Much ado about grit: A meta-analytic synthesis of the grit literature.
Crede M, Tynan MC, Harms PD · 2017
grade Bmeta-analysisindependentreplicated
Sample
584 effect sizes from 88 independent samples representing 66,807 individuals
Population
Middle-school age and above, predominantly US academic and military samples.
Design
Psychometric meta-analysis with correction for unreliability, followed by hierarchical regressions on the meta-analytic correlation matrix to estimate incremental validity. Every grit measure in the corpus is self-report; the criteria are registrar GPA and retention records.
Key findings
Grit correlates with conscientiousness at rho = .84 (k = 22, N = 18,826) - the two constructs are not distinguishable. Grit correlates with cognitive ability at rho = .05 and with academic performance at rho = .18. The facets diverge sharply - perseverance of effort correlates .26 with academic performance while consistency of interest correlates .10, which undermines treating them as one trait. The decisive numbers are the incremental-validity increments over conscientiousness - overall grit adds .000 to overall academic performance, .002 to high-school GPA and .004 to college GPA. Reversing the order, conscientiousness added after grit contributes .180, .160 and .170. The authors conclude that interventions designed to enhance grit may only have weak effects on performance and success.
Genetic confound
High for the underlying correlations, which are all observational. The meta-analysis is a synthesis of confounded associations and inherits the confounding.
Replication notes
Replicated by Lam and Zhou 2022 on a fifteen-times-larger corpus (r = .19 overall, perseverance .21, consistency .08) and converged on by Schmidt et al. 2018 using confirmatory factor analysis rather than meta-analysis.
DOI / URL
10.1037/pspp0000102
Effects
| Outcome | Metric | Value | Measure | Timing | Vs | Horizon | Class |
|---|---|---|---|---|---|---|---|
| Grit and conscientiousness | true-score rho | 0.84 (k = 22, N = 18,826) | researcher-designed | cross-sectional | none | not-applicable | non-cognitive |
| Grit and academic performance | true-score rho | 0.18 (k = 39, N = 13,141) | standardized | cross-sectional and predictive | none | not-applicable | domain-skill |
| Perseverance versus consistency facets and academic performance | true-score rho | 0.26 versus 0.10 | standardized | cross-sectional | none | not-applicable | domain-skill |
| Incremental validity of grit over conscientiousness | change in R-squared | 0.000 (overall academic performance), 0.002 (high-school GPA), 0.004 (college GPA) | standardized | cross-sectional | none | not-applicable | domain-skill |
| Grit and cognitive ability | true-score rho | 0.05 (k = 21, N = 11,513) | standardized | cross-sectional | none | not-applicable | g |
Cited by
- Are self-control and grit teachable levers on achievement?mixedconf: highgc: medium