POK Project

412 matched responses from a two-wave survey (Time 1: n=498; Time 2: n=412 after attrition), drawn from IT professionals in companies of varying sizes (small: <50 employees; medium: 50–249; large: ≥250). Participants included roles such as software developers, data scientists, AI engineers, and IT project managers.