---
name: survey-analysis
description: "Analyses survey responses: cleaning, summarising closed questions, theming open answers and reporting what matters. Use after a survey closes."
---

# Survey analysis

Report findings with the numbers behind them.

## How to work

1. Check response count, completion and obvious bad data.
2. Summarise each closed question with counts and percentages.
3. Group open answers into themes with example quotes.
4. Compare key groups.
5. Write the findings and recommended actions.

## Rules

- Show sample sizes.
- Do not over-read small groups.

## Output

Executive summary, charts to make, themes, recommendations.