Claims

Empirical patterns of the expertise reversal effect fit those found in Aptitude Treatment Interaction studies initiated in the mid-60s

Claim · All claims
Evidence · 1 study · review r? · q2
Currency · newest study 2007 · 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? Beyond cognitive load theory prediction and explanation, the empirical findings on the expertise reversal effect fit well the patterns reported in Aptitude Treatment Interaction (ATI) research begun in the mid-1960s. → Kalyuga 2007

Evidence

Kalyuga 2007

Kalyuga, S. (2007). Expertise Reversal Effect and Its Implications for Learner-Tailored Instruction. Educational Psychology Review, 19, 509–539. https://doi.org/10.1007/s10648-007-9054-3

q2 · i? · review · r?

The review's comparative framing: it reports that the effect's empirical patterns "fit well those in studies of Aptitude Treatment Interactions (ATI)", connecting a recent cognitive load research line to the older ATI tradition. No quantitative fit indices are printed.

"Apart from their cognitive load theory-based prediction and explanation, patterns of empirical findings on the effect fit well those in studies of Aptitude Treatment Interactions (ATI) that were originally initiated in mid-60s."

Discussion

Learner Variables

Page metadata
Field Value
type claim
id expertise-reversal-fits-ati-patterns
title Empirical patterns of the expertise reversal effect fit those found in Aptitude Treatment Interaction studies initiated in the mid-60s
description Empirical patterns of the expertise reversal effect fit those found in Aptitude Treatment Interaction studies initiated in the mid-60s
status review
evidence_strength weak
newest_evidence 2007
generated by process:wiki-ingest on 2026-10-13
trust unverified — no one has confirmed this page's content
sources 1 — kalyuga-2007

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