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59 references
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- Vol 4 RE: Chapters 7, 14
- Vol 7 PE: App D
worked examplescognitive loadfading guidanceproblem solvingschema constructionbackward fadingself-explanationprior knowledgeJournal article Evidence summaryAt a glance
Renkl and Atkinson address how instruction should move from studying worked examples to independent problem solving. Early in skill acquisition, conventional problem solving can overload working memory because novices must search for solution steps while also trying to learn underlying principles.
Key ideas
Complete worked examples reduce unproductive search and support schema construction. As knowledge develops, however, repeatedly studying complete solutions becomes redundant and may impede active learning; learners need increasing responsibility for producing steps. The authors propose fading: begin with fully worked solutions, then successively omit steps that students must complete until they solve entire problems. Backward fading can align with the natural subgoal structure of some domains, while prompts for self-explanation help learners process principles rather than imitate procedures.
Why it matters
The transition should be adapted to prior knowledge because support that helps novices can become extraneous for more advanced learners. For educators, the implication is a planned continuum, not an abrupt switch between explanation and practice: model the process, remove support gradually, require explanation, monitor success and mental effort, and adjust the pace of fading.
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- Vol 3 RE: Chapters 3, 7
- Vol 3 TE: App C
collaborative reasoningoral argumentationwritten argumentpersuasive writingcounterargumentsevidence-based reasoningdialogical learningargument transferJournal article Evidence summaryAt a glance
Reznitskaya and colleagues test whether participating in Collaborative Reasoning discussions influences students’ later individual persuasive writing. The approach treats reasoning as dialogical: small groups discuss contestable questions, students take positions, challenge claims, offer evidence, consider alternatives, and control much of the conversation.
Key ideas
Students in three classrooms participated in discussions over five weeks, after which they and students from three comparable classrooms without the intervention wrote persuasive essays. Essays from Collaborative Reasoning classrooms contained more relevant arguments, counterarguments, rebuttals, formal argumentative devices, and information drawn from texts. The findings support transfer from socially practised oral argumentation to individual written reasoning, though the classroom comparison does not isolate every possible teacher, group, or implementation influence. The study concerns the quality and structure of arguments rather than writing mechanics alone.
Why it matters
For educators, productive discussion should provide genuine issues, distributed authority, expectations for reasons and evidence, and space for opposing views. To strengthen transfer, teachers can also make the oral-to-written connection explicit through notes, argument maps, reflection, and subsequent independent composition.
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- Vol 4 RE: Chapters 20, 22, App C
aptitude–passion alignmentstrengths-based educationdiverse abilitiesmentor supportpeer communitiesnonlinear career developmentBook Evidence summaryAt a glance
Robinson, writing with Lou Aronica, calls the meeting point between natural aptitude and personal passion “the Element.” Through biographical stories, the book argues that people flourish when they discover activities they understand intuitively, enjoy deeply, and are motivated to practise.
Key ideas
Finding that fit depends not only on talent but also on attitude, opportunity, supportive mentors, and access to a compatible “tribe” of peers. Robinson challenges narrow hierarchies of ability that privilege conventional academic performance and can leave artistic, practical, interpersonal, or entrepreneurial strengths unseen. He distinguishes aptitude from passion and emphasizes that discovery is often nonlinear, occurring after changes of context or identity. The educational implication is not a recipe for assigning every student one fixed calling.
Why it matters
It is a case for diverse curricula, serious opportunities to explore, and relationships that help learners recognize strengths while developing the confidence and persistence needed to use them.
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- Vol 4 RE: Chapter 23, App C
student-centered leadershipinstructional leadershipstrategic resource allocationteacher professional learningrelational trustinstructional improvementequity-oriented leadershipBook Evidence summaryAt a glance
Robinson presents school leadership as effective when decisions and relationships remain explicitly connected to their consequences for teaching and student learning.
Key ideas
The framework combines five leadership dimensions: establishing goals and expectations, resourcing strategically, ensuring teaching quality, leading teacher learning and development, and maintaining an orderly, safe environment. It also identifies capabilities needed to enact them—using relevant knowledge, solving complex problems, and building relational trust. A central argument is that leaders should participate in professional learning rather than merely sponsor it, because improving instruction requires leaders to understand the challenges teachers face. The book uses evidence and cases to show how leaders can test assumptions, engage respectfully with disagreement, and evaluate whether initiatives produce intended benefits.
Why it matters
“Student-centered” therefore does not mean attending only to student voice; it means making the quality and equity of student outcomes the disciplined reference point for leadership practice.
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- Vol 6 RE: App B, App D
instructional leadershipstudent outcomesteacher professional learninggoal settingevidence-informed leadershipinstructional coordinationrelational trustJournal article Evidence summaryAt a glance
Robinson, Lloyd, and Rowe analyse 27 studies linking school leadership with academic and nonacademic student outcomes. One meta-analysis compares broad leadership theories and finds instructional leadership effects notably larger than transformational leadership effects.
Key ideas
A second organises practice into five dimensions: establishing goals and expectations; strategically resourcing; planning, coordinating, and evaluating teaching and curriculum; promoting and participating in teacher learning and development; and ensuring an orderly, supportive environment. The largest average association concerned leaders’ direct promotion of and participation in teacher learning. Goal clarity and close involvement with teaching also mattered, whereas leadership labels alone offered limited guidance. The evidence base was small, heterogeneous, and mostly nonexperimental, so effect sizes do not establish simple causal recipes or imply that principals act alone.
Why it matters
For leaders, the review supports staying educationally connected: build shared priorities around student learning, develop professional knowledge alongside teachers, use evidence to evaluate teaching, align resources with goals, and create conditions for focused work. Relational skill and instructional focus should be integrated rather than treated as alternatives.
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- Vol 4 RE: Chapter 26
generative artificial intelligenceself-directed learningpersonalized learning supportai literacyeducator guidanceacademic integrityinformation evaluationlearning technology researchPreprint Evidence summaryAt a glance
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.
Key ideas
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.
Why it matters
It calls for longitudinal, empirical work on learning outcomes, diverse learner groups, and emerging multimodal tools before strong causal or general claims are made.
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- Vol 1 RE: Chapters 1, 3, 5, 6, 7, 10, 11, 12, 13, App A, App B
- Vol 2 RE: App D
- Vol 2 TE: App B
- Vol 3 RE: Chapter 4
- Vol 3 TE: App C
- Vol 4 RE: Chapters 1, 2, 3, 9, 17, 25, App A, App B, App C
- Vol 4 TE: App C
- Vol 5 RE: Chapters 7, 13, App A, App B
- Vol 5 TE: App C
- Vol 7 PE: App D
retrieval practicelong-term retentionspaced practiceretrieval feedbacktest-enhanced learningtransfer of learninglow-stakes assessmentJournal article Evidence summaryAt a glance
Roediger and Butler review evidence that retrieving information is a learning event rather than merely a way to measure prior study. Compared with equivalent restudy, successful retrieval generally improves long-term retention, especially when recall is effortful, repeated, and distributed over time.
Key ideas
Very easy, massed retrieval may add little; expanding and equal-interval schedules can differ with the final retention interval. Correct-answer feedback strengthens the effect by repairing errors and preserving correct responses, and is particularly important after multiple-choice questions that expose learners to plausible misinformation. Benefits can extend beyond a practised cue to transfer and inference, although the degree depends on task design. Several theoretical accounts are considered, including elaboration of retrieval routes and effortful reconstruction, but no single mechanism fully explains the evidence.
Why it matters
For educators, retrieval practice should be low stakes, spaced, and aligned with meaningful knowledge, with prompt feedback and opportunities to retrieve in varied forms. Testing can support learning, but high-stakes testing, uncorrected error, and narrow drill are not equivalent to the research-based practice reviewed.
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- Vol 1 RE: Chapters 1, 5, 7, App A, App B
- Vol 1 TE: App A
- Vol 2 RE: Chapters 3, 8, 10, 11, App A, App C, App D
- Vol 2 TE: App B
- Vol 3 RE: Chapters 4, 6, App A
- Vol 3 TE: App C
- Vol 4 RE: Chapters 1, 3, 4, 8, App A, App C
- Vol 4 TE: App C
- Vol 5 RE: Chapters 1, 3, 5, 7
- Vol 5 TE: App C
- Vol 7 PE: App D
- Vol 7 RE: Chapters 1, 5, 8, 11, App B, App D
retrieval practicetest-enhanced learningdelayed retentionfree-recall testingmetacognitive misjudgmentspaced assessmentfeedback-based correctionJournal article Evidence summaryAt a glance
Roediger and Karpicke report two experiments comparing repeated study with repeated free-recall testing for prose passages. Students either restudied material or attempted retrieval without feedback, then completed a final test after five minutes, two days, or one week.
Key ideas
Repeated study produced an advantage on the immediate test, but prior retrieval produced substantially better retention after the longer delays. Students who restudied were nevertheless more confident that they had learned the material, illustrating that fluent rereading and short-term performance can mislead judgements about durable learning. Because the retrieval tests supplied no corrective feedback, the experiments show that retrieval itself can strengthen memory, not merely provide another exposure to the text. They do not imply that feedback is unnecessary when errors or omissions matter.
Why it matters
For educators and learners, low-stakes recall should be spaced across time and followed by correction, with delayed assessment used to judge learning. The relevant comparison is not how familiar material feels now, but what can be reconstructed later without the source present.
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- Vol 5 RE: Chapter 8
retrieval practicegenerative learningfollow-up learning tasksknowledge constructionlearning task sequencingfeedback designprior knowledgemetacognitive mechanismsJournal article Evidence summaryAt a glance
Roelle and colleagues examine the underdeveloped relationship between retrieval-practice research and generative-learning research.
Key ideas
Retrieval is typically used to consolidate accessible memory representations, whereas activities such as explaining, mapping, drawing, or generating examples aim to construct or reorganize understanding. Because these functions may complement one another, the authors use follow-up learning tasks to analyze when retrieval can prepare learners for later generative activity and when generative activity can enrich subsequent retrieval. They distinguish direct effects on practiced material from indirect effects on new learning, discuss cognitive and metacognitive mechanisms, and identify design variables such as sequencing, feedback, task demands, and prior knowledge.
Why it matters
The paper calls for experiments that explicitly integrate the two research traditions instead of comparing isolated techniques, with the goal of designing combinations whose processes and boundary conditions are theoretically understood.
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- Vol 4 TE: App C
person-centered educationsignificant learninglearner autonomyfacilitative teachingempathic understandingexperiential learningparticipatory assessmentself-directed learningBook Evidence summaryAt a glance
Rogers applies person-centered psychology to education and argues that significant learning is active, personally relevant, and initiated in important part by the learner. He contrasts this with compulsory transmission of disconnected facts.
Key ideas
The educator’s central task is to facilitate a climate in which students can inquire, take intellectual risks, use resources, and accept responsibility for choices. Rogers describes three facilitative attitudes: genuineness or congruence, acceptance and trust, and empathic understanding of the learner’s perspective. He illustrates these ideas through classrooms, workshops, independent study, and participatory forms of evaluation. Freedom does not mean an absence of structure; learners and facilitators negotiate purposes, limits, resources, and consequences.
Why it matters
The book’s enduring proposal is that education should develop adaptable, self-directing people who can continue learning amid change, rather than merely reproduce information selected by authorities.
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- Vol 6 RE: Chapter 11
diffusion of innovationsinnovation adoptioncommunication networksopinion leadershipimplementation supportinnovation attributessocial systemseducational changeBook Evidence summaryAt a glance
Rogers synthesizes research on how new ideas, practices, and technologies spread through social systems. Diffusion is defined through four elements: an innovation, communication channels, time, and a social system.
Key ideas
Adoption typically moves through knowledge, persuasion, decision, implementation, and confirmation, although rejection and reinvention remain possible. Perceived relative advantage, compatibility, complexity, trialability, and observability help explain differences in adoption rates. Rogers distinguishes innovators, early adopters, early majority, late majority, and laggards while warning against treating these categories as fixed personal deficiencies. Interpersonal networks, opinion leaders, change agents, and the structure of communities shape whose information is trusted.
Why it matters
The fifth edition also examines consequences, equity, decentralized diffusion, and the pro-innovation bias of research. For education, the framework clarifies why a promising practice rarely spreads through evidence alone: local meaning, peer modelling, implementation support, and opportunities to adapt it matter.
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- Vol 1 RE: Chapters 8, 12, App B
- Vol 1 TE: App A
- Vol 2 RE: Chapter 8, App D
- Vol 5 RE: Chapter 7
spaced practiceinterleaved practicemathematics problem solvingstrategy selectionproblem discriminationdelayed performancepractice schedulingJournal article Evidence summaryAt a glance
Rohrer and Taylor separate two features of the “shuffled” mathematics practice found in some textbooks: spacing practice across sessions and interleaving different problem types. In the first experiment, college students learned one problem type and practised either in a single massed session or across multiple sessions.
Key ideas
A week later, spaced practice produced much better performance. In the second, students learned several types and practised problems either blocked by type or randomly mixed. On a delayed test, mixed practice produced a large advantage. Blocking can look effective during practice because the preceding examples reveal which procedure to use; interleaving makes practice harder but requires learners to discriminate among problem structures and choose an appropriate strategy. The studies used limited mathematical tasks and student populations, so effect sizes should not be assumed for every curriculum.
Why it matters
For educators, practice sets should revisit earlier material and mix confusable problem types after initial instruction, while preserving enough support for success. Immediate practice fluency should not be mistaken for long-term retention or independent method selection.
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- Vol 5 RE: Chapter 12
educational data mininglearning analyticsknowledge discovery cyclepredictive modelingprocess mininglearning management system dataalgorithmic interpretabilityeducational data privacyJournal article Evidence summaryAt a glance
Romero and Ventura survey the expanded fields of educational data mining and learning analytics.
Key ideas
Updating their earlier reviews, they map terminology, communities, milestones, and the knowledge-discovery cycle, then describe data from learning management systems, intelligent tutors, assessment platforms, games, social media, and institutional systems. The article organizes commonly used methods, including prediction, classification, clustering, relationship mining, process mining, text mining, and visualization, and links them to goals such as modeling learners, predicting performance, recommending resources, supporting teachers, and improving institutions. It also inventories tools and publicly available datasets and discusses privacy, interpretability, generalizability, and translation into educational decisions.
Why it matters
The survey is a broad field guide rather than evidence that every analytic technique improves learning; it highlights the need to connect technical models with educational theory, stakeholders, and ethical use.
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- Vol 4 RE: Chapter 26
lifelong learningartificial intelligence literacycomputational thinkingcritical thinkingcreative thinkingalgorithmic reasoninghuman agencyethical judgmentPreprint Evidence summaryAt a glance
Romero examines lifelong learning demands created by rapid artificial-intelligence adoption from the combined perspectives of computational, critical, and creative thinking. The paper argues that AI literacy should extend beyond operating tools: people need enough conceptual understanding to frame problems, evaluate outputs, recognize limitations, and collaborate responsibly with automated systems.
Key ideas
Computational thinking contributes decomposition, abstraction, pattern recognition, and algorithmic reasoning, while critical thinking supports verification, attention to bias, and ethical judgment. Creative competence helps learners imagine alternatives and use AI as a partner rather than merely accept generated responses. The discussion connects these capabilities to changing workplaces, management, leadership, and the Sustainable Development Goals, where continuing reskilling is necessary but technical proficiency alone is insufficient. Romero also foregrounds social questions about regulation, human agency, and which purposes AI should serve.
Why it matters
This is a conceptual review rather than an intervention study, so it offers a competency-oriented framework and agenda, not causal evidence that a particular curriculum improves employment or learning. Its practical implication is to integrate technical, evaluative, ethical, and creative learning throughout adulthood.
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- Vol 3 RE: Chapters 3, 4, 8
- Vol 3 TE: App C
tutor learningpeer tutoringknowledge buildingknowledge tellingexplanatory dialoguediagnostic questioningmisconception detectionself-explanationJournal article Evidence summaryAt a glance
Roscoe and Chi review why peer tutors can learn by teaching and why the potential is often unrealised. Tutor learning should arise when explaining prompts learners to reorganise and elaborate knowledge, monitor comprehension, diagnose a partner’s needs, answer questions, and repair gaps.
Key ideas
The authors distinguish knowledge building from knowledge telling. Knowledge building involves generating inferences, integrating ideas, reflecting, and adapting explanations; knowledge telling consists mainly of summarising or repeating source material. Across the reviewed research, tutoring can benefit tutors, but tutors commonly display a knowledge-telling bias, dominate interaction, ask shallow questions, and miss opportunities to respond constructively to tutee confusion. Prior knowledge, preparation, question type, dialogue, and training influence whether deeper processing occurs. For educators, assigning students to teach is therefore not a sufficient intervention.
Why it matters
Tutors need prompts to explain why and how, compare representations, anticipate misconceptions, ask diagnostic questions, listen to answers, and revise explanations. Assessment should examine both tutor learning and the interaction processes that produced it rather than assuming that time spent explaining guarantees knowledge construction.
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- Vol 3 RE: Chapters 7, 11
wait timeclassroom questioningstudent participationteacher questioninghigher-order questionsstudent response elaborationclassroom discussionteacher listeningJournal article Evidence summaryAt a glance
Rowe synthesises research on two classroom pauses: wait time 1 after a teacher asks a question and wait time 2 after a student finishes speaking. Typical pauses were often about one second, leaving little opportunity to formulate complex answers.
Key ideas
When teachers learned to sustain pauses of roughly three seconds or more, student responses became longer, more frequent, more evidence based, and more speculative; participation broadened, failures to respond declined, students asked more questions, and achievement and confidence could improve. Teachers also changed: they asked fewer but more cognitively demanding questions, listened more carefully, and used student ideas more flexibly. The effects depend on the type of question and classroom context, so silence is not a mechanical rule or a substitute for clear prompts and supportive discussion. Increasing wait time can initially feel uncomfortable and requires deliberate practice.
Why it matters
For educators, the practical routine is to pose a worthwhile question, resist immediate rescue or evaluation, invite several responses, pause again after an answer, and use the additional thinking time to hear rather than prematurely steer students’ reasoning.
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- Vol 4 RE: Chapter 18
student voicepupil participationschool improvementlearner consultationparticipatory decision-makingstudent agencyeducational relationshipsshared authorityBook Evidence summaryAt a glance
Rudduck and Flutter synthesize research in which pupils were consulted about teaching, learning, relationships, and school organization. Their central claim is that young people possess consequential knowledge of classroom life and should be treated as capable participants rather than passive objects of reform.
Key ideas
Consultation can reveal barriers adults overlook, sharpen teachers’ understanding of engagement, and change pupils’ identities from recipients to contributors. The authors distinguish listening from tokenistic surveys: credible pupil voice requires questions that matter, diverse participation, respectful dialogue, visible responses, and explanation when suggestions cannot be adopted. Benefits can occur at organizational, pedagogical, personal, and social levels, but consultation also raises issues of power, representation, confidentiality, and adult willingness to share authority. The book does not argue that pupils replace professional judgement.
Why it matters
It proposes that school improvement becomes better informed when staff systematically combine evidence, expertise, and learners’ lived experience while building relationships in which students can influence their conditions of learning.
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- Vol 2 RE: App D
self-determination theoryautonomycompetencerelatednessmotivation internalizationintrinsic motivationautonomy supportpsychological needsBook Evidence summaryAt a glance
Ryan and Deci present self-determination theory as a broad account of motivation, personality development, and wellness organized through six related mini-theories. Its central claim is that people function and develop more fully when social conditions support three basic psychological needs: autonomy, the experience of acting with volition; competence, effectiveness in valued activity; and relatedness, mutual care and belonging.
Key ideas
Motivation varies in quality, not only quantity. External regulation can be internalized through introjected, identified, and integrated forms, while autonomy support promotes more durable engagement than control. The theory also distinguishes intrinsic motivation, goal contents, causality orientations, relationship processes, and vitality. Evidence spans education, work, health, sport, psychotherapy, digital environments, and culture.
Why it matters
Need support does not mean permissiveness or independence from others; structure, meaningful rationales, acknowledgement of feelings, and choice can coexist. The framework helps educators evaluate whether practices foster agency and competence or produce compliance by pressure.
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- Vol 4 RE: Chapters 5, 6, 12, 13, 16, 18, 21, 22, 26, App A, App C
- Vol 7 RE: Chapters 5, 7, App B, App D
intrinsic motivationextrinsic motivationself-determination theorymotivation internalizationautonomy supportneed satisfactioncontrolling rewardslearner agencyJournal article Evidence summaryAt a glance
Ryan and Deci clarify intrinsic and extrinsic motivation through self-determination theory. Intrinsic motivation concerns doing an activity for its inherent interest or enjoyment.
Key ideas
Extrinsic motivation concerns instrumental reasons, but it is not uniformly controlling: regulation ranges from external pressure and internal compulsion through personally endorsed identification and integration. The quality of motivation therefore matters alongside its quantity. Environments that support the basic psychological needs for autonomy, competence, and relatedness foster intrinsic motivation, internalisation, persistence, learning, performance, and well-being; controlling rewards, threats, meaningless demands, or thwarted needs can produce more fragile engagement. Rewards do not have a single inevitable effect—their informational or controlling meaning, contingency, and context matter. The review connects definitions, theory, empirical findings, educational practice, cultural considerations, and research directions.
Why it matters
For educators, useful design combines optimal challenge, clear structure and feedback, meaningful rationales, acknowledgement of feelings, opportunities for agency, and caring relationships. Not every school activity will become intrinsically enjoyable, but learners can still understand its value and engage with a greater sense of ownership.
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Evidence summaries explain the central idea and why the source matters to educators.
How to access it
Entries link to lawful full text where available, or to a publisher, library or purchase page.
Edition abbreviations
- TE
- Teacher Edition
- PE
- Practice Edition
- RE
- Research Edition
Citation checks
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.
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