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Salavat M. Khafizov

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#artificial intelligence Preprint Aug 2026

The AI Adaptation Gap in Higher Education: Students, Faculty, and Administrative Staff

The results revealed a pronounced AI adaptation gap across university groups, with students reported higher current AI-use intensity and perceived usefulness than faculty and administrative staff, whereas faculty and administrative staff reported stronger academic integrity concerns and greater endorsement of responsib...

Yuriy S. Braun, Salavat M. Khafizov · 0 citations