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2 references
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- Vol 2 RE: Chapters 3, 8
productive failureproductive successtransfer-oriented assessmentdelayed learning outcomesinstructional sequencingsolution generationJournal article Evidence summaryAt a glance
Kapur separates performance during an initial learning activity from learning demonstrated later and uses that distinction to describe four instructional possibilities. Productive success combines strong initial performance with later learning; productive failure combines weak initial performance with later learning; unproductive failure yields neither; and unproductive success produces apparent immediate success without durable understanding or transfer.
Key ideas
Direct instruction may be productive relative to unguided discovery yet unproductive relative to better sequenced designs. Productive-failure approaches typically ask learners to generate and compare solutions to a carefully designed problem before explicit instruction. This process can activate prior knowledge, reveal gaps, draw attention to deep features, and prepare learners to understand canonical methods during consolidation. Failure is not valuable by itself: problems must be accessible yet challenging, learners need space to explore multiple representations, and subsequent instruction must connect their attempts with target concepts.
Why it matters
The framework expands the design space beyond a discovery-versus-instruction dichotomy and warns against evaluating learning from fluency or correctness during acquisition alone. Delayed, transfer-oriented assessments are needed to distinguish genuinely productive designs from superficially successful ones.
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- Vol 1 RE: Chapter 7
- Vol 2 RE: App D
- Vol 2 TE: App B
- Vol 3 RE: Chapter 4
- Vol 4 TE: App C
- Vol 5 RE: Chapter 7
retrieval practiceconcept mappingverbatim recallinference performancedelayed learningmetacognitive mismatchJournal article Evidence summaryAt a glance
Karpicke and Blunt compare retrieval practice with elaborative concept mapping using science texts. Students studied material and then either repeatedly retrieved it from memory or constructed concept maps while viewing the text.
Key ideas
On delayed tests one week later, retrieval practice produced substantially better verbatim recall and inference performance, even when the final assessment required creating a concept map. Learners nevertheless predicted that repeated study would be more effective, illustrating a metacognitive mismatch between immediate fluency and durable learning. The experiments do not show that concept maps are inherently ineffective. Their learning value depends on how they are used: constructing a map with the source present is elaborative study, whereas reconstructing relationships from memory can itself become retrieval practice. Active recall requires learners to search for and organise knowledge without external support, revealing gaps and strengthening later access.
Why it matters
The findings concern specific texts, schedules, and assessments, so application should include feedback and spacing. The central result is that meaningful learning is not produced only by elaborative encoding; effortful reconstruction from memory can improve conceptual understanding and transfer more than additional exposure.
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Edition abbreviations
- TE
- Teacher Edition
- PE
- Practice Edition
- RE
- Research Edition
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