Bischof, Schön, Rauschenberger & Neumann (2026) — University of Applied Sciences and Arts Hannover. 📄 Full text (arXiv)
Bischof et al. investigate how students' awareness of generative-ai regulations relates to their perceived compliance and actual usage behavior in higher-ed. While previous research mainly examines adoption rates and attitudes, students' awareness of institutional regulations and their perceived compliance have remained unexplored — an important gap as institutions create and apply AI policies.
The study surveyed 151 undergraduate students in Business Information Systems and E-Government programs at Hochschule Hannover (Germany). Key findings:
1. Most students actively use GenAI tools, but over half are uncertain whether their usage complies with institutional regulations. 2. Regulatory awareness shows only weak to moderate associations with actual usage behavior — knowing the rules does not strongly predict what students actually do. 3. Students primarily rely on privately accessed GenAI tools (e.g., personal ChatGPT accounts) rather than institutionally provided solutions.
These findings highlight a significant gap between institutional regulations and student practices. The paper connects to insights from genai-policy-prompting-rct on how policies are communicated, and to academic-integrity debates about effective AI governance. The authors call for improved policy communication and better integration of GenAI into teaching and learning contexts, recognizing that regulatory awareness alone is insufficient to shape student behavior.
Related Pages
- academic-integrity — Academic integrity frameworks in the AI era
- regulation — AI regulation in education
- student-experience — Student perspectives on AI use
- genai-policy-prompting-rct — RCT on GenAI policy communication effectiveness
- ai-literacy — AI literacy and regulatory awareness
- ai-higher-ed-bridge-gap — Implementation gaps in higher education AI policy