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Seductive Details, Cognitive Load, and Learning Outcomes: A Multi-level Meta-analysis and MASEM

Authors: Cheng, C.; Wu, Y.; Wang, R.; Wang, Z. · Year: 2026 · Tier: meta · DOI/URL: https://doi.org/10.1007/s10648-025-10099-z

Across ages Foundations of optimal learning Attention and memory

Links to claims

Supports (1)

ClaimBasis
C8Three-level meta-analysis (50 studies, 177 effect sizes): seductive details still lower transfer on average (g = −0.12, 95 % CI −0.22 to −0.03), smaller than earlier meta-analyses; no significant harm in paper-and-pencil materials on combined outcomes. C8 kill-condition test survived 2026-10-10.

Review state: first-pass draft, pending human review.

Source note

Syntes: Cheng, Wu, Wang & Wang (2026) — seductive details: a small but reliable average harm, transfer included

Källa: Cheng, C., Wu, Y., Wang, R., & Wang, Z. (2026). Seductive details, cognitive load, and learning outcomes: A multi-level meta-analysis and MASEM. Educational Psychology Review, 38, 28. https://doi.org/10.1007/s10648-025-10099-z

Verified numbers (full text read 2026-10-10)

Role for C8

Supports (kill-condition test survived, 2026-10-10): even with dependence corrected and the evidence nearly doubled since 2020, transfer is still lowered on average (−0.12), so the meta-analytic kill-condition is not met. The average harm is about half the size of earlier estimates. The paper-versus-screen and secondary-pupil subgroups are between-study comparisons on combined outcomes, not tests on transfer, and were not applied as a narrowing.

Metadata as recorded

ID
CLT-006
Tier
meta
Closed-book follow-up
n/a (recall, comprehension and transfer posttests in the included experiments)
Titel
Seductive Details, Cognitive Load, and Learning Outcomes: A Multi-level Meta-analysis and MASEM
Författare
Cheng, C.; Wu, Y.; Wang, R.; Wang, Z.
År
2026 (Educational Psychology Review 38, article 28; published 5 March 2026)
Källa/DOI
https://doi.org/10.1007/s10648-025-10099-z
URL
https://link.springer.com/article/10.1007/s10648-025-10099-z (closed); author-shared copy on ResearchGate (publication 401582464)
Typ
three-level meta-analysis plus meta-analytic structural equation modelling; 50 studies, 177 effect sizes, 20,683 participants; peer-reviewed journal studies to May 2025
Åldersgrupp
overgripande (secondary and college; mostly college)
Teman
optimalt-larande-grunder;uppmarksamhet-och-minne
Hämtad
2026-10-10
Paywall
Springer (closed); author-shared copy readable