Unanticipated Effects of Generative AI on Expertise Pathways and Performance Perception in System Administration

Rana Abou Khamis, Hala Assal, Ashraf Matrawy

While industry discourse often emphasizes immediate productivity gains and frames GenAI primarily as a tool for automation, the integration of GenAI into system administration may…