Claims

Only the initial level and rate of change in arithmetic fluency predict third-grade mathematics performance; achievement emotions do not

Claim · All claims
Evidence · 1 study · associational r2 · q3
Currency · newest study 2023 · 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.

q3 i? In the final parallel-processes model, the initial level (β = .44, p = .003) and slope (β = .37, p < .001) of arithmetic fluency were the only significant predictors of third-grade mathematics performance. → Rawlings 2023

Evidence

Rawlings 2023

Rawlings, A. M., Niemivirta, M., Korhonen, J., Lindskog, M., Tuominen, H., & Mononen, R. (2023). Achievement emotions and arithmetic fluency – Development and parallel processes during the early school years. Preprint Version 3, Accepted for publication, 27 March 2023. https://doi.org/10.1016/j.learninstruc.2023.101776

q3 · i? · associational · r2

Final latent growth curve model predicting curriculum-based mathematics test scores (49 items) at t4, controlling for gender, in the 232-student sample. The article reports "the initial level (β = .44, p = .003) and slope (β = .37, p < .001) of arithmetic fluency" as the only predictors; β values are unstandardised-style printed coefficients, no effect size given.

"The only predictors of mathematics performance were the initial level (β = .44, p = .003) and slope (β = .37, p < .001) of arithmetic fluency."

Discussion

Learner Variables

Page metadata
Field Value
type claim
id fluency-not-emotions-predict-math-performance
title Only the initial level and rate of change in arithmetic fluency predict third-grade mathematics performance; achievement emotions do not
description Only the initial level and rate of change in arithmetic fluency predict third-grade mathematics performance; achievement emotions do not
status review
evidence_strength moderate
newest_evidence 2023
generated by process:wiki-ingest on 2026-10-23
trust unverified — no one has confirmed this page's content
sources 1 — rawlings-2023

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