Behavioral outcomes, especially performance and engagement, dominate the learning outcomes linked to AI-supported lecturer decisions¶

Claim · All claims
Evidence · 1 study · review r2 · q2
Currency · newest study 2026 · not yet checked against its sources · not reviewed by a person

Subclaims¶

q2 i? Behavioral outcomes were the most frequently coded outcome group, in particular performance (20 studies, 74.1%) and engagement (15, 55.6%), while motivation was the smallest group (4, 14.8%). → Köroğlu 2026

Evidence¶

Köroğlu 2026¶

Köroğlu, M. N., Mayrhofer, J., Steinmaurer, A., Wintersberger, P., Dennerlein, S. M., & Weinhandl, R. (2026). AI-Supported lecturer decision-making in higher education: a socio-technical perspective. International Journal of Educational Technology in Higher Education. https://doi.org/10.1186/s41239-026-00623-8

q2 · i? · review · r2

Cross-mapping of student outcomes, input data, and AI functions (Table 8) across the 27 included studies. The review reports "behavioral outcomes were the most frequently coded outcome group" and notes four sub-dimensions (socio-emotional skills, stress regulation, agency, and curiosity) were each coded in a single study and reported for completeness only.

"behavioral outcomes were the most frequently coded outcome group, in particular performance (20 studies, 74.1%) and engagement (15, 55.6%)."

Discussion¶

Related Claims¶

• AI support in higher education is concentrated in instructional, assessment, and feedback decisions, with curriculum and learning-environment decisions least supported — related
• Learning Analytics Dashboards are the most frequently reported AI system type supporting lecturer decisions, primarily for monitoring, feedback, and assessment — related
• Text-based and log data dominate the student data used by AI systems for lecturer decision-making — related
• Intelligent tutoring systems are reported to improve learning outcomes, especially in structured knowledge domains — related
• AI supporting SRL aims at end outcomes beyond SRL itself, most frequently improved academic performance — related