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The evidence behind the series
Browse the scientific research and professional literature used across all seven volumes of The Science of Learning for Educators.
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1 reference
Chi, Glaser, and Rees synthesise research on expertise in problem solving, with particular attention to how knowledge is organised and used. Experts do not merely possess more facts or apply a general superior reasoning ability.
They recognise meaningful patterns, represent problems through deep domain principles, retrieve connected procedures efficiently, and use qualitative analysis to constrain a solution before calculating. Their advantages are largely domain-specific and arise from extensive structured knowledge and experience. Novices more often attend to surface features, search less selectively, and lack schemas that connect conditions with productive actions. Expertise can also bring limitations when familiar patterns are applied rigidly.
For educators, the chapter supports developing richly connected disciplinary knowledge, comparing surface-diverse problems with common structures, modelling problem representation and planning, and giving learners varied practice that helps them recognise when and why a principle applies.
A transparent research trail
Each entry identifies the volume, edition, chapter or appendix in which the work appears.
Evidence summaries explain the central idea and why the source matters to educators.
Entries link to lawful full text where available, or to a publisher, library or purchase page.
References are checked against publisher records, scholarly indexes, DOI or ISBN metadata, repositories and author records where available. An entry marked [Citation not verified] preserves the wording found in the relevant volume without attributing findings to an unconfirmed work.
From sources to a coherent pathway