What Is Leading Question?
A question phrased in a way that nudges respondents toward a particular answer, biasing the results rather than measuring an honest opinion.
A leading question builds an assumption or a value judgment into its wording, so answering any other way feels awkward. “How much did you enjoy our excellent customer service?” already tells the respondent the service was excellent — disagreeing means arguing with the question itself, not just answering it.
Leading questions are one of the most common sources of survey bias, and one of the easiest to fix once you know to look for it. A useful test: could a stranger reading the question guess which answer you’re hoping for? If yes, it’s leading.
The fix is almost always to strip out the embedded assumption and let the scale do the work: “How would you rate our customer service?” with a neutral Likert scale gets you an honest answer instead of a flattered one.
Example
"How much did you love our new checkout flow?"
"How would you rate our new checkout flow?"
How to Avoid Leading Questions in SurveyRock
SurveyRock's AI survey generation drafts neutral question wording by default — you review and edit every generation before it reaches a respondent, so leading phrasing is easy to catch before it ever ships.
See how AI survey creation works