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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
Roe and Perkins map research at the intersection of generative artificial intelligence and self-directed learning through a PRISMA-ScR-informed review of 18 studies published from 2020 to 2024. Their synthesis identifies four recurring themes: possible enhancement of self-directed learning, the continuing importance of educators as guides, personalization of learning support, and the need for caution.
Generative tools can provide rapid, on-demand explanations, feedback, and assistance adapted to a learner’s questions, potentially widening opportunities to plan and pursue learning independently. The evidence also raises concerns about accuracy, overreliance, academic integrity, privacy, and learners’ ability to judge generated information. The authors therefore reject the idea that AI makes teachers unnecessary; educators remain central in developing AI literacy, structuring tasks, and helping learners evaluate outputs. The review emphasizes that the evidence base is young, dominated by text-based systems and short-term studies.
It calls for longitudinal, empirical work on learning outcomes, diverse learner groups, and emerging multimodal tools before strong causal or general claims are made.
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