2026 ASEE Annual Conference & Exposition

Faculty Strategies for Integrating Generative AI Across Disciplines: Emerging Practices, Policies, and Pedagogical Insights

Presented at The Intersection of AI and Methods for Research and Teaching

The emergence of Generative Artificial Intelligence (GenAI) has transformed how educators design, deliver, and assess learning experiences, yet approaches to its use vary widely across disciplines and institutions. This multi-case qualitative study examines how faculty from Engineering, Project Management, Computer Science, and Public Administration across multiple institutions have integrated, or regulated, GenAI in their teaching and assessment practices. Structured reflective narratives were collected from ten coauthors responding to five open-ended prompts exploring instructional applications, extent of use, student-use policies, perceived benefits and limitations, and ethical considerations. Supplementary artifacts, including AI-generated rubrics, assignments, and course policy statements, were analyzed to triangulate findings. Using thematic analysis, responses were coded, categorized, and synthesized to identify shared patterns and discipline-specific nuances. Results reveal an emerging consensus around a broad “orange zone” of adoption, in which selective, transparent, and pedagogically guided GenAI use is encouraged while maintaining human oversight and academic integrity. Faculty report substantial gains in efficiency, creativity, and feedback quality, balanced by concerns over factual accuracy, student overreliance, and unresolved questions of authorship and accountability. Interpreted through Rogers’ Diffusion of Innovations framework, the findings highlight how perceived advantage, compatibility, and complexity influence faculty adoption across disciplinary contexts. The study concludes with a set of evidence-based good practices and a replicable framework for balancing innovation, ethics, and learning outcomes in the evolving landscape of GenAI-enhanced education.

Authors
  1. Dr. Bryn Elizabeth Seabrook University of Virginia [biography]
  2. Deepti Joshi The Citadel
  3. Kaila Witkowski Florida Atlantic University
  4. Gorgin Mansourian Jacksonville State University
Note

The full paper will be available to logged in and registered conference attendees once the conference starts on June 21, 2026, and to all visitors after the conference ends on July 31, 2026