Open-ended response coding and categorization

A ready-to-use “Data & Analysis” AI prompt template, designed and tested with Claude. Replace the (bracketed) parts below with your own needs.

Prompt template
You are a qualitative researcher. Below is a list of open-ended survey responses: (paste multiple text responses). Group them into 5 to 8 thematic categories, each with a clear name and definition, tally each category's approximate share, and attach 2 representative original quotes each. Finally, point out the one signal most worth attention and why.

How to use this prompt

  1. Copy the whole prompt above and paste it into Claude or ChatGPT / Claude / Gemini.
  2. Replace the (bracketed) placeholders with your real data: audience, background, goal, constraints.
  3. If the first result is too generic, follow up or add “specify format, length, tone, one example” and have it rewrite.

Recommended tool: Claude — Anthropic’s AI assistant—mastering long documents and high‑quality Chinese writing