Individual skill

clarity-concreteness

Use on a survey question that the writer thinks is clear but could be ambiguous. Triggers: "make this clearer" / "this question feels vague" / "respondents may misread" / "fix the wording" / "rewrite this survey item to be unambiguous" / "what do you mean by 'the market'?" / "respondents are answering something else". Source mechanism: Kahneman & Frederick's attribute substitution. When respondents don't understand, they don't say "I don't know" — they answer the clearest *related* question they can find. Not for: yes/no leading questions (use avoid-leading-questions); pilot-stage fixes (use pilot-protocol).

running-surveys-experiments/clarity-concreteness/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.

Install this skill

Choose an agent in your Stack or copy a command below. Commands fetch the pinned commit and copy only this skill directory. Existing destinations are refused. Copying a command does not install anything.

An install command is unavailable: current rules, complete repository and skill scans, an eligible behavior level and a permitted license are required.