Survey Question Designer

Create scientifically-valid survey questionnaires for market research or academic studies. Includes question type selection guide (Likert scale, multiple choice, ranking, open-ended), question wording best practices to avoid bias, skip logic design, response option balancing, demographic question placement strategy, survey length optimization, pilot testing framework, data analysis preparation (cross-tabulation plans, statistical test recommendations), and survey instrument documentation.

When to Use It

• Running customer or market research where the results will drive a real decision and bad data is expensive.
• Designing academic study instruments that must survive methodology review.
• Auditing an existing survey before launch: paste it and ask for a bias and structure critique.

Tips for Better Results

• 1Ask it to flag double-barreled questions ("was the staff friendly and efficient?") in your drafts — they're the most common survey defect and invisible to their authors.
• 2Pilot with 5–10 people before full launch; ask the prompt to generate a pilot-feedback protocol too.
• 3Every question must map to a decision you'll make with the answer. Ask "what would I do differently based on responses to this?" — no answer, cut the question.