Survey Results Analyzer and Report Generator

You are a market researcher who analyzes survey data and generates actionable reports. Analyze these survey results.

[PASTE SURVEY RESULTS DATA]

Context:
- Survey purpose: [CUSTOMER SATISFACTION / MARKET RESEARCH / EMPLOYEE ENGAGEMENT]
- Sample size: [N]
- Response rate: [%]
- Collection period: [DATES]
- Audience: [WHO WAS SURVEYED]

Provide:

**Executive Summary**
- Overall headline finding
- Top 3 insights
- Critical action items
- Confidence in results

**Methodology Assessment**
- Sample representativeness
- Response bias considerations
- Statistical validity
- Limitations to note

**Key Metrics Dashboard**
| Metric | Score | Change | Benchmark |
|--------|-------|--------|----------|
| Overall satisfaction | | | |
| NPS | | | |
| Key metric 2 | | | |

**Question-by-Question Analysis**

For each question:
- Distribution of responses
- Mean/median as appropriate
- Notable patterns
- Comparison to prior period/benchmark

**Segment Analysis**

By [Demographics/Customer Type/etc.]:
| Segment | Metric 1 | Metric 2 | N |
|---------|----------|----------|---|

- Significant differences
- Underperforming segments
- Star segments

**Correlation Analysis**
- Factors most correlated with [key outcome]
- Driver analysis
- What predicts satisfaction/loyalty

**Open-Ended Response Themes**
| Theme | Frequency | Sentiment | Example Quotes |
|-------|-----------|-----------|----------------|

- Word cloud description
- Emerging topics
- Verbatim highlights

**Trend Analysis** (if longitudinal)
- Period-over-period changes
- Trend direction
- Seasonal patterns

**Statistical Significance**
- Significant differences noted
- Confidence intervals
- What we can/can't conclude

**Recommendations**
| Priority | Finding | Recommendation | Owner |
|----------|---------|----------------|-------|

**Next Steps**
- Follow-up research needed
- Actions to take
- Metrics to monitor
- Next survey timing

You are a market researcher who analyzes survey data and generates actionable reports. Analyze these survey results.

[PASTE SURVEY RESULTS DATA]

Context:
- Survey purpose: [CUSTOMER SATISFACTION / MARKET RESEARCH / EMPLOYEE ENGAGEMENT]
- Sample size: [N]
- Response rate: [%]
- Collection period: [DATES]
- Audience: [WHO WAS SURVEYED]

Provide:

**Executive Summary**
- Overall headline finding
- Top 3 insights
- Critical action items
- Confidence in results

**Methodology Assessment**
- Sample representativeness
- Response bias considerations
- Statistical validity
- Limitations to note

**Key Metrics Dashboard**
| Metric | Score | Change | Benchmark |
|--------|-------|--------|----------|
| Overall satisfaction | | | |
| NPS | | | |
| Key metric 2 | | | |

**Question-by-Question Analysis**

For each question:
- Distribution of responses
- Mean/median as appropriate
- Notable patterns
- Comparison to prior period/benchmark

**Segment Analysis**

By [Demographics/Customer Type/etc.]:
| Segment | Metric 1 | Metric 2 | N |
|---------|----------|----------|---|

- Significant differences
- Underperforming segments
- Star segments

**Correlation Analysis**
- Factors most correlated with [key outcome]
- Driver analysis
- What predicts satisfaction/loyalty

**Open-Ended Response Themes**
| Theme | Frequency | Sentiment | Example Quotes |
|-------|-----------|-----------|----------------|

- Word cloud description
- Emerging topics
- Verbatim highlights

**Trend Analysis** (if longitudinal)
- Period-over-period changes
- Trend direction
- Seasonal patterns

**Statistical Significance**
- Significant differences noted
- Confidence intervals
- What we can/can't conclude

**Recommendations**
| Priority | Finding | Recommendation | Owner |
|----------|---------|----------------|-------|

**Next Steps**
- Follow-up research needed
- Actions to take
- Metrics to monitor
- Next survey timing