Student disengagement in adaptive learning platforms is linked to technical problems, boredom with long or irrelevant content, insufficient challenge and feedback, and declining engagement over time¶

Claim · All claims
Evidence · 1 study · review r3 · q2
Currency · newest study 2026 · not yet checked against its sources · not reviewed by a person

Subclaims¶

q2 i? Reviewed studies attribute disengagement to complicated or frustrating platforms, technical issues, overly long or irrelevant modules, limited content, and declines in lesson activity over time attributed to fatigue. → Patricia D. Simon 2026

Evidence¶

Patricia D. Simon 2026¶

Patricia D. Simon, Lily Min Zeng, Luke K. Fryer. (2026). A systematic review of student engagement research in adaptive learning platforms. Computers and Education Open. https://doi.org/10.1016/j.caeo.2026.100360

q2 · i? · review · r3

The review reports, citing included studies, that W-Pal lesson activity "decreased over time, which they attributed to student fatigue"; it also lists technical issues, boredom with long modules, limited content, and lack of teacher support as disengagement factors.

"Behavioral engagement (i.e., lesson activity as measured by the average completion percentage of each module) in the W-Pal decreased over time, which they attributed to student fatigue [50]."

Discussion¶

Learner Variables¶

• Achievement Emotions — predictor: learners who differ on it differ in outcomes

Related Claims¶

• Included studies suggest engagement increases when adaptive platform activities are tailored to learners' personal needs and emotional state — the general claim this finding bears on, with the studies behind it
• Technical issues (login scanning, internet connectivity, projector setup, and glitches) frustrated students and created a significant barrier to playlist implementation — a narrower finding that bears on this claim
• Interviewed teachers attributed disengagement to technical, institutional, and social-relational environmental constraints rather than capability deficits — related
• During observed playlist sessions, students were mostly on task and concentrating, though off-task behavior rose when the digital notebook was repeated — related
• No significant impact of frustration or boredom (or anxiousness, discouragement, distractedness) on practice performance was found — related
• Generalizable detectors of students' affective states in DLPs remain an unsolved problem — related
• Frustration at not understanding a concept is perceived to motivate exploration and persistence, while frustration attributed to teachers or curriculum impairs motivation — related
• Students were highly engaged in the in-school environment, with engagement increasing over the implementation duration. — reports the opposite
• Students perceive pleasure—positive emotions during learning and the active minimization of boredom and displeasure—as an element of fun in learning — related
• Automated detectors of disengaged behaviors inferred from interaction-log data alone reached AUC over 0.8 for gaming and correlated 0.55 with observed off-task behavior — related
• A systematic review identifies four overarching themes of factors affecting student engagement in adaptive learning platforms: system quality, information quality, learner characteristics and preferences, and affordances that mimic real-life social interactions — a broader claim this one bears on
• During the course, curiosity, enjoyment, confusion and anxiety decreased over time, boredom increased, and surprise and frustration remained stationary. — related
• Telegram-based chatbot use declined after initial novelty, with platform friction cited as a barrier — a narrower finding that bears on this claim
• Teachers link low motivation and buy-in to middle-school developmental constraints, peer norms, and prior negative experiences with math or i-Ready — related