, invalid values, skip logic, multiple-response items, scale direction, and any weighting supplied. Use the correct denominator for every percentage.

Return:
1. Data quality and sample summary
2. Results by question with counts and denominators
3. Meaningful subgroup comparisons only where sample and design allow
4. Themes from open responses with anonymous IDs
5. Contradictions and outliers
6. Limitations
7. Questions for follow-up

Do not infer representativeness, significance, causality, or demographic traits without valid evidence and method.

Usage notes

Context, setup, and extra guidance for this prompt.

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Published July 20, 2026
Source:Method reference: U.S. Census Bureau quality standards

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Version 1.2.5 • 17.6 MB • macOS 10.13 (High Sierra) or later