Within Real Practice
Why tidy exercises do not always transfer
Isolated drills can teach useful moves, but they often fail when messy contexts hide the same reasoning demands.
On this page
- What tidy drills remove from real analysis
- Why context helps learners recognise useful knowledge
- How to bridge drills and realistic decisions
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Introduction
Tidy thinking exercises can be valuable for learning individual reasoning techniques, but they often fail to improve real-world judgement on their own. The central problem is not that the exercises are wrong; it is that they remove many of the conditions that determine whether a reasoning skill is recognised, selected and applied outside the classroom. Learning researchers call this the transfer gap: the difference between being able to demonstrate a skill in one setting and using it effectively when the situation changes. Studies spanning more than a century show that transfer is neither automatic nor all-or-nothing. Instead, it depends on how closely learning prepares people to recognise the deeper structure of new problems rather than merely their surface appearance. [rapunselshair.pbworks.com+2PubMed]rapunselshair.pbworks.comWhen and Where Do We Apply What We Learn?SM Barnett · 2002 · Cited by 3474 — Despite a century's worth of research, arguments surrounding the question of whether far tran…
Understanding why transfer fails matters because analytical mistakes in everyday life rarely arise from an inability to perform a textbook exercise. They arise because real decisions conceal the need for that exercise behind uncertainty, distractions, conflicting goals and incomplete information.
What tidy drills remove from real analysis
Most thinking exercises simplify a problem until the reasoning move is obvious. A logic puzzle announces itself as a logic puzzle. A worksheet labelled “identify the assumption” tells learners exactly what mental operation they are expected to perform. The learner’s task is therefore limited to execution.
Real analytical problems rarely provide those signals. Before evaluating evidence, people must first notice that evidence needs evaluating. Before searching for assumptions, they must realise that hidden assumptions exist. This initial recognition step is often the hardest part of reasoning, yet it is precisely the part that tidy exercises frequently eliminate. [Erasmus University Rotterdam]pure.eur.nlIdentifying obstacles to transfer of critical thinking skillsErasmus University RotterdamIdentifying obstacles to transfer of critical thinking skillsby LM van Peppen · 2022 · Cited by 39 — This stu…
Real decisions also introduce complications that classroom drills deliberately strip away:
- unclear or competing objectives
- incomplete and unreliable information
- time pressure
- emotional and social influences
- uncertain consequences
- feedback that may be delayed or ambiguous
Each complication changes not only how people reason but whether they deploy the appropriate reasoning strategy at all.
Why recognising the problem matters more than knowing the method
Research on transfer increasingly suggests that failure often occurs before reasoning even begins. Learners may possess the necessary skill yet fail to recognise that the current situation calls for it.
A 2022 study on critical-thinking transfer examined three possible barriers: recognising that prior learning was relevant, recalling the appropriate strategy, and applying it correctly. Recognition problems proved especially important. Students frequently understood critical-thinking techniques in familiar exercises but did not identify opportunities to use them in different contexts. [Erasmus University Rotterdam]pure.eur.nlIdentifying obstacles to transfer of critical thinking skillsErasmus University RotterdamIdentifying obstacles to transfer of critical thinking skillsby LM van Peppen · 2022 · Cited by 39 — This stu…
This helps explain a common paradox. Someone may correctly identify confirmation bias in an exam question but overlook it when reading financial news. Another person may detect statistical errors in a classroom example yet ignore similar problems in workplace performance reports. The reasoning skill has not disappeared; the situation simply fails to resemble the training environment closely enough for the learner to retrieve it.
Surface features often hide identical reasoning demands
People naturally notice obvious characteristics of a problem before abstract similarities.
A classroom exercise might involve coloured blocks, geometric shapes or fictional characters. A workplace decision might involve budgets, customers or public policy. Although both situations require weighing evidence, testing assumptions or comparing explanations, they look different enough that learners treat them as unrelated.
Learning researchers distinguish between surface features—the visible details of a problem—and its deep structure—the underlying reasoning pattern. Successful transfer depends on recognising the deep structure despite changes in appearance. That proves considerably harder than simply repeating an exercise with different numbers or names. [rapunselshair.pbworks.com]rapunselshair.pbworks.comWhen and Where Do We Apply What We Learn?SM Barnett · 2002 · Cited by 3474 — Despite a century's worth of research, arguments surrounding the question of whether far tran…
This is one reason why experts often outperform novices. Experts are more likely to classify problems according to underlying principles rather than superficial details, allowing them to recognise familiar reasoning challenges across different domains.
Context provides retrieval cues, not just realism
Realistic practice is useful for reasons that go beyond motivation or engagement.
Context supplies cues that help learners retrieve relevant knowledge from memory. A decision involving actual stakeholders, uncertain evidence and practical consequences resembles the situations in which the knowledge will later be needed. That similarity increases the likelihood that the appropriate reasoning strategy will come to mind.
Importantly, context is not valuable because every future situation will look identical. Rather, varied contexts help learners discover what remains constant across changing circumstances. Researchers studying situated learning and transfer argue that instruction benefits from combining concrete examples across multiple settings with explicit discussion of the underlying principles. Training confined to a single artificial setting is much less likely to generalise. [ResearchGate]researchgate.netResearch Gate The Effect of Context on Training: Is Learning Situated?The Effect of Context on Training: Is Learning Situated?November 19, 1994 — We agree that learning is unlikely to transfer if…
Why more difficult drills are not necessarily better
One tempting response is simply to make thinking exercises harder.
Difficulty alone, however, does not solve the transfer problem. Extremely complex puzzles may increase cognitive effort without increasing resemblance to real analytical work. A learner can become highly skilled at solving elaborate abstract problems while still struggling to analyse ambiguous evidence during an ordinary meeting.
Research on far transfer consistently shows that practising a difficult task does not automatically improve performance on unrelated tasks. Whether transfer occurs depends more on shared cognitive structure than on general mental effort. Reviews of transfer research therefore caution against assuming that strengthening reasoning in one domain automatically produces broad improvements elsewhere. [rapunselshair.pbworks.com]rapunselshair.pbworks.comWhen and Where Do We Apply What We Learn?SM Barnett · 2002 · Cited by 3474 — Despite a century's worth of research, arguments surrounding the question of whether far tran…
This finding also helps explain why many commercial “brain training” claims have been difficult to support. Improvements often remain strongest on tasks resembling the exercises themselves, while benefits on substantially different activities are smaller or inconsistent. [PMC]pmc.ncbi.nlm.nih.govPMCFar transfer in cognitive training of older adultsAdapting a taxonomy of transfer developed by Barnett and Ceci…
How to bridge drills and realistic decisions
The weakness of isolated exercises does not mean they should be abandoned. They work best when treated as preparation rather than the final stage of learning.
Several instructional practices consistently appear to strengthen transfer:
- Teach the underlying principle explicitly. Learners should understand why a reasoning strategy works, not merely how to complete the exercise.
- Use multiple contexts. Present the same analytical idea through different domains so learners focus on common structure rather than familiar settings.
- Require comparison. Asking learners to explain how two apparently different problems rely on the same reasoning encourages abstraction.
- Delay the cue. Instead of announcing the required skill, present a realistic scenario and require learners to decide which analytical tools are appropriate.
- Provide outcome feedback. After decisions are made, compare predictions with actual outcomes so learners learn when particular reasoning strategies succeed or fail. [ResearchGate+2Erasmus University Rotterdam]researchgate.netResearch Gate The Effect of Context on Training: Is Learning Situated?The Effect of Context on Training: Is Learning Situated?November 19, 1994 — We agree that learning is unlikely to transfer if…
These approaches preserve the efficiency of focused drills while making it more likely that learners will recognise opportunities to use their knowledge outside training.
The transfer gap is mainly a recognition problem
The most important lesson is that analytical ability is not simply the possession of reasoning techniques. It is the ability to recognise when those techniques are needed under changing conditions.
Tidy exercises often create an illusion of mastery because they separate reasoning from the circumstances that normally trigger it. Real analytical work reverses the order: people must first identify the nature of the problem, then select an appropriate strategy, and only then carry out the reasoning itself.
Closing the transfer gap therefore requires more than practising correct moves. It requires practising when to notice them, where they apply, and how to adapt them when real problems inevitably depart from the clean examples found in isolated exercises. [Erasmus University Rotterdam+2rapunselshair.pbworks.com]pure.eur.nlIdentifying obstacles to transfer of critical thinking skillsErasmus University RotterdamIdentifying obstacles to transfer of critical thinking skillsby LM van Peppen · 2022 · Cited by 39 — This stu…
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Endnotes
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Source: rapunselshair.pbworks.com
Title: When and Where Do We Apply What We Learn?
Link: https://rapunselshair.pbworks.com/f/barnett_2002.pdfSource snippet
SM Barnett · 2002 · Cited by 3474 — Despite a century's worth of research, arguments surrounding the question of whether far tran...
-
Source: researchgate.net
Title: Research Gate The Effect of Context on Training: Is Learning Situated?
Link: https://www.researchgate.net/publication/2297616_The_Effect_of_Context_on_Training_Is_Learning_SituatedSource snippet
The Effect of Context on Training: Is Learning Situated?November 19, 1994 — We agree that learning is unlikely to transfer if...
Published: November 19, 1994
-
Source: pmc.ncbi.nlm.nih.gov
Title: PMCFar transfer in cognitive training of older adults
Link: https://pmc.ncbi.nlm.nih.gov/articles/PMC4169295/Source snippet
Adapting a taxonomy of transfer developed by Barnett and Ceci...
-
Source: researchgate.net
Title: When and Where Do We Apply What We Learn?
Link: https://www.researchgate.net/publication/11294280_When_and_Where_Do_We_Apply_What_We_Learn_A_Taxonomy_for_Far_TransferSource snippet
A...29 May 2026 — Learning transfer research demonstrates that students often struggle to apply classroom knowledge in real-world settin...
Published: May 2026
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Source: pubmed.ncbi.nlm.nih.gov
Title: Pub Med When and where do we apply what we learn?
Link: https://pubmed.ncbi.nlm.nih.gov/12081085/Source snippet
A taxonomy...by SM Barnett · 2002 · Cited by 3474 — Authors. Susan M Barnett, Stephen J Ceci... Despite a century's worth of research...
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Source: pure.eur.nl
Title: Identifying obstacles to transfer of critical thinking skills
Link: https://pure.eur.nl/files/56915413/Identifying_obstacles_to_transfer_of_critical_thinking_skills.pdfSource snippet
Erasmus University RotterdamIdentifying obstacles to transfer of critical thinking skillsby LM van Peppen · 2022 · Cited by 39 — This stu...
Additional References
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Source: nifdi.org
Title: 758 near and far transfer in cognitive training
Link: https://www.nifdi.org/resources/hempenstall-blog/758-near-and-far-transfer-in-cognitive-training.htmlSource snippet
Near and far transfer in cognitive training25 Sept 2019 — Far transfer occurs when there is transfer of learner knowledge and skills from...
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Source: youtube.com
Title: Near Transfer vs Far Transfer: The Truth About Brain Games in the Classroom
Link: https://www.youtube.com/watch?v=DR7NikpkWAASource snippet
What Is 'Transfer of Learning' and How Does It Help Students?...
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Source: youtube.com
Title: Adult Learning: Breaking Down Barriers to Learning Transfer
Link: https://www.youtube.com/watch?v=VtDJrgJzSuISource snippet
Daniel Willingham | Cognitive Psychology at the University of Virginia...
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Source: youtube.com
Title: What Is ‘Transfer of Learning’ and How Does It Help Students?
Link: https://www.youtube.com/watch?v=N8QfkT8L9loSource snippet
Adult Learning: Breaking Down Barriers to Learning Transfer...
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Source: youtube.com
Title: What is ‘transfer of learning’? | Julie Stern
Link: https://www.youtube.com/watch?v=q3rH5mLQfRwSource snippet
Near Transfer vs Far Transfer: The Truth About Brain Games in the Classroom...
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Source: frontiersin.org
Link: https://www.frontiersin.org/journals/psychology/articles/10.3389/fpsyg.2019.01285/fullSource snippet
Far-Transfer Effects of Strategy-Based Working Memory...by S Chan · 2019 · Cited by 26 — We assessed the transfer of working memory (WM)...
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Source: youtube.com
Title: Daniel Willingham | Cognitive Psychology at the University of Virginia
Link: https://www.youtube.com/watch?v=oZmBoI9Lzl4 -
Source: globalcognition.org
Title: transfer of learning
Link: https://www.globalcognition.org/transfer-of-learning/Source snippet
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