Directive feedback is associated with higher cognitive load than Socratic feedback, with no agent-type effects on learning experiences¶

Claim · All claims
Evidence · 1 study (2 entries) · causal r2 · q3 · i2 medium
Currency · newest study 2026 · checked against its sources 2026-10-20 (automated, 2 of 2 entries) · not reviewed by a person

Subclaims¶

q3 i2 Feedback style showed a significant main effect on cognitive load, with higher scores under directive feedback (moderate effect). → Han Xue 2026 q3 i? Agent type showed no significant main effects on perceived ease of use, usefulness, intention to use, engagement, critical thinking disposition, or cognitive load. → Han Xue 2026 (2)

Evidence¶

Han Xue 2026¶

Han Xue, Cao Jing, Wang Zi, Luo Heng. (2026). The Effects of Agent Type and Feedback Style on Self-Directed Learning: A Mixed-Methods Study. Behavioral Sciences. https://doi.org/10.3390/bs16071069

q3 · i2 · causal · r?

Mixed-design ANOVA on Learning Experience Questionnaire responses collected after each task from 51 postgraduate students. Cognitive load scores were descriptively higher under directive feedback than under Socratic feedback across both agent types.

"Feedback style showed a significant main effect only on cognitive load (η2p = 0.113), indicating a moderate effect."

Han Xue 2026 (2)¶

Han Xue, Cao Jing, Wang Zi, Luo Heng. (2026). The Effects of Agent Type and Feedback Style on Self-Directed Learning: A Mixed-Methods Study. Behavioral Sciences. https://doi.org/10.3390/bs16071069

q3 · i? · causal · r2

The same ANOVA series found no significant agent-type main effects across the nine learning-experience dimensions, and no significant agent type × feedback style interactions on these dimensions; descriptive differences were relatively small.

"results showed no significant main effects of agent type on perceived ease of use, perceived usefulness, intention to use, cognitive engagement, behavioral engagement, emotional engagement, critical thinking openness, reflective skepticism, or cognitive load."

Discussion¶

Related Claims¶

• In an immediate post-test design, participants with an unrestricted chatbot achieved significantly higher learning deltas than participants with a Socratic chatbot (d = 0.80) or an EEG-adaptive exercise system (d = 0.85) — the general claim this finding bears on, with the studies behind it
• The customized agent's advantage in short-term task improvement emerges under directive feedback but not under Socratic feedback — related
• Socratic feedback is associated with higher task orientation and comprehension monitoring than directive feedback; on feedback regulation it has no main effect, but its effect depends on agent type — related
• Customized AI agents generate feedback with higher accuracy and specificity than general-purpose agents in self-directed instructional design tasks — related
• Qualitatively, Socratic prompts supported reflective monitoring while directive feedback was associated with overload and resistance — related
• Qualitative reflections indicate MPathic-VR students valued immediate feedback, nonverbal skill teaching, and preparation for emotion-charged encounters, while CBL students reported lack of interactivity and information overload — related