Determine the long-term effects of in situ scaffolding on spontaneous self-regulation
Determine whether longer exposure to HelpCoach, such as a semester-long classroom deployment, produces measurable improvements in spontaneous targeted help-seeking and broader self-regulation, or whether the nonsignificant effects reflect a fundamental limitation of in situ scaffolds.
References
Future longitudinal research, such as a semester-long classroom deployment, could determine whether the nonsignificant effects reflect limited exposure or a fundamental limitation of in situ scaffolds in fostering spontaneous self-regulation.
— HelpCoach: Scaffolding Targeted AI Help-Seeking During Problem-Solving
(2609.28918 - Jin et al., 24 Sep 2026) in Section “Limitations and Future Work,” third paragraph