Methodology

Participants are recruited through developer communities and open web promotion. This wave focuses on developers holding paid plans with major AI providers; screening is part of the questionnaire.

Eight questions, median completion time of three minutes (pilot n = 120). The full questionnaire is available as a PDF.

Results are reported unweighted. Subgroup comparisons below n = 100 are flagged and not generalised.

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