Claims

The review reports that the modality effect reverses with expertise: audio-visual presentations helped inexperienced learners, but after further training a diagram-only condition showed a substantial advantage

Claim · All claims
Evidence · 1 study · review r2 · q2
Currency · newest study 2003 · checked against its sources 2026-10-20 (automated, 1 of 1 entry) · 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? Inexperienced learners benefitted most from a diagram combined with auditory explanations, but after further intensive training the advantage of audio text disappeared and then reversed, with a substantial advantage of diagram-only instruction. → Kalyuga 2003

Evidence

Kalyuga 2003

Kalyuga, S., Ayres, P., Chandler, P., & Sweller, J. (2003). The Expertise Reversal Effect. Educational Psychologist, 38(1), 23-31. https://doi.org/10.1207/S15326985EP3801_4

q2 · i? · review · r2

The review attributes this to Kalyuga et al. (2000), experiments on using industrial manufacturing machinery: the same students were followed across training stages, and "Subjective mental load ratings collected immediately after each stage of the experimental training clearly supported a cognitive load interpretation."

"Specifically, when the same students became even more experienced after further intensive training in the domain, a substantial advantage of a diagram-only condition over a diagram with audio text condi- tion was obtained, reversing the results of the first experi- ment."

Studies bearing on this claim

Does narration stop helping, or start to hurt, as learners gain expertise? This table gathers the studies behind this claim and the 1 narrower claims that bear on it: 2 distinct studies (1 review, 1 quant-synthesis), q2–q3, 1 of 2 with an effect size coded. One row per study, codes as each entry records them; no effect is averaged and no verdict is drawn. Built by scripts/synthesize_claim.py from eval/synthesis/; a row that looks wrong is fixed on the claim it comes from.

Study Design Effect as recorded Bears on this claim through
Kalyuga 2003 q2 · review · r2 i? this claim
Noetel 2022 q3 · quant-synthesis · r3 i2; i? Design principle effects are larger in system-paced and in complex media, and learner prio (qualifies)

Discussion

Page metadata
Field Value
type claim
id expertise-reversal-modality-effect-review
title The review reports that the modality effect reverses with expertise: audio-visual presentations helped inexperienced learners, but after further training a diagram-only condition showed a substantial advantage
description The review reports that the modality effect reverses with expertise: audio-visual presentations helped inexperienced learners, but after further training a diagram-only condition showed a substantial advantage
status review
evidence_strength weak
newest_evidence 2003
source_checked 2026-10-20
generated by process:wiki-ingest on 2026-10-13
trust unverified — no one has confirmed this page's content
sources 1 — kalyuga-2003

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