Self-reported germane cognitive load correlates positively with interest (QCM) among college students solving algebra problems¶

Claim · All claims
Evidence · 1 study · causal r2 · q2 · i1 small
Currency · newest study 2020 · checked against its sources 2026-10-20 (automated, 1 of 1 entry) · not reviewed by a person

Subclaims¶

q2 i1 Germane cognitive load was significantly positively correlated with QCM interest (r = .264, p < .01). → Gupta 2020

Evidence¶

Gupta 2020¶

Gupta, U., & Zheng, R. Z. (2020). Cognitive Load in Solving Mathematics Problems: Validating the Role of Motivation and the Interaction Among Prior Knowledge, Worked Examples, and Task Difficulty. European Journal of STEM Education, 5(1), 05. https://doi.org/10.20897/ejsteme/9252

q2 · i1 · causal · r2

Correlational analysis within the same algebra study, relating Leppink et al.'s CLM subscales to Rheinberg et al.'s QCM subscales: "germane cognitive load was significantly positively correlated with interest (r = .264, p < .01)".

"The results showed that germane cognitive load was significantly positively correlated with interest (r = .264, p < .01) suggesting the connection between germane cognitive load and learners’ interest in learning."

Discussion¶

Learner Variables¶

• Interest — predictor: learners who differ on it differ in outcomes

Related Claims¶

• Learners invest more effort in tasks they perceive as interesting, personally important, or useful to their future goals. — the general claim this finding bears on, with the studies behind it
• Self-reported extraneous cognitive load correlates negatively with germane load and with expected probability of success in an algebra task — related
• Self-reported intrinsic and germane cognitive load correlate positively among college students solving algebra problems — related
• Self-reported intrinsic cognitive load correlates positively with anxiety and challenge and negatively with probability of success in an algebra task — related
• High- and low-prior-knowledge learners differ significantly on an algebra posttest and on intrinsic and germane cognitive load, but not on extraneous load — related
• Task difficulty (easy vs difficult simultaneous-equation problems) has significant main effects on intrinsic and extraneous cognitive load, but not on germane load — related
• Prior knowledge and worked-example type (full vs completion) interact significantly on self-reported germane cognitive load, but not on intrinsic or extraneous load — related
• Germane cognitive load is reformulated as redistributing working memory resources from extraneous to intrinsic processing rather than adding to total load — related
• Personalization to student interests improved accuracy on hard knowledge components involving algebraic expression-writing within the tutoring unit — related
• Germane load measurement is problematic: GCL-outcome correlations and item understanding show weaknesses across instruments — related