Task complexity strongly affects germane cognitive load in Round 1, with effects dissipating by post-test¶
Claim · All claims
Evidence · 1 study (2 entries) · causalr1–r2·q3·i0–i3
Currency · newest study 2024 · 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 i3 Consistently high complexity had a strong effect on GCL in Round 1 (η2 = 0.19) and a small effect in Round 2 (η2 = 0.05). → Ines Zeitlhofer 2024
q3 i0 GCL did not differ between groups at post-test (η2 = 0.00). → Ines Zeitlhofer 2024 (2)
Evidence¶
Ines Zeitlhofer 2024¶
Ines Zeitlhofer, Joerg Zumbach, Judith Schweppe. (2024). Complexity affects performance, cognitive load, and awareness. Learning and Instruction 94 (2024) 102001. https://doi.org/10.1016/j.learninstruc.2024.102001
q3 · i3 · causal · r1
Univariate analyses in the N = 98 experiment, with GCL measured by the Naïve Rating Questionnaire, showed "a strong effect of task complexity on GCL in Round 1" with printed effect size η2 = 0.19, and a small effect in Round 2 with η2 = 0.05.
"Addressing the impact of task complexity on GCL univariate analysis revealed a strong effect of task complexity on GCL in Round 1 (F (1,84) = 19.14, p < .001, η2 = 0.19) and a small positive effect in Round 2 (F (1,84) = 4.12, p < .05, η2 = 0.05)."
Ines Zeitlhofer 2024 (2)¶
Ines Zeitlhofer, Joerg Zumbach, Judith Schweppe. (2024). Complexity affects performance, cognitive load, and awareness. Learning and Instruction 94 (2024) 102001. https://doi.org/10.1016/j.learninstruc.2024.102001
q3 · i0 · causal · r2
At the delayed post-test the GCL difference between the consistently high and gradually increasing groups was not significant, with printed η2 = 0.00.
"However, in the post-test, the difference between groups was not significant (F (1,84) = 0.11, p > .95, η2 = 0.00)."
Discussion¶
Related Claims¶
- Consistently high task complexity yields faster immediate problem-solving than gradually increasing complexity, with no post-test difference — related
- Constantly high complexity lowers reported intrinsic cognitive load and metacognitive strategy use compared with gradually increasing complexity — related
- Consistently high complexity raises meta-awareness in Round 1 but not in later rounds — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
complexity-germane-load-round-effects |
title |
Task complexity strongly affects germane cognitive load in Round 1, with effects dissipating by post-test |
description |
Task complexity strongly affects germane cognitive load in Round 1, with effects dissipating by post-test |
status |
review |
evidence_strength |
moderate |
newest_evidence |
2024 |
generated |
by process:wiki-ingest on 2026-10-22 |
trust |
unverified — no one has confirmed this page's content |
sources |
2 — ines-zeitlhofer-2024, ines-zeitlhofer-2024-2 |
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