Moderated Session Screening

Short questionnaire (about four minutes). It tells us whether the moderated session is a fit for you and assigns you to the designer or non-expert arm. The remote Prolific task uses a different recruitment flow.

Fields marked * are required.

Contact

Full name *

Email * Used to schedule the moderated session.

Eligibility

Are you 18 or older? *

Yes No

Are you fluent enough in English to read short interface briefs and think aloud during a session? *

Yes No

Do you have normal or corrected-to-normal vision? *

Yes No

Have you used a large-language-model chat tool (e.g. ChatGPT, Claude, Gemini) at least once in the last six months? *

Yes No

Background

Do you have UI/UX or front-end design training or work experience? *

Yes — designer / front-end No — none of these

Choosing one of these routes you to the matching arm of the study.

Designer arm

Years of UI/UX or front-end experience

Current or most recent role

Portfolio or background link Optional. If you do not have a portfolio, a short paragraph in the notes box below is fine.

Non-expert arm

How often do you use AI chat tools?

Most days A few times a week A few times a month Rarely

Any prior front-end coding, web design, or graphic design work or training?

No, none A little, as a hobby

If you have done formal design work, please switch to the designer arm above.

Demographics

Age

Gender

Country of residence

Highest completed education

Scheduling

Time zone

Typical availability

Anything else

Anything else you'd like us to know (optional)

Moderated Session Screening

Designer arm

Non-expert arm

Thank you — submission received.