Where it is used
Each entry identifies the volume, edition, chapter or appendix in which the work appears.
The evidence behind the series
Browse the scientific research and professional literature used across all seven volumes of The Science of Learning for Educators.
Search the collection
Choose an author range, search a title or concept, or narrow the collection by source type. Open any result to see where it appears in the books, read its evidence summary and follow available source links.
1 reference
Ayres investigates whether learners' own ratings of mental effort can detect changes in intrinsic cognitive load within a single task. In two experiments, students solved algebra problems and rated cognitive load after each computation.
Because the problems were designed to hold extraneous and germane load relatively constant, variation in ratings was interpreted as variation in element interactivity: the number and relation of information elements that must be processed together. The ratings were highly reliable, changed significantly across steps within problems, and were strongly related to errors. They also reflected learner expertise and procedural mistakes. The study therefore extends subjective rating scales beyond comparisons between whole tasks or instructional conditions.
For educators and researchers, it shows that a brief rating can reveal where a multistep problem becomes cognitively demanding, although ratings must be interpreted alongside performance and prior knowledge.
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