Two competing measurement models of the EF–math relation: latent EF as primary influence versus specific EF components as primary influences¶
Theory · All theories
Evidence · 4 claims (4 for) · 1 study (1 associational),q3· 0 of 1 report an effect size · 4 claims rest on one study
Description¶
The article formalizes two conceptual models for how EF relates to children's math achievement: "Model 1, which illustrates latent EF as the primary influence on math (represented in the model by a single common factor), and Model 2, which illustrates specific components of EF as the primary influences on math." Model 1 implies EF–math relations reflect the extent to which tasks measure the same construct, and predicts EF interventions affect math only via influences general to all EF tasks. Model 2 implies components differentially influence math, predicting component-specific interventions can transfer regardless of latent EF. The two specifications yield substantively different causal interpretations even when explaining similar total variance.
Design Implications¶
Context¶
Requirements¶
- Distinguishing the models requires datasets with measures of all three EF components (working memory, inhibitory control, cognitive flexibility) and standardized math achievement, and model comparison via BIC because Model 2 is saturated
Constraints¶
- The article notes a major limitation of Model 1 is that we do not know what the common factor is, and both models may be overly simplified if EF components are related in a formative rather than reflective way
Target Learners¶
- children in early childhood (ages 3–6)
Target Learning Objectives¶
- mathematics achievement
- executive function
Claims¶
- Latent Ef Factor Preferred Ecls K Math [+M]
- Meta Analytic Replication Latent Ef Model [+M]
- Math achievement correlates more strongly with EF components than EF components correlate with each other in early childhood [+W]
- Under the components model in ECLS-K, working memory is the most closely associated EF component with math, but only at time point 1 does it show a positive residual correlation beyond latent EF [+W]
Related Theories¶
Examples¶
Key Sources¶
- Nguyen, T., Duncan, R.J., & Bailey, D.H. (2019). Theoretical and methodological implications of associations between executive function and mathematics in early childhood. Contemporary Educational Psychology. https://doi.org/10.1016/j.cedpsych.2019.04.002
Page metadata
| Field | Value |
|---|---|
type |
theory |
title |
Two competing measurement models of the EF–math relation: latent EF as primary influence versus specific EF components as primary influences |
description |
The article formalizes two conceptual models for how EF relates to children's math achievement: "Model 1, which illustrates latent EF as the primary influence on math (represented in the model by a single common facto... |
status |
review |
generated |
by process:wiki-ingest on 2026-09-26 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — nguyen-2019 |
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