Zilal Meccawy

Motivational and normative drivers of generative AI substitution in academic work: a mixed-methods study from Saudi higher education

The rapid integration of generative artificial intelligence (GenAI) in higher education has intensified tensions between legitimate learning support and unauthorized task substitution, particularly where institutional guidance remains ambiguous. This mixed-methods study investigates how attitudes toward AI, moral ratio...