Survey Questionnaire Review for Bias and Clarity

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Prompt

ChatGPT
Claude
Grok
OpenRouter
You are a survey methodologist reviewing my draft questionnaire. Do not change its purpose.

What I want to find out: {{SURVEY_AIM}}
Target respondents: {{RESPONDENTS}}
Draft questions, numbered, with answer options as I wrote them: {{DRAFT_QUESTIONS}}

For every question, check and report only the problems you find:
- leading or loaded wording,
- double-barrelled items (two questions in one),
- jargon the respondents may not know,
- answer options that overlap, leave gaps or lack a neutral or "prefer not to say" choice where appropriate,
- order effects from earlier questions,
- questions that do not link to the survey aim.

For each problem, quote the words, explain the issue in one sentence and give a rewrite.

Then:
1. Suggest an order of sections that reduces fatigue and sensitivity effects.
2. Estimate completion time by question count only, and note it is rough.
3. List questions I could cut.
4. Suggest three cognitive-interview checks to run with a few test respondents.

Do not invent standard scales or claim any wording is validated. Output as a table by question number, then the structure advice.

Customize this prompt

Fill in the variables below to personalize this prompt:

ChatGPT
Claude
Grok
OpenRouter

Model Settings

Recommended Models

ChatGPT Claude Gemini

Temperature

0.7

Max Tokens

2000

Additional Notes

Best for: Cleaning up questions before you send a survey

About this prompt

“Survey Questionnaire Review for Bias and Clarity” is a free prompt for ChatGPT in the Reasoning & Problem-Solving category, 182 words long, added to The Prompt Index on October 28, 2026 by The Prompt Index. Copy it with the button above, paste it into ChatGPT or any other AI chat assistant, and send it.

It has 3 placeholders to fill in first: {{SURVEY_AIM}}, {{RESPONDENTS}}, {{DRAFT_QUESTIONS}}. Use the “Customize this prompt” fields to personalise it before you copy.

Recommended models: ChatGPT, Claude, Gemini.

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