Subjective effort ratings are affected by invalid cues and only weakly valid as cues to judged learning outcomes¶

Claim · All claims
Evidence · 1 study (2 entries) · theoretical r3 · q1–q3
Currency · newest study 2025 · not yet checked against its sources · not reviewed by a person · recheck by 2028: tool and model accuracy changes quickly

Subclaims¶

q1 i? Learners who report higher effort judge their performance as being lower, suggesting effort is read as a sign of task strenuousness. → Katharina Scheiter 2025 q3 i? A meta-analysis by David et al. found a negative indirect relation between mental effort judgments and learning outcome that is rather minor. → Katharina Scheiter 2025 (2)

Evidence¶

Katharina Scheiter 2025¶

Katharina Scheiter. (2025). Commentary: How can We Come to Terms when Discussing the Role of Effort from the Perspective of Cognitive Load Theory and Theories of Self-regulated Learning? Educational Psychology Review. https://doi.org/10.1007/s10648-025-10037-z

q1 · i? · theoretical · r3

The commentary synthesizes findings from several special-issue and prior studies: higher reported effort goes with lower performance judgments, implying learners treat effort as an indication a task is strenuous.

"learners and problem solvers who report higher effort judge their performance as being lower (David et al., 2024; De Baars et al., 2020; Waldeyer et al., 2024)"

Katharina Scheiter 2025 (2)¶

Katharina Scheiter. (2025). Commentary: How can We Come to Terms when Discussing the Role of Effort from the Perspective of Cognitive Load Theory and Theories of Self-regulated Learning? Educational Psychology Review. https://doi.org/10.1007/s10648-025-10037-z

q3 · i? · theoretical · r3

The commentary reports, citing David et al. (2024), a meta-analysis finding the effort cue's validity limited: a negative indirect relation between mental effort judgments and learning outcome of minor magnitude; no effect size is printed.

"David et al. furthermore show by means of a meta-analysis that the use of effort as a cue to judge one’s learning outcome is valid only to some extent; while there is a negative indirect relation between mental effort judgments and learning outcome, this effect is rather minor."

Discussion¶

Related Claims¶

• Metacognitive evaluations of effort and performance, rather than objective performance, drive spontaneous offloading — related
• ChatGPT use boosts university students' self-efficacy for task resolution, but self-efficacy barely tracks actual performance — related
• Fluent Illusions Mislead Self Assessment — related
• Behavioral interaction metrics are weakly or inconsistently correlated with task performance in AI-assisted programming — related
• Students tend to rely on non-diagnostic cues when judging their own performance, resulting in inaccurate judgments — related
• Creative performance weakly predicts metacognitive judgments, with perceived difficulty and task interest serving as additional cues — related
• Perceived effort ratings are metacognitive judgments based on heuristic cue processing and prone to bias — a broader claim this one bears on
• Perceived mental effort serves as a cue for monitoring judgments, which mediate the effort–outcome relation (David et al., 2024 meta-analysis) — related
• Students use invested mental effort as a cue when judging their learning, and self-rated mental effort is negatively related to judgments of learning — possibly the same claim (merge candidate)
• Recent AI-in-education studies often rely on subjective or performance-during-support measures and weak comparison designs, limiting claims about learning effects — a narrower finding that bears on this claim
• Perceived mental effort has a negative indirect association with learning outcomes, mediated by monitoring judgments (β = -0.05) — related
• Perceived mental effort is negatively associated with monitoring judgments (β = -0.19) in a meta-analytic structural equation model — related