Among top-performing math students, male students show strongly math-oriented math–reading achievement profiles whereas female students' profiles are more balanced¶
Claim · All claims
Evidence · 1 study (3 entries) · quant-synthesisr2–r3·q4
Currency · newest study 2021 · 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.
q4 i? Male top performers' math–reading profile distributions overlap so little with females' that the mean nonoverlap is 44%, which the article classifies as a large effect. → Keller 2021
q4 i? Male top performers' math exceeds reading by 57.65 points on average versus 22.71 points for female top performers. → Keller 2021 (2)
q4 i? 87% of male versus 66% of female top performers demonstrate a math tilt over reading. → Keller 2021 (3)
Evidence¶
Keller 2021¶
Keller, L., Preckel, F., Eccles, J. S., & Brunner, M. (2021). Top-Performing Math Students in 82 Countries: An Integrative Data Analysis of Gender Differences in Achievement, Achievement Profiles, and Achievement Motivation. Journal of Educational Psychology. http://dx.doi.org/10.1037/edu0000685
q4 · i? · quant-synthesis · r3
Meta-analytic synthesis of country-specific profile nonoverlap statistics from the PISA integrative data analysis. The math–reading distributions showed "a nonoverlap of 44%, representing a large effect" by the article's nonoverlap benchmarks; no standardized effect size was printed.
"Female and male students' math–reading profile distributions had, on average, a nonoverlap of 44%, representing a large effect (Table 5; see Figure 5B for the distribution of effect sizes)."
Keller 2021 (2)¶
Keller, L., Preckel, F., Eccles, J. S., & Brunner, M. (2021). Top-Performing Math Students in 82 Countries: An Integrative Data Analysis of Gender Differences in Achievement, Achievement Profiles, and Achievement Motivation. Journal of Educational Psychology. http://dx.doi.org/10.1037/edu0000685
q4 · i? · quant-synthesis · r3
Country-specific mean profile scores integrated meta-analytically. Male top performers' math exceeded reading "by, on average, 57.65 points"; the companion result reports female students' math exceeded reading by 22.71 points, a less pronounced difference.
"mathematically top-performing male students' math achievement clearly exceeded their reading achievement by, on average, 57.65 points (see Table 5)."
Keller 2021 (3)¶
Keller, L., Preckel, F., Eccles, J. S., & Brunner, M. (2021). Top-Performing Math Students in 82 Countries: An Integrative Data Analysis of Gender Differences in Achievement, Achievement Profiles, and Achievement Motivation. Journal of Educational Psychology. http://dx.doi.org/10.1037/edu0000685
q4 · i? · quant-synthesis · r2
Meta-analytic synthesis of tilt percentages across countries. "87% demonstrated a math tiltM-R" among male top performers versus 66% of female top performers, both majorities but with a gender difference; no standardized effect size was printed.
"Of all male students, 87% scored higher in mathematics than in reading (i.e., 87% demonstrated a math tiltM-R), whereas 66% of all female students showed stronger achievement tilts in mathematics than in reading"
Discussion¶
Related Claims¶
- Gender differences in mathematics and science achievement are negligible among top-performing math students, while female students show better reading achievement — related
- Gender equality indicators moderate gender differences among top-performing math students: tertiary enrollment ratios predict the share of female students and their achievement profiles — related
- Male top-performing math students show strongly science-oriented science–reading profiles while female students' profiles are more balanced — related
- Gender differences in the math–science achievement profile of top-performing math students are small, with both genders tilted toward mathematics — related
- Male top-performing math students report higher math self-efficacy and stronger math-oriented motivation than female top performers — related
- Across nations, boys outperform girls in mathematics by a small average margin while girls outperform boys in reading by a margin three times larger — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
math-reading-profile-gender-tilt-top5 |
title |
Among top-performing math students, male students show strongly math-oriented math–reading achievement profiles whereas female students' profiles are more balanced |
description |
Among top-performing math students, male students show strongly math-oriented math–reading achievement profiles whereas female students' profiles are more balanced |
status |
review |
evidence_strength |
moderate |
newest_evidence |
2021 |
generated |
by process:wiki-ingest on 2026-10-24 |
trust |
unverified — no one has confirmed this page's content |
sources |
3 — keller-2021, keller-2021-2, keller-2021-3 |
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