Self-reported extraneous cognitive load correlates negatively with germane load and with expected probability of success in an algebra task¶
Claim · All claims
Evidence · 1 study (2 entries) · causalr2·q2·i0–i1
Currency · newest study 2020 · checked against its sources 2026-10-20 (automated, 2 of 2 entries) · not reviewed by a person
Subclaims¶
Reading the evidence codes
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the rigour judged within that kind: what each code means.
This claim: no standardized effect is recorded in observations/ for it yet, so no benchmark reading is possible.
q2 i1 Extraneous and germane cognitive load were negatively correlated (r = -.264, p < .01). → Gupta 2020
q2 i0 Extraneous cognitive load correlated negatively with QCM probability of success (r = -.191, p < .05). → Gupta 2020 (2)
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 of CLM subscales in the same algebra study: "A negative correlation between extraneous cognitive load and germane cognitive load (r = -.264, p < .01) was detected", which the authors take as confirming Sweller et al.'s hypothesis.
"A negative correlation between extraneous cognitive load and germane cognitive load (r = -.264, p < .01) was detected which confirms Sweller et al.’s (1998) hypothesis about the negative relationship between extraneous and germane cognitive load."
Gupta 2020 (2)¶
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 · i0 · causal · r2
Same correlational analysis, CLM extraneous subscale against QCM: "extraneous cognitive load was found to correlate negatively with the probability of success (r = -.191, p < .05)".
"Finally, extraneous cognitive load was found to correlate negatively with the probability of success (r = -.191, p < .05) in QCM."
Discussion¶
Related Claims¶
- Cognitive Load Reduction Improves Learning
- Self-reported intrinsic cognitive load correlates positively with anxiety and challenge and negatively with probability of success in an algebra task — related
- Self-reported germane cognitive load correlates positively with interest (QCM) among college students solving algebra problems — related
- Self-reported intrinsic and germane cognitive load correlate positively among college students solving algebra problems — related
- Prior coding experience correlates positively with digital literacy and coding comfort and negatively with perceived task difficulty — related
- Cognitive load is negatively associated with critical thinking and with self-regulated learning — related
- ARPG+ shifts cognitive load composition toward productive effort and reduces overload frequency in simulation — related
- Germane cognitive load is reformulated as redistributing working memory resources from extraneous to intrinsic processing rather than adding to total load — related
- During an exam, students' expectancy for success decreased and the change in expectancy was negatively associated with change in salivary cortisol — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
extraneous-cognitive-load-correlates-negatively-with-germane-load-and-probability-of-success |
title |
Self-reported extraneous cognitive load correlates negatively with germane load and with expected probability of success in an algebra task |
description |
Self-reported extraneous cognitive load correlates negatively with germane load and with expected probability of success in an algebra task |
status |
review |
evidence_strength |
moderate |
newest_evidence |
2020 |
source_checked |
2026-10-20 |
generated |
by claude/unspecified on 2026-09-24 |
trust |
unverified — no one has confirmed this page's content |
sources |
2 — gupta-2020, gupta-2020-2 |
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