Intrinsic cognitive load during the scenario negatively predicted problem-solving performance (ANCOVA, p = .01)¶
Claim · All claims
Evidence · 1 study · causalr2·q3
Currency · newest study 2026 · not yet checked against its sources · not reviewed by a person
Subclaims¶
Reading the evidence codes
q is the design tier, i the impact, n the sample, and the kind with its r
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.
q3 i? An ANCOVA controlling for in-scenario intrinsic cognitive load showed a significantly negative effect of cognitive load on problem-solving competence. → Sabrina Ludwig 2026
Evidence¶
Sabrina Ludwig 2026¶
Sabrina Ludwig, Andreas Rausch, Michelle Taub. (2026). Effects of instructional design, instructional preferences, and cognitive load on problem solving and knowledge acquisition in a computer-based office simulation. Learning and Instruction. https://doi.org/10.1016/j.learninstruc.2025.102255
q3 · i? · causal · r2
ANCOVA assessing instructional design effects on problem-solving performance with intrinsic cognitive load during the scenario as covariate (Table 5; n = 73). The cognitive load term was significant at p = .01 with beta-coefficient of -.29; the instructional design main effect was not significant (p = .09).
"The analysis only showed a significantly negative effect of cognitive load on problem solving competence."
Discussion¶
Related Claims¶
- PS-DI learners reported higher intrinsic in-scenario cognitive load during problem solving (d = .53) — related
- Self-reported intrinsic cognitive load correlates positively with anxiety and challenge and negatively with probability of success in an algebra task — 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
- SRL skills and prior knowledge predict revision performance, while SRL predicts higher and prior knowledge lower cognitive load — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
cognitive-load-negatively-predicts-problem-solving |
title |
Intrinsic cognitive load during the scenario negatively predicted problem-solving performance (ANCOVA, p = .01) |
description |
Intrinsic cognitive load during the scenario negatively predicted problem-solving performance (ANCOVA, p = .01) |
status |
review |
evidence_strength |
moderate |
newest_evidence |
2026 |
generated |
by process:wiki-ingest on 2026-10-23 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — sabrina-ludwig-2026 |
Frontmatter is the page's machine-readable record — see the Schema & Guide.