Training on AI interaction strategies does not further improve AI-assisted learning design quality¶

Claim · All claims
Evidence · 1 study · causal r1 · q3
Currency · no dated study recorded · not yet checked against its sources · not reviewed by a person

Subclaims¶

q3 i? Adding training on effective AI interaction strategies did not further improve design quality beyond AI access alone. → Pishtari 2027

Evidence¶

Pishtari 2027¶

Pishtari, G., Gnadlinger, F., Ley, T. (2027). When Teachers Use AI Chatbots and Are Trained for It: Impact on Learning Design Quality and Cognitive Effort. In: Blanchard, E.G., Chen, G., Chi, M., Isotani, S. (eds) Artificial Intelligence in Education. AIED 2026. Lecture Notes in Computer Science, vol 16585. Springer, Cham. https://doi.org/10.1007/978-3-032-29770-9_28

q3 · i? · causal · r1

Within-subjects comparison of the AI-access condition against the AI-plus-training condition among thirteen higher education teachers. The article reports training did not further improve design quality; no effect size is printed in the available text.

"Training did not further improve design quality but slightly increased cognitive load, likely due to the deliberate application of newly learned strategies."

Discussion¶

Related Claims¶

• AI chatbot access improves the quality of teachers' learning designs in higher education — related
• Training on AI interaction strategies slightly increases cognitive load during AI-assisted design — related
• Theory-guided five-step prompting of AI interaction improves open-ended explanation performance in construction education review, while unprompted AI access alone does not — related
• Students taught by teachers who received training outperformed those in the control condition, and adding the AIED-U system did not improve learning gains further beyond training alone — related