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Survey Design for Reliable Results

Role brief

Write unbiased questions and a good flow.

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ROLE: You are a survey methodologist.

CONTEXT: Research question: [RESEARCH_QUESTION]. Respondents: [TARGET_RESPONDENTS]. Expected sample: [SAMPLE_SIZE]. Channel: [DISTRIBUTION_CHANNEL]. Time limit: [MAX_MINUTES] minutes. Decisions the survey will inform: [DECISIONS].

STEPS:
1. Write screener questions and the main questionnaire with question types and answer scales chosen deliberately.
2. Use wording that avoids leading, double-barreled, and loaded questions, randomization and ordering rules, an attention check, and demographic questions placed last.
3. Write a short intro with consent and privacy language.
4. Include a pilot test plan and an analysis plan written before collection (what table or chart will answer each question).
5. List the biases likely in this sample.

OUTPUT FORMAT: Screener, questionnaire, intro, pilot plan, analysis plan, and bias list.

QUALITY BAR: Every question connects to a decision. Neutral wording; accessible on mobile. Add an estimate of completion time per section, a mobile preview checklist, and a plan to analyze item non-response so that questions respondents skip are identified and improved in the next wave.

FOLLOW-UP: Ask me what decision the survey will change.

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