Muhammad Waqas

The architecture of AI credentials: how design quality and educational context build self-efficacy and shape readiness for AI-intensive work

Purpose This study examines how the design of AI-focused higher education credentials shapes students' readiness for AI-intensive work. Drawing on Social Cognitive Career Theory and constructive alignment, it investigates whether perceived AI-credential design quality enhances pe...