Knowing the Rules Is Not Enough: Student Regulatory Awareness and Use of GenAI in Higher Education

Synthesis: Bischof et al. investigate how students' awareness of Generative AI regulations relates to their perceived compliance and actual usage behavior in Higher Education. 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 AI Regulation in Education 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.

What this means for practice

• Learners. Do not read general familiarity with AI rules as evidence that a specific use is allowed: among the 127 students who used GenAI tools, only 22 (17.32%) judged their own usage rule-compliant while 92 (72.44%) could not tell, so check each task against the written course guidance before submitting.
• Instructors. Explain rules at the level of concrete practices — writing, programming support, preparing assignments — because awareness of the policy does not produce clarity about applying it: only 39 of 151 respondents (25.83%) knew the regulations existed, and uncertainty about compliance persisted even among students who did.
• Instructors. Attach worked examples of acceptable and unacceptable use to each assignment type instead of issuing one institutional statement; the largest response category for Generative AI use was uncertainty (92 of 127 users), which points to guidance that is too general to act on.
• Instructors. Point students to sanctioned tools and accounts: students relied primarily on privately accessed tools rather than institutionally provided solutions, so name the supported tool and the data it may hold for each course.
• Learners. Raise unresolved cases with the instructor early rather than assuming silence means permission, since uncertainty about rule-compliance was the dominant pattern among users of regulated tools.

Limitations

• Single-site cross-sectional survey: 151 valid responses (93 BIS, 58 EGOV) collected at the University of Applied Sciences and Arts Hannover, covering two computer-science–related programs, so the authors caution that institutional policies, communication practices, and educational cultures may differ elsewhere.
• Participation was voluntary, so self-selection effects may have occurred, and students in the fourth term were comparatively underrepresented because many were on mandatory off-campus internships during the winter semester 2024/2025 survey window.
• Both regulatory awareness and perceived rule-compliant use were measured through self-reported survey responses, which may be affected by social desirability bias, and respondents may have interpreted the still-evolving constructs differently.
• The analysis relies on descriptive statistics and exploratory cross-tabulation, which identify associations but do not permit causal conclusions or strong statistical generalization beyond the investigated population.

Citation

Bischof, L., Schön, E.-M., Rauschenberger, M., & Neumann, M. (2026). Knowing the Rules Is Not Enough: Student Regulatory Awareness and Use of GenAI in Higher Education.