Claims

Labeling children as visual versus hands-on learners biases adults' and children's judgments of intelligence and subject expectations

Claim · All claims
Evidence · 1 study · review r2 · q2
Currency · newest study 2025 · 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.

q2 i? Across three studies, parents, teachers, and children judged children described as visual learners as more intelligent than children described as hands-on learners, and expected them to excel in core subjects. → John Hattie 2025

Evidence

John Hattie 2025

John Hattie, Timothy O'Leary. (2025). Learning Styles, Preferences, or Strategies? An Explanation for the Resurgence of Styles Across Many Meta-analyses. Educational Psychology Review. https://doi.org/10.1007/s10648-025-10002-w

q2 · i? · review · r2

The review reports, citing Sun et al. (2023), three studies showing labeling effects: visual learners were judged more intelligent than hands-on learners and expected to excel in mathematics, language arts, and social sciences. No effect size is printed.

"Sun et al. (2023) conducted three studies that showed that "parents, teachers, and children judged children described as visual learners as more intelligent than children described as hands-on learners" (p. 46)."

Discussion

Page metadata
Field Value
type claim
id learning-style-labeling-bias-judgments
title Labeling children as visual versus hands-on learners biases adults' and children's judgments of intelligence and subject expectations
description Labeling children as visual versus hands-on learners biases adults' and children's judgments of intelligence and subject expectations
status review
evidence_strength weak
newest_evidence 2025
generated by process:wiki-ingest on 2026-10-21
trust unverified — no one has confirmed this page's content
sources 1 — john-hattie-2025

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