Element interactivity and expertise reversal effects: cognitive load effects diminish and may reverse as expertise increases because known elements chunk into single elements¶

Claim · All claims
Evidence · 1 study (2 entries) · theoretical r3 · q2
Currency · newest study 2023 · checked against its sources 2026-10-21 (automated, 2 of 2 entries) · not reviewed by a person

Subclaims¶

q2 i? With increasing expertise, cognitive load effects may disappear and may even reverse; this reversal is the expertise reversal effect, a specific example of the element interactivity effect. → John Sweller 2023 q2 i? A reverse worked example effect, with problem solving superior to studying worked examples, is obtained for low element interactivity information. → John Sweller 2023 (2)

Evidence¶

John Sweller 2023¶

John Sweller. (2023). The Development of Cognitive Load Theory: Replication Crises and Incorporation of Other Theories Can Lead to Theory Expansion. Educational Psychology Review. https://doi.org/10.1007/s10648-023-09817-2

q2 · i? · theoretical · r3

Theoretical statement in the article's review of element interactivity, attributed to Kalyuga et al. (2003) for the expertise reversal effect and Chen et al. (2017) for its relation to element interactivity. The article presents it as a construct explaining apparent replication failures.

"Because of the element interactivity effect, with increasing expertise, cognitive load effects may disappear and may even reverse. This reversal is itself a cognitive load effect called the expertise reversal effect"

John Sweller 2023 (2)¶

John Sweller. (2023). The Development of Cognitive Load Theory: Replication Crises and Incorporation of Other Theories Can Lead to Theory Expansion. Educational Psychology Review. https://doi.org/10.1007/s10648-023-09817-2

q2 · i? · theoretical · r3

The article reports, citing Chen et al. (2015, 2016a, b, 2017) and Kalyuga et al. (2001), that the reverse worked example effect occurs for low element interactivity information, in accordance with the expertise reversal effect. No statistics are printed in the quoted sentence.

"a reverse worked example effect with problem solving being superior to studying worked examples is obtained for low element interactivity information"

Discussion¶

Learner Variables¶

• Prior Knowledge — moderator: an instructional effect differs with it

Related Claims¶

• Expertise reversal: cognitive load effects for novices decrease, disappear, and can reverse as expertise increases — possibly the same claim (merge candidate)
• The relative effectiveness of instructional methods reverses as levels of learner knowledge in a domain change (the expertise reversal effect) — possibly the same claim (merge candidate)
• The worked example effect is explained by reduced element interactivity relative to problem solving, and reverses with expertise — a narrower finding that bears on this claim
• The review reports that the isolated-elements mixed instructional method benefits novices but the benefit disappears for experienced learners, and that the imagination effect reverses with expertise — a narrower finding that bears on this claim
• Segmentation Benefits Shrink With Expertise — a narrower finding that bears on this claim
• Split-attention and redundancy effects occur for high element interactivity material but disappear for low element interactivity material — related
• Transient information effect: lengthy spoken text can reverse the modality effect, while shorter spoken text restores the conventional modality advantage — related
• The modality effect may disappear or reverse for lengthy, complex spoken text — related
• Working-memory limitations can be circumvented by schema construction, automation, and multiple presentation modalities — related
• The thesis hypothesises that with increasing expertise the worked example effect may be eliminated or reversed while the generation effect remains robust — a narrower finding that bears on this claim
• Incorporating interacting elements into a diagrammatic schema reduces cognitive load and enhances understanding — related