Theories

Expertise reversal effect applied to multi-principle visual revisions

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Evidence · 6 claims (4 for, 2 mixed) · 1 study (1 causal), q3 · 0 of 1 report an effect size · 6 claims rest on one study

Description

The expertise reversal effect is the phenomenon in which "guidance intended to assist learning actually makes learning more difficult for students with higher levels of prior knowledge" because the guidance is redundant with what proficient learners already know. In this study, the authors invoke it to explain why revised visuals (with added labels, color coding, and call-out boxes) increased cognitive load for middle prior knowledge students while reducing it for low prior knowledge students. They also note an unanticipated reversal of the effect for high prior knowledge students viewing math-relevant visuals.

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Page metadata
Field Value
type theory
title Expertise reversal effect applied to multi-principle visual revisions
description The expertise reversal effect is the phenomenon in which "guidance intended to assist learning actually makes learning more difficult for students with higher levels of prior knowledge" because the guidance is redunda...
status review
generated by process:wiki-ingest on 2026-10-02
trust unverified — no one has confirmed this page's content
sources 1 — clinton-2017

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