Neither IQ nor WMC significantly predicted early mathematics when both were in the same model, explaining only about 5% of variance¶
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Evidence · 1 study · associationalr2·q2
Currency · newest study 2017 · not yet checked against its sources · not reviewed by a person
Subclaims¶
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q2 i? For mathematics at the beginning of elementary school, neither IQ nor WMC were significant predictors when both entered the same model, together explaining about 5% of variance. → Schneider Wolfgang 2017
Evidence¶
Schneider Wolfgang 2017¶
Schneider Wolfgang, Niklas Frank. (2017). Intelligence and Verbal Short-Term Memory/Working Memory: Their Interrelationships from Childhood to Young Adulthood and Their Impact on Academic Achievement. Journal of Intelligence. https://doi.org/10.3390/jintelligence5020026
q2 · i? · associational · r2
Regression analyses predicting Grade 2 mathematics in the LOGIC sample with age, sex, and SES controlled. The article reports "neither IQ nor WMC were significant predictors" and about 5% of variance explained.
"In regard to early mathematics, neither IQ nor WMC were significant predictors when both variables were introduced into the same model, and they explained only about 5% of the variance in this outcome variable."
Discussion¶
Related Claims¶
- Non-verbal intelligence measures (Raven, WISC Block Design) are non-significant math predictors when well-specified spatial and memory measures are in the model — related
- Kindergarten visual processing uniquely predicts grade-one early mathematics after controlling for prior mathematics and general cognitive abilities — related
- Kindergarten logical thinking correlates with arithmetic but does not explain unique variance once other predictors are included — related
- When previous academic achievement is controlled, intelligence predicts only later reading comprehension and age-10 mathematics, and WMC predicts nothing additionally — related
- IQ and working memory are reliable predictors of academic achievement at the beginning of school when domain knowledge is not controlled — reports the opposite
- In latent-variable SEM models, intelligence — not working memory — is the significant direct predictor of academic outcomes in both childhood and early adulthood — reports the opposite
- IQ, short-term memory and study habits each correlate positively and significantly with academic achievement in both 3rd and 4th grade — related
- Neither first-grade whole number magnitude nor arithmetic knowledge uniquely predicted eighth-grade reading achievement — related
- Grade level, nonverbal intelligence, and working memory predicted mathematics achievement, explaining 88% of intercept variance but only 16-22% of slope variance — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
early-math-not-predicted-by-iq-or-wmc |
title |
Neither IQ nor WMC significantly predicted early mathematics when both were in the same model, explaining only about 5% of variance |
description |
Neither IQ nor WMC significantly predicted early mathematics when both were in the same model, explaining only about 5% of variance |
status |
review |
evidence_strength |
weak |
newest_evidence |
2017 |
generated |
by process:wiki-ingest on 2026-10-16 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — schneider-wolfgang-2017 |
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