The pooled gamification effect is robust across dependence assumptions, quality thresholds, and model specifications, with no evidence of publication bias¶
Claim · All claims
Evidence · 1 study · quant-synthesisr2·q3
Currency · newest study 2026 · 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 i? Sensitivity analyses (ρ = 0.30–0.90, aggregated-effect and journal-only models) yielded closely aligned estimates, and Egger's regression and PET-PEESE found no evidence of small-study effects or publication bias. → Ratinho 2026
Evidence¶
Ratinho 2026¶
Ratinho, E., Figueiredo, M., Estêvão, D., Faísca, L., & Martins, C. (2026). Gamification on Mathematics Engagement and Motivation in Secondary School and Higher Education: A Systematic Review and Meta-Analysis. Educational Psychology Review. https://doi.org/10.1007/s10648-025-10108-1
q3 · i? · quant-synthesis · r2
Publication-bias assessment within the meta-analysis: an Egger-type meta-regression with RVE clustered by study, plus PET-PEESE estimators, both yielding non-significant intercepts. The article reports "no evidence of funnel plot asymmetry or small-study effects". Sensitivity estimates ranged from g = 0.107 (MMAT ≤ 60% excluded) to g = 0.416.
"The regression intercept was non-significant ( b =.767, SE = 1.98, t (4.71) =.39, p =.715), and the slope was also non-significant ( b = −1.597, SE = 8.78, t (4.65) = -.18, p =.863). These results suggest no evidence of funnel plot asymmetry or small-study effects."
Discussion¶
Related Claims¶
- Publication-bias checks indicate the pooled effect is unlikely to result from publication bias — related
- Evidence of publication bias exists, but the pooled video effects are robust to it — related
- The pooled self-efficacy–partnership correlation appears robust to the file-drawer problem — related
- The ratio–interactive-skills association may be partly or entirely attributable to small-study publication bias — related
- Formal tests find no substantial evidence of publication bias or small-study effects in the meta-analysis — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
gamification-mathematics-robustness-publication-bias |
title |
The pooled gamification effect is robust across dependence assumptions, quality thresholds, and model specifications, with no evidence of publication bias |
description |
The pooled gamification effect is robust across dependence assumptions, quality thresholds, and model specifications, with no evidence of publication bias |
status |
review |
evidence_strength |
moderate |
newest_evidence |
2026 |
generated |
by process:wiki-ingest on 2026-10-21 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — ratinho-2026 |
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