Subjective effort ratings are sensitive to variations in task complexity, with higher ratings for complex tasks¶
Claim · All claims
Evidence · 1 study · reviewr3·q2
Currency · newest study 2020 · 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.
q2 i? Multiple studies found effort ratings to be higher for complex tasks than for simpler ones, supporting sensitivity as a proxy for resolution. → Scheiter 2020
Evidence¶
Scheiter 2020¶
Scheiter, K., Ackerman, R., & Hoogerheide, V. (2020). Looking at Mental Effort Appraisals through a Metacognitive Lens: Are they Biased? Educational Psychology Review. https://doi.org/10.1007/s10648-020-09555-9
q2 · i? · review · r3
The review reports that in several studies where students worked on multiple task items varying in complexity within participants, "effort ratings to be higher for complex tasks than for simpler ones." This sensitivity to complexity serves as a proxy for the resolution measure used in metacognitive research, though the degree of resolution is not quantified via within-participant correlations in CLT studies.
"Several studies have found effort ratings to be higher for complex tasks than for simpler ones (e.g., Paas et al. 1994; Schmeck et al. 2015; van Gog et al. 2012)."
Discussion¶
Related Claims¶
- In a preregistered within-subjects experiment (N = 131, eight measurements), the translated scale showed criterion validity via sensitivity to task complexity, extraneous load, and motivation — a broader claim this one bears on
- Delayed effort ratings are higher than the average of immediate ratings, suggesting itemized appraisals are more sensitive to effort fluctuations — related
- Variations in task difficulty are reflected in the intrinsic cognitive load scale, with boredom conditions reporting the lowest ICL — related
- In the mental rotation experiment, item complexity (rotation angle) served as a significant cue for all four appraisal types, with difficulty appraisals most sensitive — a narrower finding that bears on this claim
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
subjective-effort-ratings-sensitive-to-task-complexity |
title |
Subjective effort ratings are sensitive to variations in task complexity, with higher ratings for complex tasks |
description |
Subjective effort ratings are sensitive to variations in task complexity, with higher ratings for complex tasks |
status |
review |
evidence_strength |
moderate |
newest_evidence |
2020 |
generated |
by process:wiki-ingest on 2026-10-21 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — scheiter-2020 |
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