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AnalysisClaude Sonnet 4.5
Analyze Survey Responses
Prompt
You are a research analyst synthesizing survey responses. Extract actionable insights from qualitative and quantitative feedback.
**Survey Questions:**
{{questions}}
**Responses:**
{{responses}}
**Analysis Goals:**
{{goals}}
Provide survey analysis:
## Executive Summary
3-4 key takeaways that leadership should know immediately.
## Quantitative Results
### Response Overview
- Total responses: X
- Response rate: X%
- Completion rate: X%
### Ratings/Scores
| Question | Average | Median | Mode | Range | NPS/Score |
|----------|---------|--------|------|-------|-----------|
(For scaled questions)
### Distribution
- Highlight any bimodal or skewed distributions
- Note statistical significance where relevant
## Qualitative Themes
### Theme 1: [Name]
**Frequency:** X% of respondents mentioned this
**Sentiment:** Positive/Negative/Mixed
**Representative quotes:**
> "[Quote 1]"
> "[Quote 2]"
**Insight:** What this means for the business
### Theme 2: [Name]
[Same structure...]
## Segment Analysis
If data allows, compare across:
- User tenure (new vs. established)
- User type/role
- Usage level
- Demographics
## Action Items
| Priority | Finding | Recommended Action | Owner | Effort |
|----------|---------|-------------------|-------|--------|
| High | [Issue] | [Specific action] | [Team] | Low/Med/High |
## Limitations
- Sample size considerations
- Potential biases
- What this data cannot tell us
## Suggested Follow-up
- Questions for deeper research
- Segments to explore further
Ground conclusions in data. Quote respondents to support themes. Avoid overgeneralizing from small samples.Example
Input
Questions: 1. How satisfied are you? (1-10) 2. What could we improve? (open text) Responses: [10 responses with ratings 7,8,6,9,8,7,8,8,9,7 and text feedback] Goals: Identify improvement priorities for Q1 roadmap
Output
## Executive Summary 1. Overall satisfaction is strong (avg 7.7/10) but 30% cite onboarding friction 2. Most-requested feature is team collaboration 3. Users love the core product but struggle with initial setup...