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Gepubliceerd in: Psychological Research 6/2014

01-11-2014 | Original Article

Effect of working memory training on working memory, arithmetic and following instructions

Auteurs: Sissela Bergman-Nutley, Torkel Klingberg

Gepubliceerd in: Psychological Research | Uitgave 6/2014

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Abstract

Mathematical ability is dependent on specific mathematical training but also associated with a range of cognitive factors, including working memory (WM) capacity. Previous studies have shown that WM training leads to improvement in non-trained WM tasks, but the results regarding transfer to mathematics are inconclusive. In the present study, 176 children with WM deficits, aged 7–15 years performed 5 weeks of WM training. During the training period, they were assessed five times with a test of complex WM (the Odd One Out), a test of remembering and following instructions and a test of arithmetic. The improvements were compared to the performance of a control group of 304 typically developing children aged 7–15 years who performed the same transfer tasks at the same time intervals, but without training. The training group improved significantly more than the control group on all three transfer tests (all p < 0.0001), after correction for baseline performance, age and sex. The effect size for mathematics was small and the effect sizes for the WM tasks were moderate to large. The transfer increased linearly with the amount of training time and correlated with the amount of improvement on the trained tasks. These results confirm previous findings of training-induced improvements in non-trained WM tasks including the ability to follow instructions, but extend previous findings by showing improvements also for arithmetic. This is encouraging regarding the potential role of cognitive training for education, but it is desirable to find paradigms that would enhance the effect of the training on mathematics. One of the future challenges for studying training effects is combining large sample sizes with high quality and compliance, to detect relevant but smaller effects of cognitive training.
Literatuur
go back to reference Alloway, T. P. (2007). Automated working memory assessment manual. Oxford: Harcourt. Alloway, T. P. (2007). Automated working memory assessment manual. Oxford: Harcourt.
go back to reference Alloway, T. P., & Alloway, R. G. (2010). Investigating the predictive roles of working memory and IQ in academic attainment. Journal of Experimental Child Psychology, 106(1), 20–29.PubMedCrossRef Alloway, T. P., & Alloway, R. G. (2010). Investigating the predictive roles of working memory and IQ in academic attainment. Journal of Experimental Child Psychology, 106(1), 20–29.PubMedCrossRef
go back to reference Alloway, T. P., Gathercole, S. E., Kirkwood, H., & Elliott, J. (2009). The cognitive and behavioral characteristics of children with low working memory. Child Development, 80(2), 606–621.PubMedCrossRef Alloway, T. P., Gathercole, S. E., Kirkwood, H., & Elliott, J. (2009). The cognitive and behavioral characteristics of children with low working memory. Child Development, 80(2), 606–621.PubMedCrossRef
go back to reference Ball, K., Berch, D. B., Helmers, K. F., Jobe, J. B., Leveck, M. D., Marsiske, M., et al. (2002). Effects of cognitive training interventions with older adults: a randomized controlled trial. JAMA, 288(18), 2271–2281.PubMedCrossRefPubMedCentral Ball, K., Berch, D. B., Helmers, K. F., Jobe, J. B., Leveck, M. D., Marsiske, M., et al. (2002). Effects of cognitive training interventions with older adults: a randomized controlled trial. JAMA, 288(18), 2271–2281.PubMedCrossRefPubMedCentral
go back to reference Bedard, A. C., Martinussen, R., Ickowicz, A., & Tannock, R. (2004). Methylphenidate improves visual-spatial memory in children with attention-deficit/hyperactivity disorder. Journal of the American Academy of Child and Adolescent Psychiatry, 43(3), 260–268.PubMedCrossRef Bedard, A. C., Martinussen, R., Ickowicz, A., & Tannock, R. (2004). Methylphenidate improves visual-spatial memory in children with attention-deficit/hyperactivity disorder. Journal of the American Academy of Child and Adolescent Psychiatry, 43(3), 260–268.PubMedCrossRef
go back to reference Bergman-Nutley, S., Sîderqvist, S., Bryde, S., Thorell, L. B., Humphreys, K., & Klingberg, T. (2011). Gains in fluid intelligence after training non-verbal reasoning in 4-year-old children: a controlled, randomized study. Developmental Science, 14(3), 591–601.PubMedCrossRef Bergman-Nutley, S., Sîderqvist, S., Bryde, S., Thorell, L. B., Humphreys, K., & Klingberg, T. (2011). Gains in fluid intelligence after training non-verbal reasoning in 4-year-old children: a controlled, randomized study. Developmental Science, 14(3), 591–601.PubMedCrossRef
go back to reference Chein, J. M., & Morrison, A. B. (2010). Expanding the mind’s workspace: training and transfer effects with a complex working memory span task. Psychonomic Bulletin and Review, 17(2), 193–199.PubMedCrossRef Chein, J. M., & Morrison, A. B. (2010). Expanding the mind’s workspace: training and transfer effects with a complex working memory span task. Psychonomic Bulletin and Review, 17(2), 193–199.PubMedCrossRef
go back to reference Dumontheil, I., & Klingberg, T. (2011). Brain activity during a visuospatial working memory task predicts arithmetical performance 2 years later. Cerebral Cortex,. doi:10.1093/cercor/bhr175.PubMed Dumontheil, I., & Klingberg, T. (2011). Brain activity during a visuospatial working memory task predicts arithmetical performance 2 years later. Cerebral Cortex,. doi:10.​1093/​cercor/​bhr175.PubMed
go back to reference Dunning, D. L., Holmes, J., & Gathercole, S. E. (2013). Does working memory training lead to generalized improvements in children with low working memory? A randomized controlled trial. Developmental Science, 16(6), 915–925. doi:10.1111/desc.12068.PubMed Dunning, D. L., Holmes, J., & Gathercole, S. E. (2013). Does working memory training lead to generalized improvements in children with low working memory? A randomized controlled trial. Developmental Science, 16(6), 915–925. doi:10.​1111/​desc.​12068.PubMed
go back to reference Gathercole, S. E., Brown, L. H., & Pickering, S. J. (2003a). Working memory assessments at school entry as longitudinal predictors of National Curriculum attainment levels. Educational Psychology, 70, 177–194. Gathercole, S. E., Brown, L. H., & Pickering, S. J. (2003a). Working memory assessments at school entry as longitudinal predictors of National Curriculum attainment levels. Educational Psychology, 70, 177–194.
go back to reference Gathercole, S. E., Durling, E., Evans, M., Jeffcock, S., & Stone, S. (2008). Working memory abilities and children’s performance in laboratory analogues of classroom activities. Applied Cognitive Psychology, 22, 1019–1037.CrossRef Gathercole, S. E., Durling, E., Evans, M., Jeffcock, S., & Stone, S. (2008). Working memory abilities and children’s performance in laboratory analogues of classroom activities. Applied Cognitive Psychology, 22, 1019–1037.CrossRef
go back to reference Gathercole, S. E., & Pickering, S. J. (2003). Working memory deficits in children with low achievements in the national curriculum at 7 years of age. British Journal of Educational Psychology, 70, 177–194.CrossRef Gathercole, S. E., & Pickering, S. J. (2003). Working memory deficits in children with low achievements in the national curriculum at 7 years of age. British Journal of Educational Psychology, 70, 177–194.CrossRef
go back to reference Gathercole, S. E., Pickering, S. J., Knight, C., & Stegmann, Z. (2003b). Working memory skills and educational attainment: evidence from national curriculum assessments at 7 and 14 years of age. Applied Cognitive Psychology, 18, 1–16.CrossRef Gathercole, S. E., Pickering, S. J., Knight, C., & Stegmann, Z. (2003b). Working memory skills and educational attainment: evidence from national curriculum assessments at 7 and 14 years of age. Applied Cognitive Psychology, 18, 1–16.CrossRef
go back to reference Gray, S. A., Chaban, P., Martinussen, R., Goldberg, R., Gotlieb, H., Kronitz, R., et al. (2012). Effects of a computerized working memory training program on working memory, attention, and academics in adolescents with severe LD and comorbid ADHD: a randomized controlled trial. Journal of Child Psychology and Psychiatry and Allied Disciplines, 53(12), 1277–1284. doi:10.1111/j.1469-7610.2012.02592.x.CrossRef Gray, S. A., Chaban, P., Martinussen, R., Goldberg, R., Gotlieb, H., Kronitz, R., et al. (2012). Effects of a computerized working memory training program on working memory, attention, and academics in adolescents with severe LD and comorbid ADHD: a randomized controlled trial. Journal of Child Psychology and Psychiatry and Allied Disciplines, 53(12), 1277–1284. doi:10.​1111/​j.​1469-7610.​2012.​02592.​x.CrossRef
go back to reference Green, C. T., Long, D. L., Green, D., Iosif, A. M., Dixon, J. F., Miller, M. A., et al. (2012). Will working memory training generalize to improve off-task behavior in children with attention-deficit/hyperactivity disorder? Neurotherapeutics,. doi:10.1007/s13311-012-0124-y. Green, C. T., Long, D. L., Green, D., Iosif, A. M., Dixon, J. F., Miller, M. A., et al. (2012). Will working memory training generalize to improve off-task behavior in children with attention-deficit/hyperactivity disorder? Neurotherapeutics,. doi:10.​1007/​s13311-012-0124-y.
go back to reference Green, Strobach, & Schubert. (2014). On methodological standards in Training and Transfer effects. Psychological Research. Green, Strobach, & Schubert. (2014). On methodological standards in Training and Transfer effects. Psychological Research.
go back to reference Gross-Tsur, V., Manor, O., & Shalev, R. S. (1996). Developmental dyscalculia: prevalence and demographic features. Developmental Medicine and Child Neurology, 38(1), 25–33.PubMedCrossRef Gross-Tsur, V., Manor, O., & Shalev, R. S. (1996). Developmental dyscalculia: prevalence and demographic features. Developmental Medicine and Child Neurology, 38(1), 25–33.PubMedCrossRef
go back to reference Hattie, J. (2009). Visible learning. New York: Routledge. Hattie, J. (2009). Visible learning. New York: Routledge.
go back to reference Holmes, J., Gathercole, S. E., & Dunning, D. L. (2009a). Adaptive training leads to sustained enhancement of poor working memory in children. Developmental Science, 12(4), F9–F15.PubMedCrossRef Holmes, J., Gathercole, S. E., & Dunning, D. L. (2009a). Adaptive training leads to sustained enhancement of poor working memory in children. Developmental Science, 12(4), F9–F15.PubMedCrossRef
go back to reference Holmes, J., Gathercole, S. E., Place, M., Hilton, K. A., Dunning, D. L. (2009b). Working memory deficits can be overcome: impacts of training and medication on working memory in children with ADHD. Applied Cognitive Psychology, 12(4), 9–15. Holmes, J., Gathercole, S. E., Place, M., Hilton, K. A., Dunning, D. L. (2009b). Working memory deficits can be overcome: impacts of training and medication on working memory in children with ADHD. Applied Cognitive Psychology, 12(4), 9–15.
go back to reference Jaeggi, S. M., Buschkuehl, M., Jonides, J., & Perrig, W. J. (2008). Improving fluid intelligence with training on working memory. Proceedings of the National Academy of Sciences of the United States of America, 105(19), 6829–6833.PubMedCrossRefPubMedCentral Jaeggi, S. M., Buschkuehl, M., Jonides, J., & Perrig, W. J. (2008). Improving fluid intelligence with training on working memory. Proceedings of the National Academy of Sciences of the United States of America, 105(19), 6829–6833.PubMedCrossRefPubMedCentral
go back to reference Klingberg, T. (2010). Training and plasticity of working memory. Trends in Cognitive Sciences, 14(7), 317–324.PubMedCrossRef Klingberg, T. (2010). Training and plasticity of working memory. Trends in Cognitive Sciences, 14(7), 317–324.PubMedCrossRef
go back to reference Klingberg, T. (2012). Training of working memory and attention. In M. Posner (Ed.), Cognitive neuroscience of attention (pp. 475–486). New York: The Guilford Press. Klingberg, T. (2012). Training of working memory and attention. In M. Posner (Ed.), Cognitive neuroscience of attention (pp. 475–486). New York: The Guilford Press.
go back to reference Klingberg, T., Fernell, E., Olesen, P., Johnson, M., Gustafsson, P., Dahlstrîm, K., et al. (2005). Computerized training of working memory in children with ADHD—a randomized, controlled trial. Journal of the American Academy of Child and Adolescent Psychiatry, 44(2), 177–186.PubMedCrossRef Klingberg, T., Fernell, E., Olesen, P., Johnson, M., Gustafsson, P., Dahlstrîm, K., et al. (2005). Computerized training of working memory in children with ADHD—a randomized, controlled trial. Journal of the American Academy of Child and Adolescent Psychiatry, 44(2), 177–186.PubMedCrossRef
go back to reference Klingberg, T., Forssberg, H., & Westerberg, H. (2002). Increased brain activity in frontal and parietal cortex underlies the development of visuo-spatial working memory capacity during childhood. Journal of Cognitive Neuroscience, 14(1), 1–10.PubMedCrossRef Klingberg, T., Forssberg, H., & Westerberg, H. (2002). Increased brain activity in frontal and parietal cortex underlies the development of visuo-spatial working memory capacity during childhood. Journal of Cognitive Neuroscience, 14(1), 1–10.PubMedCrossRef
go back to reference Landerl, K., Fussenegger, B., Moll, K., & Willburger, E. (2009). Dyslexia and dyscalculia: two learning disorders with different cognitive profiles. Journal of Experimental Child Psychology, 103(3), 309–324.PubMedCrossRef Landerl, K., Fussenegger, B., Moll, K., & Willburger, E. (2009). Dyslexia and dyscalculia: two learning disorders with different cognitive profiles. Journal of Experimental Child Psychology, 103(3), 309–324.PubMedCrossRef
go back to reference Larsson, H., Anckarsater, H., Rastam, M., Chang, Z., & Lichtenstein, P. (2012). Childhood attention-deficit hyperactivity disorder as an extreme of a continuous trait: a quantitative genetic study of 8,500 twin pairs. Journal of Child Psychology and Psychiatry and Allied Disciplines, 53(1), 73–80. doi:10.1111/j.1469-7610.2011.02467.x.CrossRef Larsson, H., Anckarsater, H., Rastam, M., Chang, Z., & Lichtenstein, P. (2012). Childhood attention-deficit hyperactivity disorder as an extreme of a continuous trait: a quantitative genetic study of 8,500 twin pairs. Journal of Child Psychology and Psychiatry and Allied Disciplines, 53(1), 73–80. doi:10.​1111/​j.​1469-7610.​2011.​02467.​x.CrossRef
go back to reference OECD. (2010). The high cost of low educational performance: The long-run economic impact of improving educational outcomes. Paris: OECD.CrossRef OECD. (2010). The high cost of low educational performance: The long-run economic impact of improving educational outcomes. Paris: OECD.CrossRef
go back to reference Oken, B. S., Flegal, K., Zajdel, D., Kishiyama, S., Haas, M., & Peters, D. (2008). Expectancy effect: impact of pill administration on cognitive performance in healthy seniors. Journal of Clinical and Experimental Neuropsychology, 30(1), 7–17.PubMedCrossRef Oken, B. S., Flegal, K., Zajdel, D., Kishiyama, S., Haas, M., & Peters, D. (2008). Expectancy effect: impact of pill administration on cognitive performance in healthy seniors. Journal of Clinical and Experimental Neuropsychology, 30(1), 7–17.PubMedCrossRef
go back to reference Owen, A. M., Hampshire, A., Grahn, J. A., Stenton, R., Dajani, S., Burns, A. S., et al. (2010). Putting brain training to the test. Nature, 465, 775–778.PubMedCrossRefPubMedCentral Owen, A. M., Hampshire, A., Grahn, J. A., Stenton, R., Dajani, S., Burns, A. S., et al. (2010). Putting brain training to the test. Nature, 465, 775–778.PubMedCrossRefPubMedCentral
go back to reference Rockwood, K. (2004). Size of the treatment effect on cognition of cholinesterase inhibition in Alzheimer’s disease. Journal of Neurology, Neurosurgery and Psychiatry, 75, 677–685.PubMedCrossRefPubMedCentral Rockwood, K. (2004). Size of the treatment effect on cognition of cholinesterase inhibition in Alzheimer’s disease. Journal of Neurology, Neurosurgery and Psychiatry, 75, 677–685.PubMedCrossRefPubMedCentral
go back to reference Rotzer, S., Loenneker, T., Kucian, K., Martin, E., Klaver, P., & von, A. M. (2009). Dysfunctional neural network of spatial working memory contributes to developmental dyscalculia. Neuropsychologia, 47(13), 2859–2865.PubMedCrossRef Rotzer, S., Loenneker, T., Kucian, K., Martin, E., Klaver, P., & von, A. M. (2009). Dysfunctional neural network of spatial working memory contributes to developmental dyscalculia. Neuropsychologia, 47(13), 2859–2865.PubMedCrossRef
go back to reference Shalev, R. S. (2004). Developmental dyscalculia. Journal of Child Neurology, 19(10), 765–771.PubMed Shalev, R. S. (2004). Developmental dyscalculia. Journal of Child Neurology, 19(10), 765–771.PubMed
Metagegevens
Titel
Effect of working memory training on working memory, arithmetic and following instructions
Auteurs
Sissela Bergman-Nutley
Torkel Klingberg
Publicatiedatum
01-11-2014
Uitgeverij
Springer Berlin Heidelberg
Gepubliceerd in
Psychological Research / Uitgave 6/2014
Print ISSN: 0340-0727
Elektronisch ISSN: 1430-2772
DOI
https://doi.org/10.1007/s00426-014-0614-0

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