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.
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1 reference
The 2026 Outlook synthesizes emerging evidence about generative AI in teaching, learning, assessment, guidance, and educational administration. It stresses that better task performance with a general-purpose model does not automatically produce learning: students may obtain polished answers while bypassing the cognitive effort that develops knowledge and transferable skill.
Educational value depends on explicit pedagogy, well-designed interaction, feedback, reflection, and alignment with curriculum. GenAI can serve as tutor, practice partner, creative collaborator, teacher assistant, and administrative aid when humans retain goals and judgment. Systems should protect foundational and independent thinking, use AI selectively, and distinguish learning without AI, learning through purpose-built educational AI, and responsible use of general tools. Recommendations include investment in research and curriculum-aligned resources, sustained professional learning, equitable access, privacy and safety protections, transparency, evaluation, and alternatives where digital divides persist.
The report favors human-centred augmentation: technology should enrich practice and relationships, not replace productive struggle, teacher expertise, or the social purposes of education.
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