Survey Design Reviewer
Review survey questions for bias, clarity, and validity instantly
What You Can Do
Get comprehensive feedback on survey design that identifies leading questions, ambiguities, and validity issues. Claude analyzes question wording, response scales, and logical flow to help you create surveys that yield reliable, actionable data. You'll receive specific recommendations for improvement before deploying your survey to respondents.
Features
Identifies leading questions, loaded language, and framing effects that could skew responses
Flags unclear phrasing, jargon, and ambiguous terminology that confuse respondents
Evaluates whether Likert scales, multiple choice options, and rating systems are balanced and appropriately granular
Checks question ordering, branching logic, and skip patterns for coherence and respondent experience
Assesses whether questions actually measure what you intend them to measure
Spots questions that may alienate or exclude specific groups or use culturally insensitive language
Identifies duplicate or overlapping questions that waste respondent time and weaken data quality
Example Output
Survey Review Report
Question 1: 'Don't you agree that our product is excellent?'
- Issue: Leading question with loaded language
- Feedback: The phrase 'don't you agree' and 'excellent' both bias toward positive response
- Suggestion: Revise to 'How satisfied are you with our product?' with a 5-point scale
Question 2: 'How often do you exercise weekly?'
- Issue: Redundant and contradictory timeframe
- Feedback: 'Weekly' and 'how often' create confusion about the measurement period
- Suggestion: Revise to 'How many days per week do you exercise?' (0-7 days)
Overall Assessment: Survey has 3 leading questions, 2 clarity issues, and good logical flow. Estimated completion time: 4 minutes.
What's Included
- Bias Analysis: Detailed identification of leading language, framing effects, and emotional triggers in your questions
- Clarity Checklist: Line-by-line feedback on wording clarity, jargon, and technical language that might confuse respondents
- Response Option Review: Assessment of answer choices, scales, and options for balance, completeness, and appropriateness
- Structure and Flow Report: Evaluation of question order, logical progression, and impact on respondent experience and data quality
- Validity Assessment: Analysis of whether each question measures the construct you intend and contributes to your research goals
- Improvement Recommendations: Specific, actionable suggestions for rewording or restructuring each problematic question
Who It's For
- Market Research Professionals
- Academic Researchers
- Product Managers
- HR and Organizational Development Specialists
- UX Researchers
Best For
- Customer satisfaction and NPS surveys
- Employee engagement and pulse surveys
- Academic research questionnaires
- Product feedback and usability studies
- Market segmentation and behavioral studies
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