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When and where do we apply what we learn?: A taxonomy for far transfer
Abstract
Despite a century's worth of research, arguments surrounding the question of whether far transfer occurs have made little progress toward resolution. The authors argue the reason for this confusion is a failure to specify various dimensions along which transfer can occur, resulting in comparisons of "apples and oranges." They provide a framework that describes 9 relevant dimensions and show that the literature can productively be classified along these dimensions, with each study situated at the intersection of various dimensions. Estimation of a single effect size for far transfer is misguided in view of this complexity. The past 100 years of research shows that evidence for transfer under some conditions is substantial, but critical conditions for many key questions are untested.
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“First, transfer is much more likely under conditions where trained and untrained activities share many features (near transfer) than few (far transfer, Barnett & Ceci, 2002; Noack, Lövdén, Schmiedek, & Lindenberger, 2009).”
From Working memory training involves learning new skills (2019) · cites this paper as Barnett & Ceci, 2002
In the citing paper
“However, it may be that such transfer requires variability in training (Barnett & Ceci, 2002;Schmidt & Bjork, 1992) as most other studies using this form of working-memory training have used at least two variants of the tasks.”
From A simultaneous examination of two forms of working memory training: Evidence for near transfer only (2016) · cites this paper as Barnett & Ceci, 2002
In the citing paper
“The magnitude of transfer, when such was reported, is usually small, and is difficult to dissociate from a null result, since it is not resilient to correction for multiple comparisons.”
From Training-induced improvement in working memory tasks results from switching to efficient strategies (2021) · cites this paper as Barnett & Ceci, 2002
Citations
Cites
Situated Learning: Legitimate Peripheral Participation.
Bloch, M. E. F., Lave, J., & Wenger, É. (1994) · Man · doi:10.2307/2804509 · Cited by 39,362
Situated Learning: Legitimate Peripheral Participation
Lave, J., & Wenger, E. (1991) · Cambridge University Press eBooks · doi:10.1017/cbo9780511815355 · Cited by 35,324
Tversky, A., & Kahneman, D. (1974) · Science · doi:10.1126/science.185.4157.1124 · Cited by 28,810
Judgment under Uncertainty: Heuristics and Biases
Tversky, A., & Kahneman, D. (1975) · Utility, Probability, and Human Decision Making · doi:10.1007/978-94-010-1834-0_8 · Cited by 22,650
(1999) · Cited by 12,812
The origins of intelligence in children.
Piaget, J. (1952) · doi:10.1037/11494-000 · Cited by 10,687
Axten, N., Newell, A., & Simon, H. A. (1973) · Contemporary Sociology A Journal of Reviews · doi:10.2307/2063712 · Cited by 6,886
Newell, A. (1972) · Cited by 6,222
"General Intelligence," Objectively Determined and Measured
Spearman, C. (1904) · The American Journal of Psychology · doi:10.2307/1412107 · Cited by 6,207
Apprenticeship in thinking: cognitive development in social context
(1990) · Choice Reviews Online · doi:10.5860/choice.28-0612 · Cited by 5,420
Research works printed but not linked: 10
- Ceci, 1993, The role of context in everyday cognition., 164
- Holyoak, 1984, Analogical thinking and human intelligence., Vol. 2, 199
- Humphreys, 1951, Transfer of training in general education., The Journal of General Education, 5, 210
- Klausmeier, 1961, Educational psychology. Learning and human abilities.
- Mayer, 1984, A cognitive analysis of mathematic problem-solving ability., Vol. 2, 231
- Reder, 1994, Transfer: Training for performance., 25
- Schooler, 1989, Social structural effects and experimental situations., 1
- Walberg, 1982, A psychological theory of educational productivity., 81
- Wiley, 1976, Another hour, another day: Quantity of schooling, a potent path for policy., 225
- Williams, 1996, Practical intelligence for school.
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Benander, R., & Lightner, R. (2005) · The Journal of General Education · doi:10.2307/jgeneeduc.54.3.0199 · Cited by 9
Rogde, K., Hagen, Å. M. M., Melby‐Lervåg, M., & Lervåg, A. (2016) · Campbell Systematic Reviews · doi:10.1002/cl2.161 · Cited by 9
“Third, theories on the nature of how and to what extent we are able to transfer what we learn will be an important issue of our study (see Barnett & Ceci, 2002; Bransford & Schwartz, 1999; Carraher & Schliemann, 2002).”
BackgroundModel reuse versus model development: Effects on credibility and learning
Monks, T., Robinson, S., & Kotiadis, K. (2009) · Winter Simulation Conference · doi:10.1109/wsc.2009.5429691 · Cited by 9
Structuring Historic Site-Based History Laboratories for Teacher Education
Baron, C. (2014) · Journal of Museum Education · doi:10.1080/10598650.2014.11510791 · Cited by 9
Puzzling with potential : dynamic testing of analogical reasoning in children
Stevenson, C. E. (2008) · Leiden Repository (Leiden University) · Cited by 9
Thompson, C. A., Taber, J. M., Sidney, P. G., Fitzsimmons, C. J., Mielicki, M. K., Matthews, P. G., Schemmel, E., Simonovic, N., Foust, J. L., Aurora, P., et al. (2020) · doi:10.31234/osf.io/hukyv · Cited by 9
The Role of A/B Tests in the Study of Large-Scale Online LearningPreprint
Savi, A. O., Williams, J. J., Maris, G., & van der Maas, H. L. J. (2017) · OSF Preprints (OSF Preprints) · doi:10.31219/osf.io/83jsg · Cited by 9
Alisoy, H. (2023) · Research Square · doi:10.21203/rs.3.rs-3733146/v1 · Cited by 9
The effects of retrieval versus study on analogical problem solving
Corral, D., Carpenter, S. K., & Hilaire, K. J. S. (2023) · Psychonomic Bulletin & Review · doi:10.3758/s13423-023-02268-4 · Cited by 13
“…explain why transfer more often occurs under conditions where learners are provided with hints about the relevance of learned information to a current situation (Barnett & Ceci, 2002; Butler, 2010; Gick & Holyoak, 1983), as learners often do not recognize that their prior knowledge is applicable.”
Reconciling shared versus context-specific information in a neural network model of latent causes
Lu, Q., Nguyen, T. T., Zhang, Q., Hasson, U., Griffiths, T. L., Zacks, J. M., Gershman, S. J., & Norman, K. A. (2024) · Scientific Reports · doi:10.1038/s41598-024-64272-5 · Cited by 11
Training of Awareness in ADHD: Leveraging Metacognition
Lenartowicz, A., DeSchepper, B. G., & Simpson, G. V. (2024) · Journal of Psychiatry and Brain Science · doi:10.20900/jpbs.20240006 · Cited by 10
“…effort to implement metacognitive awareness training into ADHD treatment has been documented within educational research, where the role of metacognition in self-regulated learning has demonstrated value for improving educational outcomes [35,36], especially in promoting far transfer [34,38].”
BackgroundChesire, F., Mugisha, M., Ssenyonga, R., Rose, C. J., Nsangi, A., Kaseje, M., Sewankambo, N. K., Oxman, M., Rosenbaum, S., Moberg, J., et al. (2024) · Trials · doi:10.1186/s13063-024-08577-w · Cited by 9
“There is uncertainty about how to achieve and evaluate transfer of learning [45].”
BackgroundBrill, E., Holfelder, A. F., Falkner, M., Krebs, C. R., Brem, A., & Klöppel, S. (2024) · BJPsych Open · doi:10.1192/bjo.2024.797 · Cited by 8
Reactivity to confidence ratings: evidence of impaired rule-learning
Double, K. S., Goldwater, M. B., & Birney, D. P. (2025) · Metacognition and Learning · doi:10.1007/s11409-025-09413-5 · Cited by 10
“The skills developed in the classroom often do not transfer to the workplace and even in the classroom and students have great difficulty transferring their knowledge between subjects and fail to see conceptual overlaps between different contexts (Barnett & Ceci, 2002 ).”
Task-Based Role-Playing VR Game for Supporting Intellectual Disability Therapies
Chen, W., Berrezueta-Guzman, S., & Wagner, S. (2025) · IEEE International Conference on Artificial Intelligence and eXtended and Virtual Reality (AIxVR) · doi:10.1109/aixvr63409.2025.00031 · Cited by 8
“VR has great potential to help individuals with ID. Simulating different scenarios allows users to practice and learn skills in a safe and engaging environment, making it a powerful tool for teaching and training [13]–[15].”
Prinz, A., Golke, S., & Wittwer, J. (2021) · Instructional Science · doi:10.1007/s11251-021-09535-8 · Cited by 15
“In addition, the participants had to spontaneously apply the learned information about covariance to the distant domain as there were no hints or prompts to do so (see Barnett and Ceci 2002).”
BackgroundMrazek, A. J., Mrazek, M. D., Brown, C. S., Karimi, S. S., Ji, R. R., Ortega, J. R., Maul, A., Carr, P. C., Delegard, A. M., Kirk, A. C., et al. (2022) · Technology Mind and Behavior · doi:10.1037/tmb0000092 · Cited by 8
Xu, T. B., Zhao, T., Cruz-Garza, J. G., Bhattacharjee, T., & Kalantari, S. (2022) · Lecture notes in computer science · doi:10.1007/978-3-031-24670-8_28 · Cited by 8
Izhak, S. B., & Michal Lavidor, B. (2023) · Journal of Cognition and Development · doi:10.1080/15248372.2023.2172413 · Cited by 11
Computing Education Research Today
Fincher, S. A., Tenenberg, J., Dorn, B., Hundhausen, C., McCartney, R., & Murphy, L. (2019) · The Cambridge Handbook of Computing Education Research · doi:10.1017/9781108654555.003 · Cited by 7
Metadata
- Authors
- Barnett, S. M., & Ceci, S. J.
- Affiliations
- Cornell University (US)
- ORCID
- Ceci, Stephen J.
- Venue
- Psychological Bulletin
- Published
- 2002
- Volume
- 128
- Issue
- 4
- Pages
- 612-637
- ISSN
- 0033-2909 (ISSN-L)
- 1939-1455
- OpenAlex
- W2094192576
- Semantic Scholar
- e43a3199d5f9070f595c7f37dcc71f17589bbab9
- Cited by
- 2,076
- References
- 126
- Citations by year
- 2026: 165 · 2025: 123 · 2024: 128 · 2023: 116 · 2022: 121 · 2021: 129 · 2020: 166 · 2019: 163 · 2018: 88 · 2017: 94 · 2016: 112 · 2015: 72 · 2014: 99 · 2013: 100 · 2012: 79
- FWCI
- 6.62
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Psychological Bulletin (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Memory Processes and Influences
- Social Sciences › Psychology › Applied Psychology › Human Resource Development and Performance Evaluation
- Social Sciences › Psychology › Developmental and Educational Psychology › Educational and Psychological Assessments
- Keywords
- far transfer, transfer of learning, effect size estimation
- MeSH terms
- Attention, Child, Concept Formation, Generalization, Psychological, Humans, Learning, Mental Recall, Transfer, Psychology
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
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