Question quality
Common risks in unclear, leading, or difficult-to-answer questions.
Survey Health Score
Poor data qualityoften starts beforethe first response.
Survey Health Score screens a survey before fieldwork for common design and respondent-experience risks that can weaken measurement quality.
Question QualityScale DesignSurvey LengthRespondent Experience
Survey Health Score
SURVEY DRAFTpre-screen
88Health score
fieldworkReady for fieldwork
Hover a check area to highlight its flagged rows in the draft.
Why it matters
Analysis cannot repair a weak survey design after the fact.
Unclear questions, unnecessary length, poorly designed scales, or a tiring survey flow can affect how people respond. Survey quality should therefore be checked before data collection begins.
Scale design
Common issues in response options and scale structure that can weaken measurement.
Survey length
Length-related risks that can increase respondent burden and survey fatigue.
Respondent experience
Whether the survey flow and question structure are clear and manageable for the respondent.
What the result says
The goal is not to label a survey as simply good or bad.
Survey Health Score is a quick pre-fieldwork screen that highlights areas that may need closer review. Where needed, scale quality, validity, and the wider research design should be evaluated separately in greater depth.
Survey Health Score
Is your survey ready for fieldwork?
Complete the short pre-assessment to identify key areas that may need review before you start collecting responses.
Keep reading
Related pages
Tool
Survey Health Check
See your own survey’s health score in minutes: 10 questions, instant result.
Explore TechnologyAuthenticity Score
Makes the reliability, information value and noise risk of a piece of feedback visible.
Explore MethodsScientific Measurement and Data Trust
Psychometrics, data quality controls, multi-signal analysis and explainable management output.
Explore