Racing dragons and remembering aliens: Benefits of playing number and working memory games on kindergartners' numerical knowledge
Abstract
Sources that contribute to variation in mathematical achievement include both numerical knowledge and general underlying cognitive processing abilities. The current study tested the benefits of tablet‐based training games that targeted each of these areas for improving the mathematical knowledge of kindergarten‐age children. We hypothesized that playing a number‐based game targeting numerical magnitude knowledge would improve children's broader numerical skills. We also hypothesized that the benefits of playing a working memory (WM) game would transfer to children's numerical knowledge given its important underlying role in mathematics achievement. Kindergarteners from diverse backgrounds ( n = 148; 52% girls; M age = 71.87 months) were randomly assigned to either play a number‐based game, a WM game, or a control game on a tablet for 10 sessions. Structural equation modeling was used to model children's learning gains in mathematics and WM across time. Overall, our results suggest that playing the number game improved kindergarten children's numerical knowledge at the latent level, and these improvements remained stable as assessed 1 month later. However, children in the WM group did not improve their numerical knowledge compared to children in the control condition. Playing both the number game and WM game improved children's WM at the latent level. Importantly, the WM group continued to improve their WM for at least a month after playing the games. The results demonstrate that computerized games that target both domain‐specific and domain‐general skills can benefit a broad range of kindergarten‐aged children.
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There is some evidence that such transfer effects are long-term.
“there is some evidence to suggest that such effects are long-term76,77.”
From Near transfer to an unrelated N-back task mediates the effect of N-back working memory training on matrix reasoning (2022) · cites this paper as [76]
Cites
The Number Sense: How the Mind Creates Mathematics.
Hersh, R., & Dehaene, S. (1998) · American Mathematical Monthly · doi:10.2307/2589308 · Cited by 2,599 · see citing works
Models of Working Memory: Mechanisms of Active Maintenance and Executive Control
Miyake, A., & Shah, P. (1999) · Cited by 2,404 · see citing works
Davidson, M. C., Amso, D., Anderson, L. C., & Diamond, A. (2006) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2006.02.006 · Cited by 2,226 · see citing works
Improving fluid intelligence with training on working memory
Jaeggi, S. M., Buschkuehl, M., Jonides, J., & Perrig, W. J. (2008) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0801268105 · Cited by 2,187 · see citing works
Self-citationLatent Variable Modeling of Differences and Changes with Longitudinal Data
McArdle, J. J. (2009) · Annual Review of Psychology · doi:10.1146/annurev.psych.60.110707.163612 · Cited by 1,952 · see citing works
Default Bayes factors for ANOVA designs
Rouder, J. N., Morey, R. D., Speckman, P. L., & Province, J. M. (2012) · Journal of Mathematical Psychology · doi:10.1016/j.jmp.2012.08.001 · Cited by 1,800 · see citing works
Bayesian inference for psychology. Part II: Example applications with JASP
Wagenmakers, E., Love, J., Marsman, M., Jamil, T., Ly, A., Verhagen, J., Selker, R., Gronau, Q. F., Dropmann, D., boutin, B., et al. (2017) · Psychonomic Bulletin & Review · doi:10.3758/s13423-017-1323-7 · Cited by 1,705 · see citing works
Human memory and the medial temporal region of the brain.
Corsi, P. M. (1972) · McGill University · doi:10.82308/6355 · Cited by 1,294 · see citing works
Best, J. R., Miller, P. H., & Naglieri, J. A. (2011) · Learning and Individual Differences · doi:10.1016/j.lindif.2011.01.007 · Cited by 1,294 · see citing works
Operational efficiency and the growth of short-term memory span
Case, R., Kurland, D. M., & Goldberg, J. S. (1982) · Journal of Experimental Child Psychology · doi:10.1016/0022-0965(82)90054-6 · Cited by 1,182 · see citing works
Development of Numerical Estimation in Young Children
Siegler, R. S., & Booth, J. L. (2004) · Child Development · doi:10.1111/j.1467-8624.2004.00684.x · Cited by 1,019 · see citing works
(1999) · Cambridge University Press eBooks · doi:10.1017/cbo9781139174909 · Cited by 912 · see citing works
Welsh, J. A., Nix, R. L., Blair, C., Bierman, K. L., & Nelson, K. E. (2010) · Journal of Educational Psychology · doi:10.1037/a0016738 · Cited by 775 · see citing works
Developmental and individual differences in pure numerical estimation.
Booth, J. L., & Siegler, R. S. (2006) · Developmental Psychology · doi:10.1037/0012-1649.41.6.189 · Cited by 733 · see citing works
An integrated theory of whole number and fractions development
Siegler, R. S., Thompson, C. A., & Schneider, M. (2011) · Cognitive Psychology · doi:10.1016/j.cogpsych.2011.03.001 · Cited by 709 · see citing works
Ramani, G. B., & Siegler, R. S. (2008) · Child Development · doi:10.1111/j.1467-8624.2007.01131.x · Cited by 708 · see citing works
Self-citationCragg, L., & Gilmore, C. K. (2014) · Trends in Neuroscience and Education · doi:10.1016/j.tine.2013.12.001 · Cited by 597 · see citing works
Geary, D., Hoard, M. K., Byrd-Craven, J., & Desoto, M. (2004) · Journal of Experimental Child Psychology · doi:10.1016/j.jecp.2004.03.002 · Cited by 594 · see citing works
Watts, T. W., Duncan, G. J., Siegler, R. S., & Davis-Kean, P. E. (2014) · Educational Researcher · doi:10.3102/0013189x14553660 · Cited by 587 · see citing works
Persistence and Fadeout in the Impacts of Child and Adolescent Interventions
Bailey, D. H., Duncan, G. J., Odgers, C. L., & Yu, W. (2016) · Journal of Research on Educational Effectiveness · doi:10.1080/19345747.2016.1232459 · Cited by 563 · see citing works
Peng, P., Namkung, J., Barnes, M., & Sun, C. (2016) · Journal of Educational Psychology · doi:10.1037/edu0000079 · Cited by 557 · see citing works
Executive Functioning and Mathematics Achievement
Bull, R., & Lee, K. (2014) · Child Development Perspectives · doi:10.1111/cdep.12059 · Cited by 552 · see citing works
Jacob, R., & Parkinson, J. (2015) · Review of Educational Research · doi:10.3102/0034654314561338 · Cited by 538 · see citing works
McArdle, J. J., & Hamagami, F. (2001) · American Psychological Association eBooks · doi:10.1037/10409-005 · Cited by 536 · see citing works
Jaeggi, S. M., Studer-Luethi, B., Buschkuehl, M., Su, Y.-F., Jonides, J., & Perrig, W. J. (2010) · Intelligence · doi:10.1016/j.intell.2010.09.001 · Cited by 509 · see citing works
Self-citationKrajewski, K., & Schneider, W. (2009) · Journal of Experimental Child Psychology · doi:10.1016/j.jecp.2009.03.009 · Cited by 493 · see citing works
Playing linear numerical board games promotes low‐income children's numerical development
Siegler, R. S., & Ramani, G. B. (2008) · Developmental Science · doi:10.1111/j.1467-7687.2008.00714.x · Cited by 440 · see citing works
Self-citationHow Important is Where you Start? Early Mathematics Knowledge and Later School Success
Claessens, A., & Engel, M. (2013) · Teachers College Record The Voice of Scholarship in Education · doi:10.1177/016146811311500603 · Cited by 415 · see citing works
Blair, C., & Raver, C. C. (2014) · PLoS ONE · doi:10.1371/journal.pone.0112393 · Cited by 391 · see citing works
Working memory and executive functions: effects of training on academic achievement
Titz, C., & Karbach, J. (2014) · Psychological Research · doi:10.1007/s00426-013-0537-1 · Cited by 388 · see citing works
Working memory training improves reading processes in typically developing children.
Loosli, S. V., Buschkuehl, M., Perrig, W. J., & Jaeggi, S. M. (2012) · Child Neuropsychology · doi:10.1080/09297049.2011.575772 · Cited by 365 · see citing works
Does Working Memory Training Transfer? A Meta-Analysis Including Training Conditions as Moderators
Schwaighofer, M., Fischer, F., & Bühner, M. (2015) · Educational Psychologist · doi:10.1080/00461520.2015.1036274 · Cited by 332 · see citing works
Clements, D. H., Sarama, J. H., Spitler, M. E., Lange, A. A., & Wolfe, C. B. (2011) · Journal for Research in Mathematics Education · doi:10.5951/jresematheduc.42.2.0127 · Cited by 325 · see citing works
Laski, E. V., & Siegler, R. S. (2007) · Child Development · doi:10.1111/j.1467-8624.2007.01087.x · Cited by 317 · see citing works
Early Foundations for Mathematics Learning and Their Relations to Learning Disabilities
Geary, D. C. (2013) · Current Directions in Psychological Science · doi:10.1177/0963721412469398 · Cited by 309 · see citing works
Adolescents’ Functional Numeracy Is Predicted by Their School Entry Number System Knowledge
Geary, D. C., Hoard, M. K., Nugent, L. D., & Bailey, D. H. (2013) · PLoS ONE · doi:10.1371/journal.pone.0054651 · Cited by 305 · see citing works
Numerical estimation in preschoolers.
Berteletti, I., Lucangeli, D., Manuela Piazza, A., Dehaene, S., & Zorzi, M. (2010) · Developmental Psychology · doi:10.1037/a0017887 · Cited by 275 · see citing works
Association between basic numerical abilities and mathematics achievement
Sasanguie, D., Smedt, B. D., Defever, E., & Reynvoet, B. (2011) · British Journal of Developmental Psychology · doi:10.1111/j.2044-835x.2011.02048.x · Cited by 258 · see citing works
Jarvis, H. L., & Gathercole, S. E. (2003) · Educational and Child Psychology · doi:10.53841/bpsecp.2003.20.3.123 · Cited by 246 · see citing works
Improving Methodological Standards in Behavioral Interventions for Cognitive Enhancement
Green, C. S., Bavelier, D., Kramer, A. F., Vinogradov, S., Ulrich Ansorge, A., Ball, K., Bingel, U., Chein, J. M., Colzato, L. S., Edwards, J. D., et al. (2019) · Journal of Cognitive Enhancement · doi:10.1007/s41465-018-0115-y · Cited by 236 · see citing works
Self-citationTaking working memory training from the laboratory into schools
Holmes, J., & Gathercole, S. E. (2013) · Educational Psychology · doi:10.1080/01443410.2013.797338 · Cited by 234 · see citing works
Magnitude knowledge: the common core of numerical development
Siegler, R. S. (2016) · Developmental Science · doi:10.1111/desc.12395 · Cited by 221 · see citing works
van Aar, J., Leijten, P. H. O., de Castro, B. O., & Overbeek, G. J. (2016) · Clinical Psychology Review · doi:10.1016/j.cpr.2016.11.006 · Cited by 209 · see citing works
Wilson, A. J., Dehaene, S., Dubois, O., & Fayol, M. (2009) · Mind Brain and Education · doi:10.1111/j.1751-228x.2009.01075.x · Cited by 200 · see citing works
van der Molen, M. J., Luit, J. E. H. V., van der Molen, M. J., Klugkist, I., & Jongmans, M. J. (2010) · Journal of Intellectual Disability Research · doi:10.1111/j.1365-2788.2010.01285.x · Cited by 186 · see citing works
Working memory abilities and children's performance in laboratory analogues of classroom activities
Gathercole, S. E., Durling, E., Evans, M. K., Jeffcock, S., & Stone, S. (2007) · Applied Cognitive Psychology · doi:10.1002/acp.1407 · Cited by 166 · see citing works
Sustained and “Sleeper” Effects of Group Metacognitive Training for Schizophrenia
Moritz, S., Veckenstedt, R., Andreou, C., Bohn, F., Hottenrott, B., Leighton, L., Köther, U., Woodward, T. S., Treszl, A., Menon, M., et al. (2014) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2014.1038 · Cited by 165 · see citing works
Counting on working memory when learning to count and to add: a preschool study.
Noël, M.-P. (2009) · Developmental Psychology · doi:10.1037/a0016224 · Cited by 151 · see citing works
Learning from number board games: You learn what you encode.
Laski, E. V., & Siegler, R. S. (2013) · Developmental Psychology · doi:10.1037/a0034321 · Cited by 150 · see citing works
Katz, B., Jaeggi, S., Buschkuehl, M., Stegman, A., & Shah, P. (2014) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2014.00242 · Cited by 142 · see citing works
Self-citationTraining working memory in kindergarten children: Effects on working memory and early numeracy
Kroesbergen, E. H., Noordende, J. E. V. '., & Kolkman, M. E. (2012) · Child Neuropsychology · doi:10.1080/09297049.2012.736483 · Cited by 131 · see citing works
eCorsi: implementation and testing of the Corsi block-tapping task for digital tablets
Brunetti, R., Gatto, C. D., & Delogu, F. (2014) · Frontiers in Psychology · doi:10.3389/fpsyg.2014.00939 · Cited by 125 · see citing works
Effect of working memory training on working memory, arithmetic and following instructions
Nutley, S. B., & Klingberg, T. (2014) · Psychological Research · doi:10.1007/s00426-014-0614-0 · Cited by 120 · see citing works
The role of executive functions in numerical magnitude skills
Kolkman, M. E., Hoijtink, H. J. A., Kroesbergen, E. H., & Leseman, P. P. M. (2013) · Learning and Individual Differences · doi:10.1016/j.lindif.2013.01.004 · Cited by 101 · see citing works
State and Trait Effects on Individual Differences in Children’s Mathematical Development
Bailey, D. H., Watts, T. W., Littlefield, A. K., & Geary, D. C. (2014) · Psychological Science · doi:10.1177/0956797614547539 · Cited by 98 · see citing works
Sella, F., Tressoldi, P. E., Lucangeli, D., & Zorzi, M. (2016) · Trends in Neuroscience and Education · doi:10.1016/j.tine.2016.02.002 · Cited by 96 · see citing works
Dahlin, K. I. E. (2013) · Journal of Education and Learning · doi:10.5539/jel.v2n1p118 · Cited by 77 · see citing works
Mohammed, S., Flores, L., Deveau, J., Hoffing, R. C., Phung, C., Parlett, C., Sheehan, E., Lee, D. M., Au, J., Buschkuehl, M., et al. (2017) · Journal of Cognitive Enhancement · doi:10.1007/s41465-017-0047-y · Cited by 67 · see citing works
Self-citationZhang, Q., Wang, C., Zhao, Q., Yang, L., Buschkuehl, M., & Jaeggi, S. M. (2019) · Developmental Science · doi:10.1111/desc.12748 · Cited by 61 · see citing works
Self-citationDomain-specific and domain-general training to improve kindergarten children’s mathematics
Ramani, G. B., Jaeggi, S. M., Daubert, E. N., & Buschkuehl, M. (2017) · Journal of Numerical Cognition · doi:10.5964/jnc.v3i2.31 · Cited by 59 · see citing works
Self-citationCan interactive working memory training improving learning
Alloway, T. P. (2012) · The Journal of Interactive Learning Research · Cited by 56 · see citing works
Scalise, N. R., Daubert, E. N., & Ramani, G. B. (2018) · Journal of Numerical Cognition · doi:10.5964/jnc.v3i3.72 · Cited by 51 · see citing works
Self-citationVisual working memory and number sense: Testing the double deficit hypothesis in mathematics
Toll, S. W. M., Kroesbergen, E. H., & Luit, J. E. H. V. (2016) · British Journal of Educational Psychology · doi:10.1111/bjep.12116 · Cited by 50 · see citing works
The number sense: How the mind creates mathematics, Rev. and updated ed.
Dehaene, S. (2011) · Cited by 47 · see citing works
Narrowing the achievement gap in low-achieving children by targeted executive function training
Wang, C., Jaeggi, S. M., Yang, L., Zhang, T., He, X., Buschkuehl, M., & Zhang, Q. (2019) · Journal of Applied Developmental Psychology · doi:10.1016/j.appdev.2019.06.002 · Cited by 39 · see citing works
Self-citationAdvances in Methods for Assessing Longitudinal Change
Grimm, K. J., Mazza, G. L., & Mazzocco, M. M. M. (2016) · Educational Psychologist · doi:10.1080/00461520.2016.1208569 · Cited by 30 · see citing works
Kroesbergen, E. H., Noordende, J. E. V. '., & Kolkman, M. E. (2012) · Springer eBooks · doi:10.1007/978-94-007-4086-0_16 · Cited by 19 · see citing works
Navarrete-Ulloa, J. A., Gomez, D. M., & Dartnell, P. (2018) · Contemporary Educational Psychology · doi:10.1016/j.cedpsych.2018.06.006 · Cited by 14 · see citing works
Hartlage, L. C. (1984) · Journal of Learning Disabilities · doi:10.1177/002221948401701001 · Cited by 12 · see citing works
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- Authors
- Ramani, G. B., Daubert, E. N., Lin, G. C., Kamarsu, S., Wodzinski, A., & Jaeggi, S. M.
- Affiliations
- University of Maryland, College Park (US)
- University of California, Irvine (US)
- Corresponding author
- Ramani, Geetha B.
- Jaeggi, Susanne M.
- ORCID
- Venue
- Developmental Science
- Publisher
- Wiley
- Published
- 2019-10-21
- Volume
- 23
- Issue
- 4
- Pages
- e12908-e12908
- ISSN
- 1363-755X (ISSN-L)
- 1467-7687
- OpenAlex
- W2978681674
- Cited by
- 48
- References
- 69
- Citations by year
- 2026: 6 · 2025: 8 · 2024: 4 · 2023: 13 · 2022: 7 · 2021: 6 · 2020: 4
- FWCI
- 3.31
- Type
- journal article
- Language
- en
- Open access
- closed
- Licence
- Locations
- Developmental Science (publishedVersion)
- PubMed (publishedVersion)
- Funders
- National Science Foundation (1561447, 1561404)
- Topics
- Physical Sciences › Mathematics › Statistics and Probability › Cognitive and developmental aspects of mathematical skills
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Cognitive Abilities and Testing
- Social Sciences › Psychology › Neuropsychology and Physiological Psychology › Developmental and Educational Neuropsychology
- Keywords
- numerical knowledge, working memory, game-based learning, tablet-based training, kindergarten children, number magnitude, mathematics achievement, domain-specific skills, domain-general skills, game-based intervention, transfer of learning
- MeSH terms
- Achievement, Child, Preschool, Female, Humans, Learning, Male, Mathematics, Memory, Short-Term, Mental Recall, Schools, Video Games
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