Training studies have shown that cognitive plasticity, that is the potential modifiability of a person’s cognitive abilities, is considerable across the lifespan and extends to very old age. Cognitive training can not only result in significant performance improvements on the trained tasks, but also benefit performance on new untrained tasks (transfer). However, even though interventions can be very successful at the group level, individual differences in training gains tend to be large. Why do some individuals benefit more than others? In the present study (N = 168), we investigated transfer of executive control training in children (N = 56, 8–10 years of age), younger adults (N = 56, 18–28 years of age), and older adults (N = 56, 62–77 years of age) in a pretest-training-posttest design. Results of latent change modeling showed a training-induced reduction of age differences and individual differences across training and transfer tasks in all age groups. Moreover, individuals with lower cognitive abilities at pretest showed larger training and transfer benefits after the training. This effect was significantly higher in the training group compared to an active control group, indicating that it was based on the executive control training and not on non-focal effects (e.g., regression to the mean). These findings reveal a pattern of compensation effects with the largest training-induced improvements in participants who needed them the most.
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Au, J., Sheehan, E., Tsai, N., Duncan, G. J., Buschkuehl, M., & Jaeggi, S. M. (2015). Improving fluid intelligence with training on working memory: a meta-analysis. Psychonomic Bulletin & Review, 22, 366–377.
Baltes, P. B., & Kliegl, R. (1992). Further testing of limits of cognitive plasticity: negative age differences in a mnemonic skill are robust. Developmental Psychology, 28, 121–125.
Beauducel, A., & Wittmann, W. W. (2005). Simulation study on fit indexes in CFA based on data with slightly distorted simple structure. Structural Equation Modeling, 12, 41–75. https://doi.org/10.1207/s15328007sem1201_3.
Bherer, L., Kramer, A. F., Peterson, M. S., Colcombe, S., Erickson, K., & Becic, E. (2008). Transfer effects in task-set cost and dual-task cost after dual-task training in older and younger adults: further evidence for cognitive plasticity in attentional control in late adulthood. Experimental Aging Research, 34, 188–219.
Borella, E., Carbone, E., Pastore, M., De Beni, R., & Carretti, B. (2017). Working memory training for healthy older adults: the role of individual characteristics in explaining short-and long-term gains. Frontiers in Human Neuroscience, 11, 99.
Brehmer, Y., Li, S. C., Mueller, V., von Oertzen, T. V., & Lindenberger, U. (2007). Memory plasticity across the life span: uncovering children’s latent potential. Developmental Psychology, 43, 465–477.
Brehmer, Y., Westerberg, H., & Bäckman, L. (2012). Working-memory training in younger and older adults: training gains, transfer, and maintenance. Frontiers in Human Neuroscience, 6, 63.
Bürki, C. N., Ludwig, C., Chicherio, C., & de Ribaupierre, A. (2014). Individual differences in cognitive plasticity: an investigation of training curves in younger and older adults. Psychological Research, 78, 821–835.
Buschkuehl, M., Jaeggi, S. M., Hutchison, S., Perrig-Chiello, P., Däpp, C., Müller, M., et al. (2008). Impact of working memory training on memory performance in old-old adults. Psychology and Aging, 23, 743–753.
Cepeda, N. J., Kramer, A. F., & Gonzalez de Sather, J. (2001). Changes in executive control across the life span: examination of task-switching performance. Developmental Psychology, 37, 715–730.
Chen, F. F., Sousa, K. H., & West, S. G. (2005). Testing measurement invariance of second-order factor models. Structural Equation Modeling, 12, 471–492.
Cheung, G. W., & Rensvold, R. B. (2002). Evaluating goodness-of-fit indexes for testing measurement invariance. Structural Equation Modeling, 9, 233–255. https://doi.org/10.1207/S15328007SEM0902_5.
Cronbach, L. J. (1957). The two disciplines of scientific psychology. Amercian Psychologist, 12, 671–684.
Cronbach, L. J., & Snow, R. E. (1977). Aptitudes and instructional methods. New York, NY: Irvington.
Ferguson, G. A. (1956). On transfer and the abilities of man. Canadian Journal of Psychology, 10, 121–131.
Hertzog, C., Kramer, A. F., Wilson, R. S., & Lindenberger, U. (2008). Enrichment effects on adult cognitive development. Psychological Science in the Public Interest, 9, 1–65.
Holmes, J., Gathercole, S. E., & Dunning, D. L. (2009). Adaptive training leads to sustained enhancement of poor working memory in children. Developmental Science, 12, F9–15.
Jaeggi, S. M., Buschkuehl, M., Shah, P., & Jonides, J. (2014). The role of individual differences in cognitive training and transfer. Memory & Cognition, 42, 464–480.
Kane, M. J., Hambrick, D. Z., Tuholski, S. W., Wilhelm, O., Payne, T. W., & Engle, R. W. (2004). The generality of working memory capacity: a latent-variable approach to verbal and visuospatial memory span and reasoning. Journal of Experimental Psychology: General, 133, 189–217.
Karbach, J., & Kray, J. (2009). How useful is executive control training? Age differences in near and far transfer of task-switching training. Developmental Science, 12, 978–990.
Karbach, J., & Kray, J. (2016). Executive functions. In T. Strobach & J. Karbach (Eds.), Cognitive training—an overview of features and applications (pp. 93–103). Cham: Springer International.
Karbach, J., & Unger, K. (2014). Executive control training from middle childhood to adolescence. Frontiers in Psychology, 5, 390.
Karbach, J., & Verhaeghen, P. (2014). Making working memory work: a meta-analysis of executive control and working memory training in older adults. Psychological Science, 25, 2027–2037.
Karbach, J., Mang, S., & Kray, J. (2010). Transfer of task-switching training in older age: the role of verbal processes. Psychology & Aging, 25, 677–683.
Karbach, J., Strobach, T., & Schubert, T. (2015). Adaptive working-memory training benefits reading, but not mathematics in middle childhood. Child Neuropsychology, 21, 285–301.
Kenny, D. A., Kaniskan, B., & McCoach, D. B. (2015). The performance of RMSEA in models with small degrees of freedom. Sociological Methods & Research, 44, 486–507. https://doi.org/10.1177/0049124114543236.
Kliegel, M., & Bürki, C. (2012). Memory training interventions require a tailor-made approach: commentary on McDaniel and Bugg. Journal of Applied Research in Memory and Cognition, 1, 58–60.
Kramer, A. F., Larish, J. F., & Strayer, D. L. (1995). Training for attentional control in dual task settings: a comparison of young and old adults. Journal of Experimental Psychology: Applied, 1, 50–76.
Kray, J., & Lindenberger, U. (2000). Adult age differences in task switching. Psychology & Aging, 15, 126–147.
Kray, J., Eber, J., & Karbach, J. (2008). Verbal self-instructions in task switching: a compensatory tool for action-control deficits in childhood and old age? Developmental Science, 11, 223–236.
Lehrl, S. (1977). Mehrfach-Wahl-Wortschatz-Test B (MWT-B). Erlangen: Straube.
Li, S. C., Schmiedek, F., Huxhold, O., Röcke, C., Smith, J., & Lindenberger, U. (2008). Working memory plasticity in old age: practice gain, transfer, and maintenance. Psychology and Aging, 23, 731.
Lindenberger, U., Kliegl, R., & Baltes, P. B. (1992). Professional expertise does not eliminate age differences in imagery-based performance during adulthood. Psychology & Aging, 7, 585–593.
Lindenberger, U., Mayr, U., & Kliegl, R. (1993). Speed and intelligence in old age. Psychology and Aging, 8, 207.
Lövdén, M., Brehmer, Y., Li, S. C., & Lindenberger, U. (2012). Training-induced compensation versus magnification of individual differences in memory performance. Frontiers in Human Neuroscience, 6, 141.
Lustig, C., Shah, P., Seidler, R., & Reuter-Lorenz, P. A. (2009). Aging, training, and the brain: a review and future directions. Neuropsychology Review, 19, 504–522.
Miyake, A., Friedman, N. P., Emerson, M. J., Witzki, A. H., Howerter, A., & Wager, T. (2000). The unity and diversity of executive functions and their contributions to complex “frontal lobe” tasks: a latent variable analysis. Cognitive Psychology, 41, 49–100.
Noack, H., Lövdén, M., Schmiedek, F., & Lindenberger, U. (2009). Cognitive plasticity in adulthood and old age: gauging the generality of cognitive intervention effects. Restorative Neurology & Neuroscience, 27, 435–453.
Rebok, G. W., Carlson, M. C., & Langbaum, J. B. (2007). Training and maintaining memory abilities in healthy older adults: traditional and novel approaches. The Journals of Gerontology Series B: Psychological Sciences and Social Sciences, 62, 53–61.
Reimers, S., & Maylor, E. A. (2005). Task switching across the life span: effects of age on general and specific switch costs. Developmental Psychology, 41, 661.
Schmiedek, F., Lövdén, M., & Lindenberger, U. (2010). Hundred days of cognitive training enhance broad cognitive abilities in adulthood: findings from the COGITO study. Frontiers in Aging Neuroscience, 2, 27.
Schwaighofer, M., Fischer, F., & Bühner, M. (2015). Does working memory training transfer? A meta-analysis including training conditions as moderators. Educational Psychologist, 50, 138–166.
Snow, R. E. (1989). Aptitude-treatment interaction as a framework for research on individual differences in learning. In P. L. Ackerman, R. J. Sternberg, & R. Glaser (Eds.), Learning and individual differences: advances in theory and research (pp. 13–59). New York, NY: W H Freeman/Times Books/ Henry Holt & Co..
Steenkamp, J.-B., & Baumgartner, H. (1998). Assessing measurement invariance in cross-national consumer research. The Journal of Consumer Research, 25, 78–107.
Steyer, R., Eid, M., & Schwenkmezger, P. (1997). Modeling true intraindividual change: true change as a latent variable. Methods of Psychological Research Online, 2, 21–34.
Strobach, T., Salminen, T., Karbach, J., & Schubert, T. (2014). Practice-related optimization and transfer of executive functions: a general review and a specific realization of their mechanisms in dual tasks. Psychological Research, 78, 836–851.
Titz, C., & Karbach, J. (2014). Working memory and executive functions: effects of training on academic achievement. Psychological Research, 78(6), 852–868.
Verhaeghen, P., & Cerella, J. (2002). Aging, executive control, and attention: a review of meta-analyses. Neuroscience & Biobehavioral Reviews, 26, 849–857.
Verhaeghen, P., & Marcoen, A. (1996). On the mechanisms of plasticity in young and older adults after instruction in the method of loci: evidence for an amplification model. Psychology and Aging, 11(1), 164–178.
Verhaeghen, P., Marcoen, A., & Goossens, L. (1992). Improving memory performance in the aged through mnemonic training: a meta-analytic study. Psychology & Aging, 7, 242–251.
von Bastian, C. C., & Eschen, A. (2016). Does working memory training have to be adaptive? Psychological Research, 80, 181–194.
von Bastian, C. C., & Oberauer, K. (2014). Effects and mechanisms of working memory training: a review. Psychological Research, 78, 803–820.
Wechsler, W. (1982). Manual for the Hamburg-Wechsler intelligence test for adults (HAWIE). Bern: Huber.
Widaman, K. F., Ferrer, E., & Conger, R. D. (2010). Factorial invariance within longitudinal structural equation models: measuring the same construct across time. Child Development Perspectives, 4, 10–18. https://doi.org/10.1111/j.1750-8606.2009.00110.x.
Wiebe, S., & Karbach, J. (2017). Executive functions: development across the life span. New York: Taylor & Francis.
Zinke, K., Zeintl, M., Eschen, A., Herzog, C., & Kliegel, M. (2012). Potentials and limits of plasticity induced by working memory training in old-old age. Gerontology, 58, 79–87.
Zinke, K., Zeintl, M., Rose, N. S., Putzmann, J., Pydde, A., & Kliegel, M. (2014). Working memory training and transfer in older adults: effects of age, baseline performance, and training gains. Developmental Psychology, 50, 304–315.
This research was supported by grants awarded to Julia Karbach by the German Research Foundation (DFG; KA 3216 2-1) and to Marion Spengler by the European Social Fund and the Ministry of Science, Research, and the Arts of Baden-Württemberg.
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Karbach, J., Könen, T. & Spengler, M. Who Benefits the Most? Individual Differences in the Transfer of Executive Control Training Across the Lifespan. J Cogn Enhanc 1, 394–405 (2017). https://doi.org/10.1007/s41465-017-0054-z
- Cognitive plasticity
- Executive control training
- Lifespan cognitive development
- Individual differences
- Compensation effect