Seductive Details, Cognitive Load, and Learning Outcomes: A Multi-level Meta-analysis and MASEM
Across ages Foundations of optimal learning Attention and memory
Links to claims
Supports (1)
| Claim | Basis |
|---|---|
| C8 | Three-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)
- Scope: 51 studies retained, 9 outlying effect sizes from 5 studies removed, leaving 50 studies, 177 effect sizes, 20,683 participants (published 1989–2025); three-level model to handle several effect sizes per study.
- Overall (Table 3): g = −0.16 (SE 0.03, 95 % CI −0.22 to −0.10, p < .001); I² = 57.8 %.
- By outcome (Table 4): recall −0.17 (34 studies); comprehension −0.19 (11); transfer −0.12 (SE 0.05, 95 % CI −0.22 to −0.03, p < .05; 25 studies, 68 effect sizes).
- Moderators (Table 5, all outcomes combined): learning environment significant (F = 3.74, p = .033): technology-based −0.19 (41 studies), paper-and-pencil 0.00 (CI −0.16 to 0.17; 9 studies). Grade level not significant (F = 2.02, p = .11): secondary −0.05 (CI −0.19 to 0.10; 9 studies), college −0.18 (40). Sample size significant; text language significant (one Chinese study). Duration not significant (long interventions −0.12, ns).
- Mechanism: in 8 studies with cognitive-load data, the harm runs partly through higher extraneous load.
- Publication bias: Egger p = .98; trim-and-fill imputed no studies.
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