{ "article": { "format_version": 5, "presentation": "complete-card", "overview": "Learning is a lasting change in what you know or can do. To remember and use an idea, learn what it means, bring it to mind without the answer in view, check the explanation, and return after a gap. Practise choosing and applying the idea as well as recalling its definition; later independent use tells you more than how smooth practice feels.", "sections": [ { "id": "understanding-learning", "role": "explanation", "title": "What does it mean to learn something?", "intro": "Choose something you want to understand or use: a book's argument, a feature at work, or a skill someone is teaching you. These are related learning jobs, but they need different checks.", "items": [ { "label": "Name what you want to do with the knowledge", "text": "Being able to recognize a term, explain a relationship and perform a task are different achievements. Recognition means identifying something when it is presented; recall means producing information with fewer cues. Understanding includes explaining how ideas fit together, and transfer means using prior learning in another task. Soderstrom and Robert Bjork's review distinguishes lasting learning from performance during practice. Decide whether your goal is to remember a definition, explain a process or choose an action. That decision makes your practice question useful: a correctly recalled definition alone cannot establish that you can carry out a whole skill.", "source_ids": [ "performance-2015", "retrieval-2025" ] }, { "label": "Use reading to build meaning and recall to practise access", "text": "You need something intelligible to remember. Read or listen until you can identify the main idea and the unfamiliar terms, then try producing an explanation with the material set aside. Retrieval practice is this act of bringing learned knowledge to mind; it can contribute to learning rather than merely measure it. Karpicke's 2025 review distinguishes direct retrieval benefits from indirect benefits, such as discovering a gap that makes later restudy more useful. Checking an answer therefore has a second job: helping you repair what your attempt reveals. Reading, recall and correction can serve one connected purpose.", "source_ids": [ "retrieval-2025" ] }, { "label": "Keep facts connected to the decisions they support", "text": "Knowing a word's meaning can help you follow an explanation, but a collection of definitions may leave you unsure when to use them. Michelle Miller's teaching guidance asks what facts are for and recommends actively answering flashcards. Learn the vocabulary needed to distinguish the available choices, then ask which choice serves the current goal. A question about a definition and a question about using it reveal different gaps. In the reading-list example below, sorting arranges entries while filtering selects entries. Knowing those definitions helps you decide which operation a request needs; practice should check that decision too.", "source_ids": [ "miller-memorize", "ies-learning" ] } ] }, { "id": "ordinary-learning-situations", "role": "application", "title": "Where are you getting stuck?", "intro": "Use the difficulty you notice to choose the kind of practice. The worked reading-list example later in this guide carries these choices through one task. Everyday examples and practice arrangements here are editorial illustrations, not validated personal training programs.", "items": [ { "label": "Bring back one idea from a page you have read", "text": "You finish an article, recognize its sentences and still cannot tell someone what it said. Close it and explain one point in your own words before reopening it. Karpicke and Janell Blunt studied undergraduates learning science texts; their recall-and-restudy condition supported better answers to conceptual questions a week later than the comparison activities. The useful lesson is to include producing an idea, not to stop reading or drawing diagrams. Notice whether you missed the meaning of a term, a relationship or a detail. Check that specific gap instead of starting the entire article again.", "source_ids": [ "retrieval-2011" ] }, { "label": "Give an important idea another place in a busy life", "text": "If you will need a procedure later, a single long session today may leave you little evidence about what remains. Spacing means separating learning opportunities in time. Cepeda and colleagues varied study gaps and final test delays in a fact-learning experiment; the useful gap changed with the desired retention interval. Pick one worthwhile question and attach its correction source. Put it somewhere you will encounter it again, such as a calendar reminder. Try answering before opening the source. The reminder is a practical arrangement, not an optimal timetable or a test of your commitment.", "source_ids": [ "spacing-2008", "aero-spacing" ] }, { "label": "Explain why an idea fits the new example", "text": "A tutorial makes sense, but a slightly different problem leaves you uncertain where to start. Transfer includes choosing a relevant principle and using it under changed conditions. Butler's experiments found advantages for repeated testing on later inference questions, but the most distant condition supplied a hint identifying the earlier concept. Your new task may provide no hint. State what you think applies and why, then check that link with a worked solution or instructor. If the principle is unfamiliar, ask for a clearer example before making the task harder. Identifying relevance is itself something to practise.", "source_ids": [ "transfer-2010", "ies-learning" ] }, { "label": "Use a safe mistake to locate the missing explanation", "text": "An incorrect practice answer can point to a specific misunderstanding, such as confusing a selection rule with an ordering rule. Metcalfe's review examines how errors followed by attended corrective feedback can support learning. Compare the explanation with what you actually did: which decision changed, and why? Restate the corrected idea before attempting another safe example. A red mark or a confident guess is less informative than the reason. Choose practice where errors can be corrected without harming someone; this educational principle is not permission to experiment with a real person's safety or a memory-treatment protocol.", "source_ids": [ "errors-2017" ] } ] }, { "id": "findings-to-build-on", "role": "findings", "title": "What has learning research found?", "intro": "The evidence is strongest when the method, comparison and later outcome are named. These findings support useful practice choices without promising the same effect for every learner or subject.", "items": [ { "label": "Include remembering in the learning activity", "text": "A practice question can do more than reveal what was learned. Agarwal, Nunes and Blunt's 2021 systematic review examined 50 classroom experiments involving 5,374 learners and found retrieval benefits across varied educational settings and materials. Its geographic coverage was narrow: only 6% of experiments occurred outside countries described as Western, educated, industrialized, rich and democratic. That strengthens the classroom case while leaving limits on universal claims. Use a small low-stakes question that requires some remembering and make correction available. Calling it a quiz does not require grades, public comparison or pressure.", "source_ids": [ "classroom-retrieval-2021", "aero-spacing" ] }, { "label": "Spread important learning across occasions", "text": "Spacing has substantial support as a way to retain knowledge beyond the original session. Dunlosky's research-based teaching synthesis rated practice testing and distributed practice highly among the ten techniques reviewed. Cepeda's timing experiment adds an important qualification: longer gaps do not improve retention indefinitely, and useful timing depends on the later test. In ordinary life, another attempt on a separate occasion is a reasonable start. Choose material you actually expect to use. Return to its meaning as well as its wording, and use the later answer to decide whether you need more teaching.", "source_ids": [ "toolbox-2013", "spacing-2008" ] }, { "label": "Give the correction enough attention to change your reasoning", "text": "Feedback is information about your attempt that helps improve it; it is more useful than a bare correct-or-incorrect mark when you need to understand an error. Metcalfe's review emphasizes processing the correct answer and its explanation. Read the correction, identify what you thought, and describe the difference. If you arrived at a correct result through a mistaken rule, keep working on the rule. If you remain unsure why the source is right, ask a knowledgeable person or consult a dependable worked example. Correction needs meaning, not just another answer to rehearse.", "source_ids": [ "errors-2017" ] }, { "label": "Ask why the step follows from the goal", "text": "An explanation becomes more usable when you can connect the given information, the action and the result. The Institute of Education Sciences practice guide recommends deep explanatory questions and connecting abstract concepts with concrete examples. Ask what a step is trying to achieve, which information makes it appropriate and how you would recognize a wrong choice. These questions expose the reasoning that copying a completed answer can hide. A definition and a why-question check different parts of understanding. Keep both when both matter, and use a worked example to examine the connection before expecting an independent solution.", "source_ids": [ "ies-learning" ] }, { "label": "Alternate a worked example with an attempt of your own", "text": "A worked example displays a completed solution and the steps that produced it. The IES guide recommends combining these examples with problems learners solve. Inspect a step, explain its job, then attempt a comparable step using suitable material. You are making the decision visible enough to check, rather than copying the solution's appearance. Gurung and McCann's teaching synthesis also recommends verbalizing solution steps. If the model remains opaque, request a simpler example or instruction; removing all support does not automatically create worthwhile practice. These are educational recommendations, not proof of competence in a hazardous task.", "source_ids": [ "ies-learning", "gurung-study" ] }, { "label": "Check learning later with the support level that matters", "text": "Performance is what you can demonstrate during or immediately after practice; learning concerns what remains available later and can be used under relevant conditions. Soderstrom and Robert Bjork's review shows why the two can diverge. A recent example, visible answer or instructor prompt may help you finish now without showing what you can do afterward. Try an important question after a gap and with fewer answer cues. Keep accessibility tools that enable participation. Removing an answer hint and removing an accommodation are different decisions. Difficulty today alone is no more a guarantee than ease today.", "source_ids": [ "performance-2015", "aero-spacing" ] } ] }, { "id": "choose-practice-details", "role": "perspectives", "title": "Which practice choices depend on the task?", "intro": "There is useful disagreement about implementation. Keep the comparison specific instead of turning one study into a rule for every learning session.", "items": [ { "label": "Fit equal or expanding gaps to your later use", "text": "Equal spacing keeps the gaps between attempts similar; expanding spacing begins with shorter gaps and widens them. Expanding practice can support early success, but that does not establish superior long-term retention. Karpicke and Roediger's vocabulary experiments found an expanding advantage after ten minutes and an equal-spacing advantage after two days. A further experiment highlighted the first recall delay rather than expansion itself. Their gaps used intervening trials, not a calendar prescription. Choose an arrangement you can carry out and assess later recall; an app's doubling pattern is one design choice, not a universal optimum.", "source_ids": [ "schedule-2007", "spacing-2008" ] }, { "label": "Choose feedback timing that lets you use the explanation", "text": "Checking immediately keeps your attempt fresh; checking after a short set creates a separate review. Metcalfe describes findings that differ between laboratory and classroom settings and emphasizes attention to the correction. Ryan and colleagues studied 41 medical students receiving explanations after each question or after nine questions. They found no demonstrated timing difference on the transfer outcomes; the delayed block took a median of about thirteen minutes. This does not show that waiting weeks works equally well or that all timings are equivalent. For safe self-study, choose a manageable correction point and actually work through the explanation.", "source_ids": [ "feedback-timing-2024", "errors-2017" ] }, { "label": "Choose question formats with the correction process in view", "text": "Short answers require producing an answer; multiple choice offers alternatives that may support comparison as well as recognition. Kang and colleagues found that multiple-choice practice outperformed short answers without corrective feedback, while short answers produced the best delayed performance when feedback was supplied in their second experiment. In van Wijk's later study of 45 health-science students without supplied feedback, the harder short-answer format did not demonstrate better retention after three to six weeks. That small study does not prove equivalence, and the studies differed in more than feedback. Choose the thinking you need to practise and a reliable way to check it.", "source_ids": [ "question-format-2007", "question-format-2024" ] }, { "label": "Mix categories when choosing between them is part of the skill", "text": "Blocked practice groups one kind of example; interleaving alternates kinds. The latter can require deciding which category or procedure applies. Brunmair and Richter synthesized 59 studies and found material-dependent results: interleaving favored paintings and some mathematical tasks, word-learning results favored blocking, and text results were uncertain. Learn enough about a category to make a meaningful comparison, then consider mixing similar types you need to distinguish. That is a practical interpretation, not a universal sequence proven best for every beginner. Interrupting unrelated tasks simply creates variety; it does not reproduce a category-learning experiment.", "source_ids": [ "interleaving-2019" ] } ] }, { "id": "design-useful-questions", "role": "application", "title": "How do you make practice teach understanding?", "intro": "A worked example: you want a reading list to show only unread books, oldest publication first. The list currently reads Cedar (2018, read), Harbor (2021, unread), Meadow (2016, unread), River (2023, read). Follow the same task from the first attempt to a later check. These invented titles and dates make the decisions visible.", "items": [ { "label": "Choose an operation by the result you need", "text": "First try to explain the two operations without looking at their definitions. Sorting arranges entries according to a rule; filtering selects which entries are shown. The request has two parts, so naming either operation alone is incomplete. Filtering for unread books leaves Harbor and Meadow. Ordering those two by publication year puts Meadow before Harbor. Sorting the whole list by year would put Meadow, Cedar, Harbor and River in order, but would still include books already read.\n\nA flashcard asking 'What is filtering?' checks one fact. A question asking 'Why is sorting the whole list insufficient?' checks whether that fact supports the decision. Miller's guidance supports active, purposeful use of flashcards; it does not establish that every card should be a scenario or that factual cards have no role. Choose the question from the gap your attempt actually revealed.", "source_ids": [ "miller-memorize" ] }, { "label": "Compare examples through the rule they share", "text": "Now change the objects: a photo collection needs to show holiday photographs, oldest first. Filtering by the holiday label selects the relevant photographs; sorting by date orders that selection. The objects and fields changed, while the selection-and-ordering distinction stayed the same. Sumeracki's public teaching recommends examining the underlying principle across examples, rather than remembering only their surface details.\n\nThe new example also exposes a limit. If the photographs have no reliable holiday labels, the filter cannot identify the desired set from that missing information. More confident use of the same command will not fix it. The task needs a usable selection rule or better data before the procedure can succeed. Explaining both the shared principle and the missing condition is stronger evidence of understanding than noticing that books and photographs can both appear in lists.", "source_ids": [ "sumeracki-examples", "ies-learning" ] }, { "label": "Use a correction to change the next decision", "text": "Suppose your first reading-list attempt sorted by year and you called that 'filtering.' An accurate help page identifies two issues: the word was wrong, and the output still contained read books. Merely replacing the word in your notes corrects the vocabulary while leaving the task unfinished. Explain that the request needs an unread selection as well as an ordering rule, then check that the result contains Meadow followed by Harbor. Metcalfe's feedback review emphasizes attending to the correction, including what it means for your reasoning.\n\nFor a fresh decision, ask for all four books newest first. This time no subset was requested: sorting alone gives River, Harbor, Cedar, Meadow. If you filter merely because the last problem used filtering, the new result will be incomplete. A corrected answer becomes useful when it changes your choice under the new conditions. Check conflicting definitions with a dependable source or instructor before rehearsing them.", "source_ids": [ "errors-2017" ] }, { "label": "Return later and explain the choice before opening the answer", "text": "On a later occasion, keep the list and the request available but put the worked solution aside. Explain which operations the request needs and why. Leaving the input visible keeps the task about choosing and explaining operations, rather than unexpectedly turning it into a test of remembering fictional book dates. If recalling the definitions was also your goal, ask for those separately.\n\nPatrice Bain's public classroom interview illustrates asking learners to produce the recap instead of supplying it for them. It is a teaching account, not an independent test of this adult routine. You can recap aloud, in writing or in another accessible form. If you can name the operations but cannot choose them, return to the comparison between requests; if the definitions themselves are missing, review those first. The later attempt has now identified a specific teaching need rather than simply produced a pass or fail.", "source_ids": [ "bain-interview", "aero-spacing" ] } ] }, { "id": "bridge-to-another-task", "role": "application", "title": "How does knowledge become usable elsewhere?", "items": [ { "label": "Practise recognizing when the principle is relevant", "text": "Near transfer changes relatively little from the learned task; farther transfer changes more of the context or use. Butler's 2010 experiments included later inference questions in another knowledge domain. In that condition, participants were explicitly told which learned concept was relevant, removing the need to discover the connection themselves. The result supports recall and application under those cues, not automatic relevance detection everywhere. For an everyday exercise, explain what features make a principle fit a new problem and what features would make it inappropriate. Ask for feedback on that choice as well as on the final answer.", "source_ids": [ "transfer-2010" ] }, { "label": "Match the evidence to the skill you need", "text": "Larsen, Butler and Roediger randomized medical residents to testing with feedback or studying matched information on two clinical topics. Forty residents completed the study, and later knowledge tests favored repeated testing after about six months. This adds an adult professional setting to the evidence, but knowledge recall was the outcome, not patient benefit or certification. If you need a practical skill, use appropriate instruction, observed practice and the relevant competence standard. If you want to explain a book, a checked explanation may be an appropriate learning target. Keep the population and measured outcome attached to the finding.", "source_ids": [ "resident-retention-2009", "performance-2015" ] } ] }, { "id": "learning-with-ai", "role": "findings", "title": "How can you check learning when AI helps?", "intro": "Finishing a supported task and learning to do it independently need separate evidence.", "items": [ { "label": "Keep assisted practice and independent results separate", "text": "Bastani and colleagues' 2025 PNAS study randomized classrooms at a Turkish high school to usual resources, GPT Base or GPT Tutor; nearly a thousand students participated. Both tools improved scores while available, but later unaided exams showed lower scores for GPT Base users than controls. GPT Tutor did not significantly improve or reduce unaided scores relative to controls. Its design included teacher-provided solutions, common mistakes and hints, not merely a generic request to ask questions. The trial concerns high-school mathematics and those particular systems. It cannot establish the effect of every AI tool, adult subject or safety-critical qualification.", "source_ids": [ "ai-math-2025" ] }, { "label": "Use help to investigate your attempt, then try without its answers", "text": "For a safe learning task, make your own attempt before asking a chatbot for a hint. Compare the explanation with an authoritative solution and attempt a similar item with the chat closed. This is a cautious editorial adaptation of the learning-versus-performance distinction, not a tested universal prompt sequence. If the explanation remains unclear or conflicts with the source, get appropriate teaching rather than treating fluency as proof. Follow your school or workplace's permitted-use rules and privacy requirements; omit private or high-stakes material from tools you do not control. No tool's confident answer is a qualification.", "source_ids": [ "ai-math-2025", "performance-2015", "unesco-genai" ] } ] }, { "id": "keep-learning-manageable", "role": "application", "title": "How do you keep the practice useful?", "intro": "Keep only the records and supports that help you answer the next learning question. The reading-list example shows what each part is for.", "items": [ { "label": "Keep the explanation beside the question", "text": "Save the question with the source or worked explanation that lets you check its reasoning. For the reading list, 'Meadow, Harbor' alone tells you little: it omits the request and why those books qualify. Keep the unread-and-oldest-first condition with the distinction between selecting and ordering. Metcalfe's review explains why processing a correction matters; this is one practical way to keep it available. If the source is uncertain or disputed, retain that limit too. A bookmark and a short note may be enough.", "source_ids": [ "errors-2017" ] }, { "label": "Give the important gap a specific next action", "text": "After a check, record what needs teaching: a definition, a connection or a decision. Choosing the right operation but misreading a date needs a different response from believing that sorting removes read books. The IES guide recommends using judgments and quizzes to guide study allocation, while rating those monitoring recommendations lower than some instructional recommendations. Use the result modestly: inspect the input, revisit the distinction or ask for a clearer example. It is information about this task, not a diagnosis of ability or proof that study time is optimally allocated.", "source_ids": [ "ies-learning", "toolbox-2013" ] }, { "label": "Keep the principle visible across different examples", "text": "Keep a comparison that names both what transfers and what changes. 'Books and photographs both use selection and ordering, but each needs the relevant fields' says more than collecting another screenshot. Sumeracki's public teaching emphasizes the underlying idea across concrete examples. Verify the connection with a reliable explanation; an appealing analogy can hide a crucial difference. This deliberate comparison is a practice choice, not a guarantee of transfer. You need enough context to reconstruct the reasoning, not an ever-growing collection of examples to maintain.", "source_ids": [ "sumeracki-examples", "transfer-2010" ] }, { "label": "Include the kind of use you care about", "text": "If you want to explain an idea to colleagues, practise a short checked explanation. If you want to perform a skill, seek the instruction and observable practice that the skill requires. The resident retention trial measured retained knowledge and therefore cannot establish every kind of professional performance. That boundary makes the practical choice clearer: use recall questions for knowledge gaps and the appropriate task for performance gaps. A successful quiz can be useful evidence without becoming permission to act beyond your competence. Keep the purpose beside the practice so that the exercise continues to match it.", "source_ids": [ "resident-retention-2009" ] }, { "label": "Let the later attempt change the support you use", "text": "A delayed attempt may show that you can recall an idea but need help selecting it, or can begin a task but cannot explain a decision. Soderstrom and Robert Bjork's review explains why practice-day smoothness cannot resolve those questions. Choose the next adjustment from what happened: a clearer model, a smaller step, another example or further instruction. Keep accommodations that make the material accessible. A missed reminder is information about the arrangement, not evidence of personal failure. Evaluate a useful capability over time instead of using difficulty, confidence or a streak as its substitute.", "source_ids": [ "performance-2015", "aero-spacing" ] } ] }, { "id": "evaluate-popular-study-advice", "role": "cautions", "title": "What makes a study tip worth trusting?", "intro": "Popular sayings often take one useful idea further than the evidence allows. Ask what the activity requires you to do and what later outcome supports the claim.", "items": [ { "label": "Use a relevant later check alongside enjoyable reading", "text": "The saying that a familiar page must be learned confuses the feeling of recognizing it with what you can later produce. Soderstrom and Robert Bjork review evidence that these can diverge. You can enjoy reading, use it to understand an argument and still decide to check an important idea later. Choose a check that matches the purpose: explain a relationship or apply a rule, rather than memorizing arbitrary wording. The check informs further learning. It is not a demand that every enjoyable book become an examination.", "source_ids": [ "performance-2015" ] }, { "label": "Choose representations for the subject and your access needs", "text": "A fixed learning-style label claims that teaching should match a preferred sensory category, such as visual or auditory, to improve learning. Pashler and colleagues found inadequate evidence for that matching prescription. Their review does not make individual preferences or disability access irrelevant. Choose a diagram for a spatial relationship, a clear verbal explanation for its meaning, and accommodations you need to participate. You can use different representations without adopting a fixed learner identity. The useful question is whether the material conveys the idea and lets you practise the intended use.", "source_ids": [ "learning-styles-2008", "aero-spacing" ] }, { "label": "Make the challenge achievable enough to learn from", "text": "A task can be difficult because it asks for valuable thinking or because the words, instructions and background are inaccessible. Those are different problems. Karpicke's 2025 review discusses balancing retrieval effort with retrieval success; van Wijk's study also found greater immediate difficulty without a demonstrated later format advantage. Seek enough instruction or a cue to make a meaningful attempt, then reduce answer support when appropriate. A blank-page struggle is not a badge of good learning. The relevant check is what improves later, while preserving access and safe practice.", "source_ids": [ "retrieval-2025", "question-format-2024" ] }, { "label": "Give mixed practice a clear comparison to make", "text": "The saying that mixing everything improves learning overlooks what was mixed and what learners needed to distinguish. Brunmair and Richter's review found variation by material, including results favoring blocked word practice and uncertain findings for text. Choose mixing when comparing related categories or selecting procedures is part of the goal. Keep unrelated interruptions from being mistaken for this learning method. Spacing concerns when you return; interleaving concerns which categories you alternate. You can use either or both, but a varied calendar alone does not show that you learned to make the needed distinction.", "source_ids": [ "interleaving-2019", "aero-spacing" ] } ] }, { "id": "check-a-learning-claim", "role": "cautions", "title": "Check what a learning claim actually promises", "intro": "These judgments distinguish supported claims from broader promises. A verdict applies to the claim as stated; read its explanation before turning it into a practice rule.", "items": [ { "label": "Use recall as one supported way to learn", "text": "Claim: recalling learned information can improve later learning. Verdict: established. Experiments and the classroom review support retrieval practice across the outcomes examined. That does not promise perfect memory, and successful recall is not the same as every kind of real-world skill. Choose a useful question, attempt it and check its meaning against a dependable explanation.", "source_ids": [ "retrieval-2011", "classroom-retrieval-2021" ] }, { "label": "Check retention beyond the feeling of ease", "text": "Claim: if reading feels easy, I will remember it later. Verdict: not. Immediate fluency does not establish later recall or use. Try the relevant explanation or task after a gap, with the answer removed where appropriate. Reading can still be useful and enjoyable without supporting that stronger prediction.", "source_ids": [ "performance-2015" ] }, { "label": "Treat a spacing schedule as a choice to evaluate", "text": "Claim: one spacing schedule is optimal for everyone. Verdict: not. Cepeda's results varied with the desired retention interval, and laboratory timing does not supply a personal calendar law. A workable reminder can help you return without being mathematically optimal. Check what remains and adjust for the material and intended use.", "source_ids": [ "spacing-2008", "schedule-2007" ] }, { "label": "Select question formats by the thinking and feedback", "text": "Claim: short-answer practice always teaches more than multiple choice. Verdict: not. Format comparisons depend on questions, feedback and measured outcomes; the unconditional promise has no dependable universal winner. The small van Wijk study did not detect a reliable advantage; that does not prove the formats are equivalent. Choose meaningful questions with correction rather than making visible difficulty the deciding criterion.", "source_ids": [ "question-format-2007", "question-format-2024" ] }, { "label": "Keep useful formats open to you", "text": "Claim: teaching must match my fixed learning style. Verdict: talk. The preferred-style matching prescription lacks adequate evidence in Pashler and colleagues' review. Preferences, accessible formats and subject-appropriate representations still matter. Use what communicates the idea clearly and allows the relevant practice, without letting a fixed category exclude useful alternatives.", "source_ids": [ "learning-styles-2008" ] }, { "label": "Mix material for the distinction you need to learn", "text": "Claim: mixing every subject always improves learning. Verdict: not. Interleaving results vary by material and task. Comparing similar categories may help a specific choice, while switching among unrelated activities is a different intervention. Name the comparison and assess the later use instead of treating variety as proof.", "source_ids": [ "interleaving-2019" ] }, { "label": "Check your own use after AI assistance", "text": "Claim: if a chatbot solves it during practice, I will know it later. Verdict: not. The high-school mathematics trial separated improved assisted scores from unaided results, with different outcomes for Base and guarded Tutor. It does not establish every adult AI use. Attempt a relevant task without the tool's answer and use reliable feedback to identify what you learned.", "source_ids": [ "ai-math-2025" ] } ] }, { "id": "one-useful-next-step", "role": "next_steps", "title": "Try one idea you will want to use again", "intro": "Choose one safe learning task and a dependable explanation. These flexible practice suggestions can be used in an accessible format; they are not a course or a required weekly schedule.", "items": [ { "label": "Explain one useful idea and repair one gap", "text": "Choose an idea you want to use. Set its explanation aside, state it in your own words, then reopen the source and repair one missing or mistaken connection. Karpicke and Blunt support including retrieval in learning; this short routine is an editorial adaptation of that principle. In the reading-list example, the useful correction explains which operation answers which part of the request. Sounding confident is not the check.", "source_ids": [ "retrieval-2011", "aero-spacing" ] }, { "label": "Try another example and make the link explicit", "text": "Try a comparable low-stakes request that changes one meaningful condition. Explain which principle fits, why it fits and what result would reveal a wrong choice. Check the link and answer against a dependable example or instructor. Butler's transfer study helps distinguish applying a supplied concept from independently recognizing its relevance. If that link is unclear, ask for teaching rather than treating the difficulty as a verdict on intelligence.", "source_ids": [ "transfer-2010", "ies-learning" ] }, { "label": "Leave one question for a later attempt", "text": "Save that question with its correction source and choose a workable later opportunity. AERO recommends spaced retrieval in education; the reminder is an everyday adaptation, not an optimal calendar. Keep needed accessibility tools, remove answer cues where appropriate, and use the attempt to choose what needs further explanation. If AI helped earlier, try without its answer. Simplify any arrangement that costs more effort than the useful learning it supports.", "source_ids": [ "aero-spacing", "spacing-2008", "ai-math-2025" ] } ] }, { "id": "appropriate-learning-support", "role": "cautions", "title": "Choose the support appropriate to the task", "items": [ { "label": "Keep practice safe and memory concerns in appropriate care", "text": "Learning research does not provide a memory assessment, treatment or a general brain-enhancement promise. Much of this evidence comes from students and constrained tasks; adult medical knowledge results do not automatically extend to every age, memory domain or practical outcome. NIH MedlinePlus distinguishes ordinary forgetfulness from concerning difficulty with familiar activities and advises seeing a health care provider if you are worried. Seek that assessment for noticeable changes, rather than substituting flashcards. Safety-critical skills require appropriate instruction, supervision and demonstrated competence; practising a recalled explanation alone cannot supply those safeguards.", "source_ids": [ "memory-medlineplus", "resident-retention-2009", "errors-2017" ] }, { "label": "Use this as a reading companion", "text": "Named sources. Honest paraphrase of the finding. Not medical, legal, or financial advice. This is a reading companion for understanding learning methods and their boundaries. It does not prescribe an individualized training schedule or replace a teacher, supervisor or clinician where their support is needed. Choose accessible material and a safe way to check an attempt, and keep uncertainty visible when the source does not settle your question.", "source_ids": [ "ies-learning", "memory-medlineplus" ] } ] } ], "related": [ "attention", "habits", "career" ] }, "sources": [ { "id": "retrieval-2011", "title": "Retrieval Practice Produces More Learning than Elaborative Studying with Concept Mapping", "url": "https://learninglab.psych.purdue.edu/downloads/2011/2011_Karpicke_Blunt_Science.pdf", "kind": "study", "accessed_at": "2026-10-01", "supports": "Karpicke and Blunt’s undergraduate science-text experiments involved 80 and 120 learners, recall/restudy and delayed conceptual tests, including concept maps constructed from memory.", "limitations": "Specific study activities and one-week outcomes, not reading versus no reading, universal skill transfer or clinical memory improvement." }, { "id": "retrieval-2025", "title": "Retrieval-based learning", "url": "https://learninglab.psych.purdue.edu/downloads/2025/2025_Karpicke_Retrieval_Based_Learning_Review.pdf", "kind": "review", "accessed_at": "2026-10-01", "supports": "Reviews direct and indirect retrieval benefits, correction-guided restudy and the balance between retrieval success and effort.", "limitations": "Narrative review, not a new trial of the proposed adult routine. No claim that one theoretical mechanism is settled or all difficult attempts help." }, { "id": "classroom-retrieval-2021", "title": "Retrieval Practice Consistently Benefits Student Learning: a Systematic Review of Applied Research in Schools and Classrooms", "url": "https://link.springer.com/article/10.1007/s10648-021-09595-9", "kind": "review", "accessed_at": "2026-10-01", "supports": "Agarwal, Nunes and Blunt coded 50 classroom experiments with 5,374 learners, reporting benefits across settings and limited geographic coverage.", "limitations": "Publisher abstract, not the subscription full text. The synthesis does not establish individual subgroup estimates or benefits in every adult occupation." }, { "id": "spacing-2008", "title": "Spacing Effects in Learning: A Temporal Ridgeline of Optimal Retention", "url": "https://digitalcommons.usf.edu/psy_facpub/1766/", "kind": "study", "accessed_at": "2026-10-01", "supports": "Cepeda and colleagues’ fact-learning experiment found that useful study gaps depended on the final retention interval and that benefits did not grow without limit.", "limitations": "Abstract-level verification. No personal schedule, exact ratio, age-specific guidance or app algorithm validated." }, { "id": "errors-2017", "title": "Learning from Errors", "url": "https://files.eric.ed.gov/fulltext/ED574569.pdf", "kind": "review", "accessed_at": "2026-10-01", "supports": "Reviews attended correction, explanations of why an answer is right, feedback timing across settings and exceptions including amnesia.", "limitations": "Educational errorful practice is not a clinical rehabilitation protocol or justification for errors that could harm someone. General review, not validation of the sort/filter example." }, { "id": "ies-learning", "title": "Organizing Instruction and Study to Improve Student Learning", "url": "https://ies.ed.gov/ncee/wwc/PracticeGuide/1", "kind": "guideline", "accessed_at": "2026-10-01", "supports": "Recommends alternating examples with attempts, connecting concrete and abstract ideas, explanatory questions and delayed monitoring. Its historical panel includes Metcalfe, McDaniel and Bain.", "limitations": "School/postsecondary guidance; everyday adult examples are adaptations. Monitoring recommendations rated Minimal, example/concrete-abstract recommendations Moderate, explanatory questions Strong in this guide; not uniformly high evidence." }, { "id": "performance-2015", "title": "Learning Versus Performance: An Integrative Review", "url": "https://bjorklab.psych.ucla.edu/wp-content/uploads/sites/13/2016/11/soderstorm_ra_learningvsperformance.pdf", "kind": "review", "accessed_at": "2026-10-01", "supports": "Soderstrom and Robert A. Bjork distinguish temporary performance from retention and transfer, including differences across practice arrangements.", "limitations": "Review spans verbal/motor and foundational animal work; no animal-to-human prescription. Neither ease nor difficulty alone establishes lasting learning." }, { "id": "interleaving-2019", "title": "Similarity matters: A meta-analysis of interleaved learning and its moderators", "url": "https://www.uni-wuerzburg.de/fileadmin/06020400/2019/Brunmair_Richter_in_press__2019_META-ANALYSIS_OF_INTERLEAVED_LEARNING.pdf", "kind": "review", "accessed_at": "2026-10-01", "supports": "Brunmair and Richter review 59 studies, 238 effects and 158 samples: results depend on material, with a blocked-word advantage and uncertain text outcomes.", "limitations": "Accepted manuscript corroborated by the indexed published abstract, rather than the final copy of record. No mixing-everything rule or universally best beginner sequence follows." }, { "id": "schedule-2007", "title": "Expanding Retrieval Practice Promotes Short-Term Retention, but Equally Spaced Retrieval Enhances Long-Term Retention", "url": "https://learninglab.psych.purdue.edu/downloads/2007/2007_Karpicke_Roediger_JEPLMC.pdf", "kind": "study", "accessed_at": "2026-10-01", "supports": "Expanding vocabulary retrieval favored ten-minute results and equal spacing favored two-day results; experiment 3 varied initial recall timing.", "limitations": "Undergraduate vocabulary experiments using intervening trials; not prescribed days or proof that equal spacing is always superior." }, { "id": "feedback-timing-2024", "title": "Timing’s not everything: Immediate and delayed feedback are equally beneficial for performance in formative multiple-choice testing", "url": "https://asmepublications.onlinelibrary.wiley.com/doi/10.1111/medu.15287", "kind": "study", "accessed_at": "2026-10-01", "supports": "Among 41 medical students, explanations followed each item or a nine-item block taking a median of 13.11 minutes; no transfer timing difference was demonstrated.", "limitations": "Nonsignificance is not equivalence. Short block delay is not weeks without correction; no claim that every feedback system works equally well." }, { "id": "question-format-2007", "title": "Test format and corrective feedback modify the effect of testing on long-term retention", "url": "https://profiles.wustl.edu/en/publications/test-format-and-corrective-feedback-modify-the-effect-of-testing-/", "kind": "study", "accessed_at": "2026-10-01", "supports": "Multiple-choice practice outperformed short answers without feedback; in the second experiment, feedback favored short answers on three-day final tests.", "limitations": "Abstract only; not every question, learner or time horizon. Differences from 2024 study cannot be attributed solely to feedback." }, { "id": "question-format-2024", "title": "The battle of question formats: a comparative study of retrieval practice using very short answer questions and multiple choice questions", "url": "https://link.springer.com/article/10.1186/s12909-024-06538-0", "kind": "study", "accessed_at": "2026-10-01", "supports": "Among 45 health-science students receiving no supplied practice feedback, higher immediate short-answer effort did not demonstrate later superiority after three to six weeks.", "limitations": "Small health-science student sample, low-stakes extracurricular course, no no-practice control. No proof of equivalence or blanket argument against short answers." }, { "id": "transfer-2010", "title": "Repeated Testing Produces Superior Transfer of Learning Relative to Repeated Studying", "url": "https://www.researchgate.net/publication/46094320_Repeated_Testing_Produces_Superior_Transfer_of_Learning_Relative_to_Repeated_Studying", "kind": "study", "accessed_at": "2026-10-01", "supports": "Repeated testing with corrective feedback improved later inference performance, including new-domain use when the relevant concept was supplied as a hint.", "limitations": "Based on Butler’s author-uploaded primary paper. The farther-transfer hint removed spontaneous relevance detection; retrieval and feedback contributions were not isolated. Undergraduate tasks do not establish automatic transfer everywhere." }, { "id": "resident-retention-2009", "title": "Repeated testing improves long-term retention relative to repeated study: A randomised controlled trial", "url": "https://profiles.wustl.edu/en/publications/repeated-testing-improves-long-term-retention-relative-to-repeate/", "kind": "study", "accessed_at": "2026-10-01", "supports": "Randomized counterbalanced clinical-topic practice with feedback after tests; 40 residents completed the study, with a knowledge-retention advantage after approximately six months.", "limitations": "Primary abstract only. The outcome was retained knowledge, not patient benefit, certification or general memory health." }, { "id": "learning-styles-2008", "title": "Learning Styles: Concepts and Evidence", "url": "https://www.psychologicalscience.org/journals/pspi/j.1539-6053.2009.01038.x/", "kind": "review", "accessed_at": "2026-10-01", "supports": "Journal summary reports inadequate evidence for preferred-style matching as an instructional prescription.", "limitations": "Summary, not full paper. Does not reject accessibility, sensory needs, preferences or every possible untested version of learning styles." }, { "id": "aero-spacing", "title": "Spacing and retrieval practice guide", "url": "https://www.edresearch.edu.au/guides-resources/practice-guides/spacing-and-retrieval-practice-guide-full-publication", "kind": "guideline", "accessed_at": "2026-10-01", "supports": "Official guide describes questions, correction, routines, repeated opportunities and reasonable adjustments for disability access; last updated September 8, 2026.", "limitations": "Primary/secondary school-oriented professional translation; adult reminders and exercises are editorial adaptations. Not all examples apply to every context." }, { "id": "toolbox-2013", "title": "Strengthening the Student Toolbox: Study Strategies to Boost Learning", "url": "https://www.aft.org/ae/fall2013/dunlosky", "kind": "professional", "accessed_at": "2026-10-01", "supports": "Dunlosky’s public article explains ten evaluated study methods, practice-testing and distributed-practice ratings, and the purposes of memory and comprehension.", "limitations": "Public translation of the strategy review, not a new independent trial or a fresh review of that review’s full text." }, { "id": "miller-memorize", "title": "Helping Students Memorize: Tips from Cognitive Science", "url": "https://www.facultyfocus.com/articles/teaching-and-learning/helping-students-memorize-tips-from-cognitive-science/", "kind": "professional", "accessed_at": "2026-10-01", "supports": "Miller explains the purpose and context of facts and active flashcard answering. Published online in 2019 from a 2014 teaching article.", "limitations": "Teaching guidance, not app or AI validation. Its generic mixing language is narrowed using the interleaving review. Sort/filter illustrations are independently authored." }, { "id": "gurung-study", "title": "How Should Students Study? Tips, Advice, and Pitfalls", "url": "https://www.psychologicalscience.org/observer/how-should-students-study-tips-advice-and-pitfalls", "kind": "professional", "accessed_at": "2026-10-01", "supports": "Gurung and McCann describe generating examples and verbalizing steps as part of effective study.", "limitations": "Teaching synthesis, not experimental validation of every checklist suggestion." }, { "id": "bain-interview", "title": "Patrice Bain: Teaching with 'Power Tools'", "url": "https://www.stlouisfed.org/education/teach-economics-podcast-series/teaching-with-power-tools-patrice-bain", "kind": "professional", "accessed_at": "2026-10-01", "supports": "Bain’s public interview illustrates replacing a teacher’s recap with learner-generated recall and low-stakes classroom practice.", "limitations": "Historical practice account, not independent verification of classroom anecdotes or universal schedules." }, { "id": "sumeracki-examples", "title": "Episode 15 - How Students Can Use Interleaving, Elaboration, Dual Coding, and Concrete Examples", "url": "https://www.learningscientists.org/learning-scientists-podcast/2018/3/21/episode-15-how-students-can-use-interleaving-elaboration-dual-coding-and-concrete-examples", "kind": "professional", "accessed_at": "2026-10-01", "supports": "Sumeracki explains how to connect concrete examples through their underlying principle.", "limitations": "Professional translation, not a new trial of these adult illustrations. No universal endorsement of every analogy or representation." }, { "id": "ai-math-2025", "title": "Generative AI without guardrails can harm learning: Evidence from high school mathematics", "url": "https://www.pnas.org/doi/10.1073/pnas.2422633122", "kind": "study", "accessed_at": "2026-10-01", "supports": "Classroom-randomized study of nearly 1,000 Turkish high-school students compares GPT Base, GPT Tutor and controls: assisted gains differed from unaided exam outcomes.", "limitations": "One school, high-school mathematics and specific GPT-4 tools. Tutor used teacher inputs, not just a prompt slogan. No universal adult tool prescription or claim Tutor improved unaided exams." }, { "id": "memory-medlineplus", "title": "Memory", "url": "https://medlineplus.gov/memory.html", "kind": "official", "accessed_at": "2026-10-01", "supports": "NIH/NLM summary attributed to NIA advises discussing worrying forgetfulness and difficulty with familiar activities with a health care provider.", "limitations": "Health-literacy guidance, not diagnosis or treatment." }, { "id": "professional-jeffrey-karpicke", "title": "Jeffrey Karpicke — official role record", "url": "https://learninglab.psych.purdue.edu/people/", "kind": "official", "accessed_at": "2026-10-01", "supports": "Purdue Cognition and Learning Lab principal investigator; learning and memory researcher. Defines retrieval as a learning event and distinguishes direct benefits from correction-guided restudy. University-hosted research papers and the 2025 retrieval chapter explain learning for educators and readers.", "limitations": "Knowledge experiments and synthesis do not validate every adult skill or clinical memory program." }, { "id": "professional-pooja-agarwal", "title": "Pooja Agarwal — official role record", "url": "https://college.berklee.edu/faculty/pooja-k-agarwal", "kind": "official", "accessed_at": "2026-10-01", "supports": "PhD in cognitive psychology; Berklee associate professor. Coauthored the 2021 classroom review; makes low-stakes retrieval intelligible to teachers. Official profile documents RetrievalPractice.org, public teaching, workshops, books and media explanations.", "limitations": "Primary research supports the learning claims; books, reach and consulting are not independent validation." }, { "id": "professional-janet-metcalfe", "title": "Janet Metcalfe — official role record", "url": "https://psychology.columbia.edu/content/janet-metcalfe", "kind": "official", "accessed_at": "2026-10-01", "supports": "Columbia professor of psychology; PhD, University of Toronto. Explains attended correction, reasoning about errors and monitoring what is known. Public explanatory error-learning review and membership of the official IES practice-guide panel.", "limitations": "Educational feedback and metacognition are not individualized clinical rehabilitation guidance." }, { "id": "professional-mark-mcdaniel", "title": "Mark McDaniel — official role record", "url": "https://psych.washu.edu/people/mark-mcdaniel", "kind": "official", "accessed_at": "2026-10-01", "supports": "WashU professor emeritus of psychological and brain sciences; research scientist and CIRCLE director. Connects learning strategies with instructional choices; differentiates memory and use. Official practice-guide panel work and university teaching research translate memory science to instruction.", "limitations": "Prospective memory, content recall and transfer have different outcomes; an institutional role does not settle every technique." }, { "id": "professional-doug-rohrer", "title": "Doug Rohrer — official role record", "url": "https://www.usf.edu/arts-sciences/departments/psychology/people/faculty/doug-rohrer.aspx", "kind": "official", "accessed_at": "2026-10-01", "supports": "University of South Florida professor of psychology; PhD in psychology. Coauthored Cepeda's timing study; makes spacing and category-selection purposes distinct. Official profile links publicly available pedagogical research and explanatory materials.", "limitations": "No universal spacing timetable or endorsement of indiscriminate task mixing." }, { "id": "professional-elizabeth-ligon-bjork", "title": "Elizabeth Ligon Bjork — official role record", "url": "https://bjorklab.psych.ucla.edu/people/", "kind": "official", "accessed_at": "2026-10-01", "supports": "UCLA psychologist with PhD in psychology; official lab documents former professor and distinguished research professor roles. Helps distinguish desirable challenge from a blanket celebration of difficulty. Official lab describes teaching awards and translation of memory research into instructional practices.", "limitations": "The lab verifies historical roles; no current administrative appointment inferred. Robert A. Bjork, not Elizabeth, coauthored the cited Soderstrom review." }, { "id": "professional-john-dunlosky", "title": "John Dunlosky — official role record", "url": "https://www.kent.edu/psychology/profile/john-dunlosky", "kind": "official", "accessed_at": "2026-10-01", "supports": "Kent State professor emeritus of psychological sciences. Evaluates actual study activities by their learning purpose instead of popularity. Public American Educator strategy guide and Kent teaching-institute outreach.", "limitations": "Strategy ratings are not individualized prescriptions or a universal number of repetitions." }, { "id": "professional-katherine-rawson", "title": "Katherine Rawson — official role record", "url": "https://www.kent.edu/psychology/comprehension-memory-lab", "kind": "official", "accessed_at": "2026-10-01", "supports": "Kent State professor of psychological sciences; Comprehension and Memory Lab researcher. Coauthored the learning-technique evaluation; keeps comprehension, practice and retention separate. Kent’s Building a Better Student account describes her public teaching-institute discussion.", "limitations": "The source does not establish an exact number of successive-relearning attempts." }, { "id": "professional-michelle-miller", "title": "Michelle Miller — official role record", "url": "https://experts.nau.edu/en/persons/michelle-miller-2/", "kind": "official", "accessed_at": "2026-10-01", "supports": "Northern Arizona University professor of psychological sciences. Connects facts to purpose and distinguishes active flashcard answering from passive reviewing. Public authored memorization guidance addresses teachers' questions about facts and higher-order thinking.", "limitations": "Practical teaching article is not a trial validating apps, every mixing procedure or AI tutors." }, { "id": "professional-regan-a-r-gurung", "title": "Regan A. R. Gurung — official role record", "url": "https://ctl.oregonstate.edu/directory/regan-ar-gurung", "kind": "official", "accessed_at": "2026-10-01", "supports": "Oregon State professor of psychological science; associate vice provost and executive director of the Center for Teaching and Learning; PhD. Makes reasoning visible by generating examples and verbalizing solution steps. Teaching workshops and an APS coauthored guide explain useful student practice.", "limitations": "Teaching synthesis includes nonexperimental evidence; not all-context causal proof for its recommendations." }, { "id": "professional-patrice-bain", "title": "Patrice Bain — official role record", "url": "https://ies.ed.gov/ncee/wwc/PracticeGuide/1", "kind": "official", "accessed_at": "2026-10-01", "supports": "Classroom educator and author; named teacher member of the 2007 IES practice-guide panel. Shows how a teacher's recap can become a learner's remembered answer. Her St. Louis Fed educator interview gives examples of low-stakes retrieval.", "limitations": "Historical panel role, not an assumed current school appointment. Interview anecdotes and commercial books are not independent outcome evidence." }, { "id": "professional-megan-sumeracki", "title": "Megan Sumeracki — official role record", "url": "https://www.ric.edu/people-directory/megan-sumeracki", "kind": "official", "accessed_at": "2026-10-01", "supports": "Rhode Island College professor of psychology; PhD in cognitive psychology. Links different examples through a shared principle rather than memorable surface features. The Learning Scientists podcast explains the use of examples and representations.", "limitations": "Public teaching translation is not direct validation of every analogy or individual implementation." }, { "id": "professional-andrew-butler", "title": "Andrew Butler — official role record", "url": "https://education.washu.edu/people/andrew-c-butler", "kind": "official", "accessed_at": "2026-10-01", "supports": "WashU professor of education and psychological and brain sciences by courtesy; PhD. Tests learning transfer while exposing the feedback and hints used in specific designs. Official profile describes teaching, translational education work and public research explanations.", "limitations": "Cued new-domain use is not spontaneous relevance recognition or automatic real-world transfer." }, { "id": "professional-douglas-larsen", "title": "Douglas Larsen — official role record", "url": "https://profiles.wustl.edu/en/persons/douglas-larsen/", "kind": "official", "accessed_at": "2026-10-01", "supports": "WashU professor of neurology and pediatrics; vice chair for educational affairs. Extends retention evidence to residents and distinguishes knowledge outcomes from clinical performance. Public institutional publications and medical-education research provide an adult professional learning example.", "limitations": "Retained answers do not establish patient benefit, safe independent practice or professional certification." }, { "id": "professional-denise-park", "title": "Denise Park — official role record", "url": "https://profiles.utdallas.edu/denise", "kind": "official", "accessed_at": "2026-10-01", "supports": "Late UT Dallas cognitive-aging researcher; official memorial lists distinguished university chair, professor and Center for Vital Longevity research director. Keeps age and the particular memory domain visible when considering how evidence generalizes. Official research profile presents lifespan cognitive research and linked public center resources.", "limitations": "Memorial record, not a current practitioner. No dementia-prevention or memory-treatment promise inferred." }, { "id": "rawson-public-teaching", "title": "Building a Better Student", "url": "https://www.kent.edu/provost/news/building-better-student", "kind": "official", "accessed_at": "2026-10-01", "supports": "Kent’s November 17, 2014 account describes Rawson’s spring teaching-institute discussion and Dunlosky’s public teaching work.", "limitations": "Historical outreach record, not current appointment verification or workshop impact evaluation." }, { "id": "unesco-genai", "title": "Guidance for generative AI in education and research", "url": "https://www.unesco.org/en/articles/guidance-generative-ai-education-and-research", "kind": "guideline", "accessed_at": "2026-10-01", "supports": "Publication summary, updated January 2026, addresses human agency, pedagogical validation and privacy protection in educational AI.", "limitations": "Publication summary read, not full report. Guidance is not a causal learning trial, workplace-specific policy or a claim about current law." } ], "professional_panel": [ { "name": "Jeffrey Karpicke", "credential": "Purdue Cognition and Learning Lab principal investigator; learning and memory researcher", "official_url": "https://learninglab.psych.purdue.edu/people/", "public_usefulness": "University-hosted research papers and the 2025 retrieval chapter explain learning for educators and readers.", "contribution": "Defines retrieval as a learning event and distinguishes direct benefits from correction-guided restudy.", "boundary": "Knowledge experiments and synthesis do not validate every adult skill or clinical memory program.", "reviewed_at": "2026-10-01" }, { "name": "Pooja Agarwal", "credential": "PhD in cognitive psychology; Berklee associate professor", "official_url": "https://college.berklee.edu/faculty/pooja-k-agarwal", "public_usefulness": "Official profile documents RetrievalPractice.org, public teaching, workshops, books and media explanations.", "contribution": "Coauthored the 2021 classroom review; makes low-stakes retrieval intelligible to teachers.", "boundary": "Primary research supports the learning claims; books, reach and consulting are not independent validation.", "reviewed_at": "2026-10-01" }, { "name": "Janet Metcalfe", "credential": "Columbia professor of psychology; PhD, University of Toronto", "official_url": "https://psychology.columbia.edu/content/janet-metcalfe", "public_usefulness": "Public explanatory error-learning review and membership of the official IES practice-guide panel.", "contribution": "Explains attended correction, reasoning about errors and monitoring what is known.", "boundary": "Educational feedback and metacognition are not individualized clinical rehabilitation guidance.", "reviewed_at": "2026-10-01" }, { "name": "Mark McDaniel", "credential": "WashU professor emeritus of psychological and brain sciences; research scientist and CIRCLE director", "official_url": "https://psych.washu.edu/people/mark-mcdaniel", "public_usefulness": "Official practice-guide panel work and university teaching research translate memory science to instruction.", "contribution": "Connects learning strategies with instructional choices; differentiates memory and use.", "boundary": "Prospective memory, content recall and transfer have different outcomes; an institutional role does not settle every technique.", "reviewed_at": "2026-10-01" }, { "name": "Doug Rohrer", "credential": "University of South Florida professor of psychology; PhD in psychology", "official_url": "https://www.usf.edu/arts-sciences/departments/psychology/people/faculty/doug-rohrer.aspx", "public_usefulness": "Official profile links publicly available pedagogical research and explanatory materials.", "contribution": "Coauthored Cepeda's timing study; makes spacing and category-selection purposes distinct.", "boundary": "No universal spacing timetable or endorsement of indiscriminate task mixing.", "reviewed_at": "2026-10-01" }, { "name": "Elizabeth Ligon Bjork", "credential": "UCLA psychologist with PhD in psychology; official lab documents former professor and distinguished research professor roles", "official_url": "https://bjorklab.psych.ucla.edu/people/", "public_usefulness": "Official lab describes teaching awards and translation of memory research into instructional practices.", "contribution": "Helps distinguish desirable challenge from a blanket celebration of difficulty.", "boundary": "The lab verifies historical roles; no current administrative appointment inferred. Robert A. Bjork, not Elizabeth, coauthored the cited Soderstrom review.", "reviewed_at": "2026-10-01" }, { "name": "John Dunlosky", "credential": "Kent State professor emeritus of psychological sciences", "official_url": "https://www.kent.edu/psychology/profile/john-dunlosky", "public_usefulness": "Public American Educator strategy guide and Kent teaching-institute outreach.", "contribution": "Evaluates actual study activities by their learning purpose instead of popularity.", "boundary": "Strategy ratings are not individualized prescriptions or a universal number of repetitions.", "reviewed_at": "2026-10-01" }, { "name": "Katherine Rawson", "credential": "Kent State professor of psychological sciences; Comprehension and Memory Lab researcher", "official_url": "https://www.kent.edu/psychology/comprehension-memory-lab", "public_usefulness": "Kent's opened Building a Better Student account documents her public teaching-institute discussion.", "contribution": "Coauthored the learning-technique evaluation; keeps comprehension, practice and retention separate.", "boundary": "The source does not establish an exact number of successive-relearning attempts.", "reviewed_at": "2026-10-01" }, { "name": "Michelle Miller", "credential": "Northern Arizona University professor of psychological sciences", "official_url": "https://experts.nau.edu/en/persons/michelle-miller-2/", "public_usefulness": "Public authored memorization guidance addresses teachers' questions about facts and higher-order thinking.", "contribution": "Connects facts to purpose and distinguishes active flashcard answering from passive reviewing.", "boundary": "Practical teaching article is not a trial validating apps, every mixing procedure or AI tutors.", "reviewed_at": "2026-10-01" }, { "name": "Regan A. R. Gurung", "credential": "Oregon State professor of psychological science; associate vice provost and executive director of the Center for Teaching and Learning; PhD", "official_url": "https://ctl.oregonstate.edu/directory/regan-ar-gurung", "public_usefulness": "Official biography documents teaching workshops; opened APS coauthored guide explains student practice.", "contribution": "Makes reasoning visible by generating examples and verbalizing solution steps.", "boundary": "Teaching synthesis includes nonexperimental evidence; not all-context causal proof for its recommendations.", "reviewed_at": "2026-10-01" }, { "name": "Patrice Bain", "credential": "Classroom educator and author; named teacher member of the 2007 IES practice-guide panel", "official_url": "https://ies.ed.gov/ncee/wwc/PracticeGuide/1", "public_usefulness": "Opened St. Louis Fed educator interview offers simple low-stakes retrieval illustrations.", "contribution": "Shows how a teacher's recap can become a learner's remembered answer.", "boundary": "Historical panel role, not an assumed current school appointment. Interview anecdotes and commercial books are not independent outcome evidence.", "reviewed_at": "2026-10-01" }, { "name": "Megan Sumeracki", "credential": "Rhode Island College professor of psychology; PhD in cognitive psychology", "official_url": "https://www.ric.edu/people-directory/megan-sumeracki", "public_usefulness": "Opened Learning Scientists podcast gives public practical explanations of examples and representations.", "contribution": "Links different examples through a shared principle rather than memorable surface features.", "boundary": "Public teaching translation is not direct validation of every analogy or individual implementation.", "reviewed_at": "2026-10-01" }, { "name": "Andrew Butler", "credential": "WashU professor of education and psychological and brain sciences by courtesy; PhD", "official_url": "https://education.washu.edu/people/andrew-c-butler", "public_usefulness": "Official profile describes teaching, translational education work and public research explanations.", "contribution": "Tests learning transfer while exposing the feedback and hints used in specific designs.", "boundary": "Cued new-domain use is not spontaneous relevance recognition or automatic real-world transfer.", "reviewed_at": "2026-10-01" }, { "name": "Douglas Larsen", "credential": "WashU professor of neurology and pediatrics; vice chair for educational affairs", "official_url": "https://profiles.wustl.edu/en/persons/douglas-larsen/", "public_usefulness": "Public institutional publications and medical-education research provide an adult professional learning example.", "contribution": "Extends retention evidence to residents and distinguishes knowledge outcomes from clinical performance.", "boundary": "Retained answers do not establish patient benefit, safe independent practice or professional certification.", "reviewed_at": "2026-10-01" }, { "name": "Denise Park", "credential": "Late UT Dallas cognitive-aging researcher; official memorial lists distinguished university chair, professor and Center for Vital Longevity research director", "official_url": "https://profiles.utdallas.edu/denise", "public_usefulness": "Official research profile presents lifespan cognitive research and linked public center resources.", "contribution": "Keeps age and the particular memory domain visible when considering how evidence generalizes.", "boundary": "Memorial record, not a current practitioner. No dementia-prevention or memory-treatment promise inferred.", "reviewed_at": "2026-10-01" } ] }