GMT as a standalone intervention shows small average effects that approach zero when publication bias is controlled, per the review's account of Macnamara and Burgoyne's meta-analysis¶
Claim · All claims
Evidence · 1 study · reviewr2·q2·i0negligible
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.
q2 i0 The review reports that Macnamara and Burgoyne's meta-analysis found a mean effect size of d = 0.05 for GMT, dropping to 0.01–0.03 when controlling for publication bias, with no effect in best-practices studies. → Anne M. Cleary 2026
Evidence¶
Anne M. Cleary 2026¶
Anne M. Cleary, Daniel H. Robinson. (2026). Why Growth Mindset Training Alone may not Improve Academic Outcomes: A Call for Research on Bundling Growth Mindset and Retrieval Practice Interventions. Educational Psychology Review. https://doi.org/10.1007/s10648-026-10188-7
q2 · i0 · review · r2
Narrative review attributing this to Macnamara and Burgoyne (2023a): their meta-analysis of the GMT literature found a "mean effect size estimate (d) of 0.05", falling to 0.01 and 0.03 after publication-bias correction; best-practices studies showed no effect on academic performance.
"In their meta-analytic review of the GMT literature, Macnamara and Burgoyne (2023a) found a mean effect size estimate (d) of 0.05. When controlling for publication bias, the estimate dropped to 0.01 and 0.03 (i.e., no effect at all)."
Discussion¶
Related Claims¶
- Authors with a financial interest in GMT were 2.5 times as likely to report significant effects, per the review's account of Macnamara and Burgoyne — related
- A large randomized controlled trial in England found no advantages for students who received GMT, as reported by the review — related
- Mind-set interventions show weak overall effects on achievement, with some support that low-SES or academically at-risk students might benefit — a broader claim this one bears on
- Growth-mindset interventions have weak average effects on achievement, including a negligible GPA gain (d = 0.11) for lower-achieving US ninth-graders in one preregistered national trial — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
gmt-standalone-small-mixed-effects |
title |
GMT as a standalone intervention shows small average effects that approach zero when publication bias is controlled, per the review's account of Macnamara and Burgoyne's meta-analysis |
description |
GMT as a standalone intervention shows small average effects that approach zero when publication bias is controlled, per the review's account of Macnamara and Burgoyne's meta-analysis |
status |
review |
evidence_strength |
weak |
newest_evidence |
2026 |
generated |
by process:wiki-ingest on 2026-10-19 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — anne-m-cleary-2026 |
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