The Evidence on Teaching

The Expertise Reversal Effect

Kalyuga, S., Ayres, P., Chandler, P., & Sweller, J. · 2003

grade Dreviewindependentnot-applicable
Sample
Synthesis
Population
N/A (synthesis of prior cognitive-load studies).
Design
Names and organizes the expertise-reversal effect as a form of the redundancy effect. Grade-D synthesis; foundational for the ATI framing.
Key findings
The canonical statement that methods effective for novices (worked examples, direct guidance) lose effectiveness and can backfire as expertise rises — instruction must be tailored to prior knowledge. A review, not primary evidence.
Genetic confound
Prior-knowledge interaction, not ability/g.
Replication notes
Cite for mechanism (redundancy) and ATI framing, not effect sizes.
DOI / URL
10.1207/S15326985EP3801_4

Effects

OutcomeMetricValueMeasureTimingVsHorizonClass
High-guidance methods (e.g. worked examples) across expertiseinteractionbenefit for novices reverses to null/negative for experts (redundancy)unknownn/aunclearnot-applicabledomain-skill

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