Cognitive-load-based quiz adaptation raised learning gains while domain-specific confidence-based adaptation did not¶
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Evidence · 1 study · theoreticalr3·q2
Currency · newest study 2026 · not yet checked against its sources · not reviewed by a person
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q2 i? In an open-ended social psychology quiz, only adaptation based on generic self-reported cognitive load led to higher learning gains than a non-adaptive control condition, while adaptation based on domain-specific criterion-based confidence ratings did not. → Anselm Strohmaier 2026
Evidence¶
Anselm Strohmaier 2026¶
Anselm Strohmaier, Fien Depaepe, Michael Nickl, Andreas Obersteiner. (2026). A domain-specific perspective on adaptivity. Learning and Instruction 104. https://doi.org/10.1016/j.learninstruc.2026.102364
q2 · i? · theoretical · r3
The editorial reports, citing Obergassel et al. (2025), the issue's only direct contrast of generic versus domain-specific adaptation triggers, both adjusting subsequent task difficulty; "Only the cognitive-load–based adaptation led to higher learning gains compared to a non-adaptive control condition".
"Only the cognitive-load–based adaptation led to higher learning gains compared to a non-adaptive control condition, suggesting that domain-general indicators may be more informative than domain-specific self-evaluations in guiding adaptivity in this context."
Discussion¶
Related Claims¶
- Metacognitive prompts improve learning — a broader claim this one bears on
- Intelligent tutoring systems improve achievement over non-individualised instruction — a broader claim this one bears on
- Mastery Learning Improves Outcomes — a broader claim this one bears on
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
cognitive-load-adaptation-beats-confidence-adaptation |
title |
Cognitive-load-based quiz adaptation raised learning gains while domain-specific confidence-based adaptation did not |
description |
Cognitive-load-based quiz adaptation raised learning gains while domain-specific confidence-based adaptation did not |
status |
review |
evidence_strength |
mixed |
newest_evidence |
2026 |
generated |
by process:wiki-ingest on 2026-10-22 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — anselm-strohmaier-2026 |
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