AIGC feedback quality predicts satisfaction but not self-efficacy, and satisfaction does not predict self-regulated learning¶

Claim · All claims
Evidence · 1 study · associational r2 · q3
Currency · newest study 2026 · not yet checked against its sources · not reviewed by a person

Subclaims¶

q3 i? AIGC feedback quality strongly predicts satisfaction (β = 0.712, p < 0.001). → Liang 2026 q3 i? AIGC feedback quality does not significantly predict self-efficacy (β = 0.131, p > 0.05). → Liang 2026 q3 i? Satisfaction does not significantly predict self-regulated learning (β = 0.032, p > 0.05). → Liang 2026

Evidence¶

Liang 2026¶

Liang, Li, Hsu and Xu. (2026). AIGC affordance and student self-regulation in private undergraduate education: a serial mediation model of self-efficacy and learning motivation. Frontiers in Psychology. https://doi.org/10.3389/fpsyg.2026.1800950

q3 · i? · associational · r2

PLS-SEM path tests in the 689-student survey. The quote reports the significant feedback-quality→satisfaction path and the non-significant feedback-quality→self-efficacy path; the satisfaction→SRL path (β = 0.032, p > 0.05) was also non-significant, so H5 was not supported. Equivalence was not tested.

"the path to satisfaction showed a beta of 0.712 (p < 0.001), supporting H2a, whereas the path to AIGC self-efficacy (β = 0.131, p > 0.05) did not support H2b."

Discussion¶

Learner Variables¶

• Self-Efficacy — outcome: instruction changes it

Related Claims¶

• Perceived AIGC affordance enhances AIGC self-efficacy and directly predicts self-regulated learning in IEI undergraduates — related
• Feedback quality influences SRL only indirectly through learning motivation, not through self-efficacy or satisfaction — related
• Self-efficacy and learning motivation serially mediate the link from AIGC affordance to self-regulated learning — related
• In the TAM structural model, satisfaction mediated sustained use: usability strongly predicted usefulness (β = 0.93), usefulness predicted satisfaction (β = 0.76), but usefulness did not directly predict use intention (β = 0.02, p = .896) — related