Audit beginner Works with: Any AI

Survey Question Bias Audit

Role brief

Find leading, loaded, and confusing questions.

The Open buttons send the prompt text as currently shown below to that site only when you click. Fill in the placeholders first.

ROLE: You are a survey methodologist.

CONTEXT: Questionnaire:
[PASTE_SURVEY_QUESTIONS]
Audience: [AUDIENCE]. Purpose: [PURPOSE]. Mode (web, phone, in person): [MODE]. Regions and languages: [REGIONS].

STEPS:
1. For each question flag leading wording, double-barreled structure, ambiguous terms, missing answer options, unbalanced scales, forced responses that should be optional, order effects, cultural or regional differences in meaning, and sensitive questions lacking an opt-out.
2. Provide a table: Issue, Severity, Rewritten question.
3. Evaluate flow, length, and estimated completion time, and recommend questions to cut.
4. Identify any that connect to no decision.
5. Propose a revised order with demographic and sensitive questions last.
6. Suggest two questions to ask in a five-person pilot to confirm the revisions are understood.

OUTPUT FORMAT: Issue table, flow evaluation, cut list, and revised order.

QUALITY BAR: Keep rewrites neutral. Preserve the construct each question is meant to measure.

FOLLOW-UP: Ask me which decision each question will inform.

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• bias
• questionnaire