Individual skill

avoid-leading-questions

Use when the user is reviewing or drafting a survey question that may induce demand bias or social desirability. Triggers: "is this a leading question?" / "I'm worried about social desirability" / "respondents answer what they think I want" / "this question is sensitive" / "how do I ask about insider trading / drug use / cheating without people lying?" / "I have an evaluative framing in my question". Two distinct mechanisms: experimenter demand (strip the framing sentence) and social desirability (use list experiments, randomized response, or skip self-report). Not for: clarity/abstract-noun issues (use clarity-concreteness); recall problems (use survey-design-checklist's "ability" check).

running-surveys-experiments/avoid-leading-questions/SKILL.md

Source commit 9a4b2db21fc4b217136ae4a0e6faad42d179ca03

What was checked

Matches the observed repository HEAD

Yes

Scanner rules are current

Yes

Repository scan complete

No

Skill scan complete

No

Observed behavior

Network or broad shell

Last checked

Nov 11, 2026

These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.

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