Does working memory training work? The promise and challenges of enhancing cognition by training working memory
Open accessAbstract
A growing body of literature shows that one's working memory (WM) capacity can be expanded through targeted training. Given the established relationship between WM and higher cognition, these successful training studies have led to speculation that WM training may yield broad cognitive benefits. This review considers the current state of the emerging WM training literature, and details both its successes and limitations. We identify two distinct approaches to WM training, strategy training and core training, and highlight both the theoretical and practical motivations that guide each approach. Training-related increases in WM capacity have been successfully demonstrated across a wide range of subject populations, but different training techniques seem to produce differential impacts upon the broader landscape of cognitive abilities. In particular, core WM training studies seem to produce more far-reaching transfer effects, likely because they target domain-general mechanisms of WM. The results of individual studies encourage optimism regarding the value of WM training as a tool for general cognitive enhancement. However, we discuss several limitations that should be addressed before the field endorses the value of this approach.
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WM training transfer to untrained tasks is limited.
“The limited transfer of WM training to untrained tasks has long constrained its applications (Morrison & Chein, 2011; Zhao et al., 2022).”
From The asymmetry of working memory training transfer: A systematic review and meta-analysis (2026) · cites this paper as Morrison & Chein, 2011
The ‘Lack of consistency in experimental methods and findings’ section reports both successful and failed transfer to untrained cognitive-control and fluid-intelligence tasks, supporting the view that transfer is limited or uncertain. The paper does not establish the broader historical claim that limited transfer has long constrained WM training’s applications; it also reports some successful transfer. (LLM, conf=0.82)
Experimental — accuracy not yet measuredAt the behavioral level, transfer effects could be expected in potentially related cognitive functions and lead to enhanced performance in a variety of tasks that, although untrained, share the same cognitive mechanism as the targeted trained processes.
“Similarly, at the behavioral level, transfer effects could be expected in potentially related cognitive functions, and lead to enhanced performance in a variety tasks that, although untrained, share the same cognitive mechanism than the targeted trained processes (Morrison and Chein, 2011).”
From Training on Working Memory and Inhibitory Control in Young Adults (2016) · cites this paper as Morrison and Chein, 2011
Current training studies range from 2 to 14 weeks.
“Second, the present training schedule covered 2 weeks, which is in the lower end of the range of the current training studies (from 2 to 14 weeks; Morrison and Chein, 2011).”
From Training on Working Memory and Inhibitory Control in Young Adults (2016) · cites this paper as Morrison and Chein, 2011
Many studies that reported near and far transfer effects are called into question due to small sample sizes and problematic control procedures.
“Although other studies have reported near and far transfer effects, many are called into question due to small sample sizes and problematic control procedures (for thorough discussion see [53–55]).”
From Dual N-back working memory training in healthy adults: A randomized comparison to processing speed training. (2016) · cites this paper as [54]
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Cites
1 retracted
Persson, J., & Reuter‐Lorenz, P. A. (2008) · Psychological Science · doi:10.1111/j.1467-9280.2008.02172.x · Cited by 100 · see citing works
RetractedThe magical number seven, plus or minus two: Some limits on our capacity for processing information.
Miller, G. A. (1956) · Psychological Review · doi:10.1037/h0043158 · Cited by 17,812 · see citing works
The magical number seven, plus or minus two: Some limits on our capacity for processing information.
Miller, G. A. (1994) · Psychological Review · doi:10.1037/0033-295x.101.2.343 · Cited by 17,469 · see citing works
The episodic buffer: a new component of working memory?
Baddeley, A. (2000) · Trends in Cognitive Sciences · doi:10.1016/s1364-6613(00)01538-2 · Cited by 7,359 · cited 1× · see citing works
“Although originally considered a dedicated temporary memory store (Baddeley & Hitch, 1974), many recent findings point to the involvement of both short-term and long-term memory (LTM) mechanisms in the performance of many WM tasks (Baddeley, 2000; Unsworth & Engle, 2007).”
BackgroundThe magical number 4 in short-term memory: A reconsideration of mental storage capacity
Cowan, N. (2001) · Behavioral and Brain Sciences · doi:10.1017/s0140525x01003922 · Cited by 6,779 · see citing works
Individual differences in working memory and reading
Daneman, M., & Carpenter, P. A. (1980) · Journal of Verbal Learning and Verbal Behavior · doi:10.1016/s0022-5371(80)90312-6 · Cited by 6,336 · see citing works
The Psychology of Learning and Motivation: Advances in Research and Theory
(2010) · The Psychology of learning and motivation/The psychology of learning and motivation · doi:10.1016/c2009-0-62209-1 · Cited by 6,035 · see citing works
Working memory, short-term memory, and general fluid intelligence: A latent-variable approach.
Engle, R. W., Tuholski, S. W., Laughlin, J. E., & Conway, A. R. A. (1999) · Journal of Experimental Psychology: General · doi:10.1037/0096-3445.128.3.309 · Cited by 3,078 · see citing works
Working memory and language: an overview
Baddeley, A. (2003) · Journal of Communication Disorders · doi:10.1016/s0021-9924(03)00019-4 · Cited by 2,346 · 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
Computerized training of working memory in children with ADHD – a randomized, controlled trial
Klingberg, T., Fernell, E., Olesen, P. J., Johnson, M., Gustafsson, P., Dahlström, K., Gillberg, C. G., Forssberg, H., & Westerberg, H. (2005) · Journal of the American Academy of Child & Adolescent Psychiatry · doi:10.1097/00004583-200502000-00010 · Cited by 1,949 · cited 8× · see citing works
“One example of this approach, Cogmed (e.g., Holmes, Gathercole, & Dunning, 2009; Klingberg et al., 2005), comprises a large battery of WM tasks including backward digit span, location memory, tracking of moving visual objects, and several other tasks.”
BackgroundMethodInfluentialNeuroimaging studies of working memory:
Wager, T. D., & Smith, E. E. (2003) · Cognitive, Affective, & Behavioral Neuroscience · doi:10.3758/cabn.3.4.255 · Cited by 1,889 · see citing works
Kane, M. J., Hambrick, D. Z., Tuholski, S. W., Wilhelm, O., Payne, T. W., & Engle, R. W. (2004) · Journal of Experimental Psychology: General · doi:10.1037/0096-3445.133.2.189 · Cited by 1,679 · see citing works
Attention and memory: an integrated framework
(1995) · Choice Reviews Online · doi:10.5860/choice.33-2415 · Cited by 1,652 · see citing works
Training and plasticity of working memory
Klingberg, T. (2010) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2010.05.002 · Cited by 1,585 · see citing works
Increased prefrontal and parietal activity after training of working memory
Olesen, P. J., Westerberg, H., & Klingberg, T. (2004) · Nature Neuroscience · doi:10.1038/nn1165 · Cited by 1,317 · see citing works
Unsworth, N., & Engle, R. W. (2007) · Psychological Review · doi:10.1037/0033-295x.114.1.104 · Cited by 1,307 · see citing works
Training of Working Memory in Children With ADHD
Klingberg, T., Forssberg, H., & Westerberg, H. (2002) · Journal of Clinical and Experimental Neuropsychology · doi:10.1076/jcen.24.6.781.8395 · Cited by 1,225 · cited 6× · see citing works
“As mentioned earlier, there is evidence that core training can reduce the symptoms of ADHD (Klingberg et al., 2002, 2005).”
InfluentialOn the capacity of attention: Its estimation and its role in working memory and cognitive aptitudes
Cowan, N., Elliott, E. M., Scott Saults, J., Morey, C. C., Mattox, S., Hismjatullina, A., & Conway, A. R. A. (2005) · Cognitive Psychology · doi:10.1016/j.cogpsych.2004.12.001 · Cited by 1,144 · see citing works
Putting brain training to the test
Owen, A. M., Hampshire, A., Grahn, J. A., Stenton, R., Dajani, S., Burns, A. S., Howard, R. J., & Ballard, C. G. (2010) · Nature · doi:10.1038/nature09042 · Cited by 1,056 · see citing works
Training and transfer effects of executive functions in preschool children
Thorell, L. B., Lindqvist, S., Bergman Nutley, S., Bohlin, G., & Klingberg, T. (2009) · Developmental Science · doi:10.1111/j.1467-7687.2008.00745.x · Cited by 1,041 · see citing works
Adaptive training leads to sustained enhancement of poor working memory in children
Holmes, J., Gathercole, S. E., & Dunning, D. L. (2009) · Developmental Science · doi:10.1111/j.1467-7687.2009.00848.x · Cited by 961 · see citing works
Transfer of Learning After Updating Training Mediated by the Striatum
Dahlin, E., Neely, A. S., Larsson, A., Bäckman, L., & Nyberg, L. (2008) · Science · doi:10.1126/science.1155466 · Cited by 892 · see citing works
Human Functional Neuroimaging of Brain Changes Associated with Practice
Kelly, A. M. C., & Garavan, H. (2005) · Cerebral Cortex · doi:10.1093/cercor/bhi005 · Cited by 752 · see citing works
Mahncke, H. W., Connor, B., Appelman, J., Ahsanuddin, O. N., Hardy, J. L., Wood, R. A., Joyce, N. M., Boniske, T., Atkins, S. M., & Merzenich, M. M. (2006) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0605194103 · Cited by 679 · see citing works
Exercising your brain: A review of human brain plasticity and training-induced learning.
Green, C. S., & Bavelier, D. (2008) · Psychology and Aging · doi:10.1037/a0014345 · Cited by 660 · see citing works
Spontaneous verbal rehearsal in a memory task as a function of age
Flavell, J. H., Beach, D. R., & Chinsky, J. M. (1966) · Child Development · doi:10.2307/1126804 · Cited by 622 · see citing works
Schmiedek (2010) · Frontiers in Aging Neuroscience · doi:10.3389/fnagi.2010.00027 · Cited by 607 · see citing works
Dissociating working memory from task difficulty in human prefrontal cortex
Barch, D. M., Braver, T. S., Nystrom, L. E., Forman, S. D., Noll, D. C., & Cohen, J. D. (1997) · Neuropsychologia · doi:10.1016/s0028-3932(97)00072-9 · Cited by 588 · see citing works
Frontiers in Aging Neuroscience
(2018) · Frontiers in Aging Neuroscience · doi:10.3389/fnagi · Cited by 569 · see citing works
Changes in cortical dopamine D1 receptor binding associated with cognitive training
McNab, F., Varrone, A., Farde, L., Jucaite, A., Bystritsky, P., Forssberg, H., & Klingberg, T. (2009) · Science · doi:10.1126/science.1166102 · Cited by 545 · see citing works
Attention training and attention state training
Tang, Y., & Posner, M. I. (2009) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2009.01.009 · Cited by 542 · see citing works
Training of Working Memory Impacts Structural Connectivity
Takeuchi, H., Sekiguchi, A., Taki, Y., Yokoyama, S., Yomogida, Y., Komuro, N., Yamanouchi, T., Suzuki, S., & Kawashima, R. (2010) · The Journal of Neuroscience · doi:10.1523/jneurosci.4611-09.2010 · Cited by 531 · see citing works
Counting on working memory in arithmetic problem solving
Logie, R. H., Gilhooly, K. J., & Wynn, V. (1994) · Memory & Cognition · doi:10.3758/bf03200866 · Cited by 470 · see citing works
Remembering Over the Short-Term: The Case Against the Standard Model
Nairne, J. S. (2002) · Annual Review of Psychology · doi:10.1146/annurev.psych.53.100901.135131 · Cited by 460 · see citing works
Dahlin, E., Nyberg, L., Bäckman, L., & Neely, A. S. (2008) · Psychology and Aging · doi:10.1037/a0014296 · Cited by 457 · see citing works
Chein, J. M., & Schneider, W. (2005) · Cognitive Brain Research · doi:10.1016/j.cogbrainres.2005.08.013 · Cited by 446 · see citing works
Self-citationThe effects of neurocognitive remediation on executive processing in patients with schizophrenia.
Wykes, T., Reeder, C., Corner, J., Williams, C., & Everitt, B. S. (1999) · Schizophrenia bulletin · doi:10.1093/oxfordjournals.schbul.a033379 · Cited by 444 · see citing works
Computerized working memory training after stroke–A pilot study
Westerberg, H., Jacobaeus, H., Hirvikoski, T., Clevberger, P., Östensson, M.-L., Bartfai, A., & Klingberg, T. (2007) · Brain Injury · doi:10.1080/02699050601148726 · Cited by 439 · see citing works
Davelaar, E. J., Goshen‐Gottstein, Y., Ashkenazi, A., Haarmann, H. J., & Usher, M. (2005) · Psychological Review · doi:10.1037/0033-295x.112.1.3 · Cited by 418 · see citing works
Holmes, J., Gathercole, S. E., Place, M., Dunning, D. L., Hilton, K. A., & Elliott, J. G. (2010) · Applied Cognitive Psychology · doi:10.1002/acp.1589 · Cited by 370 · see citing works
Working memory plasticity in old age: practice gain, transfer, and maintenance
Li, S.-C., Schmiedek, F., Huxhold, O., Röcke, C., Smith, J., & Lindenberger, U. (2008) · Psychology and Aging · doi:10.1037/a0014343 · Cited by 369 · see citing works
Chein, J. M., & Morrison, A. B. (2010) · Psychonomic Bulletin & Review · doi:10.3758/pbr.17.2.193 · Cited by 362 · see citing works
Self-citationDevelopment of a superior frontal–intraparietal network for visuo-spatial working memory
Klingberg, T. (2006) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2005.11.019 · Cited by 351 · see citing works
Individual differences in working memory
Jarrold, C., & Towse, J. N. (2005) · Neuroscience · doi:10.1016/j.neuroscience.2005.07.002 · Cited by 320 · see citing works
Bherer, L., Kramer, A. F., Peterson, M. S., Colcombe, S., Erickson, K., & Becic, E. (2005) · Psychology and Aging · doi:10.1037/0882-7974.20.4.695 · Cited by 312 · see citing works
Dux, P. E., Tombu, M. N., Harrison, S. A., Rogers, B. P., Tong, F., & Marois, R. (2009) · Neuron · doi:10.1016/j.neuron.2009.06.005 · Cited by 306 · see citing works
Impact of working memory training on memory performance in old-old adults.
Buschkuehl, M., Jaeggi, S. M., Hutchison, S., Perrig‐Chiello, P., Däpp, C., Müller, M., Breil, F., Hoppeler, H. H., & Perrig, W. J. (2008) · Psychology and Aging · doi:10.1037/a0014342 · Cited by 306 · see citing works
Working memory capacity and strategy use
McNamara, D. S., & Scott, J. L. (2001) · Memory & Cognition · doi:10.3758/bf03195736 · Cited by 296 · see citing works
Strategy training and working memory task performance
Turley-Ames, K. (2003) · Journal of Memory and Language · doi:10.1016/s0749-596x(03)00095-0 · Cited by 289 · see citing works
Changes in cortical activity after training of working memory — a single-subject analysis
Westerberg, H., & Klingberg, T. (2007) · Physiology & Behavior · doi:10.1016/j.physbeh.2007.05.041 · Cited by 259 · see citing works
Bherer, L., Kramer, A. F., Peterson, M. S., Colcombe, S. J., Erickson, K. I., & Becic, E. (2008) · Experimental Aging Research · doi:10.1080/03610730802070068 · Cited by 250 · see citing works
The Psychology of Learning and Motivation: Advances in Research and Theory: Vol 41
Conway, M., Whitecross, S., Pleydell-Pearce, C. W., & Sharpe, H. (2002) · Academic Press eBooks · Cited by 223 · see citing works
Dopamine modulation in the basal ganglia locks the gate to working memory
Gruber, A. J., Dayan, P., Gutkin, B. S., & Solla, S. A. (2006) · Journal of Computational Neuroscience · doi:10.1007/s10827-005-5705-x · Cited by 189 · see citing works
Improving children's working memory and classroom performance
Clair‐Thompson, H. S., Stevens, R. F., Hunt, A., & Bolder, E. (2010) · Educational Psychology · doi:10.1080/01443410903509259 · Cited by 186 · see citing works
Keizer, A. W., Verment, R. S., & Hommel, B. (2009) · NeuroImage · doi:10.1016/j.neuroimage.2009.11.023 · Cited by 180 · see citing works
Plasticity of cortical activation related to working memory during training
Hempel, A., Giesel, F. L., Garcia Caraballo, N. M., Amann, M., Meyer, H., Wüstenberg, T., Essig, M., & Schröder, J. (2004) · American Journal of Psychiatry · doi:10.1176/appi.ajp.161.4.745 · Cited by 177 · see citing works
A functional MRI study of the influence of practice on component processes of working memory
Landau, S. M., Schumacher, E. H., Garavan, H., Druzgal, T. J., & D’Esposito, M. (2004) · NeuroImage · doi:10.1016/j.neuroimage.2004.01.003 · Cited by 152 · see citing works
What makes working memory spans so predictive of high-level cognition?
Lépine, R., Parrouillet, P., & Camos, V. (2005) · Psychonomic Bulletin & Review · doi:10.3758/bf03196363 · Cited by 149 · see citing works
How does practice makes perfect?
Jonides, J. (2004) · Nature Neuroscience · doi:10.1038/nn0104-10 · Cited by 140 · see citing works
Vogt, A., Kappos, L., Calabrese, P., Stöcklin, M., Gschwind, L., Opwis, K., & Penner, I. (2009) · Restorative Neurology and Neuroscience · doi:10.3233/rnn-2009-0473 · Cited by 134 · see citing works
Does Strategic Memory Training Improve the Working Memory Performance of Younger and Older Adults?
Carretti, B., Borella, E., & De Beni, R. (2007) · Experimental Psychology · doi:10.1027/1618-3169.54.4.311 · Cited by 127 · see citing works
Loomes, C., Rasmussen, C., Pei, J. R., Manji, S., & Andrew, G. (2007) · Research in Developmental Disabilities · doi:10.1016/j.ridd.2007.01.001 · Cited by 126 · see citing works
Aging and everyday memory: the beneficial effect of memory training
Cavallini, E., Pagnin, A., & Vecchi, T. (2003) · Archives of Gerontology and Geriatrics · doi:10.1016/s0167-4943(03)00063-3 · Cited by 126 · see citing works
Verhaeghen, P., Cerella, J., & Basak, C. (2004) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/0278-7393.30.6.1322 · Cited by 124 · see citing works
Implications of short-term retest effects for the interpretation of longitudinal change.
Salthouse, T. A., & Tucker–Drob, E. M. (2008) · Neuropsychology · doi:10.1037/a0013091 · Cited by 118 · see citing works
Mezzacappa, E., & Buckner, J. C. (2010) · School Mental Health · doi:10.1007/s12310-010-9030-9 · Cited by 107 · see citing works
Improving memory span in children with Down syndrome
Conners, F. A., Rosenquist, C. J., Arnett, L., Moore, M. S., & Hume, L. E. (2007) · Journal of Intellectual Disability Research · doi:10.1111/j.1365-2788.2007.01015.x · Cited by 106 · see citing works
Can intelligence be increased by training on a task of working memory?
Moody, D. E. (2009) · Intelligence · doi:10.1016/j.intell.2009.04.005 · Cited by 104 · see citing works
Training of the executive component of working memory: Subcortical areas mediate transfer effects
Dahlin, E., Bäckman, L., Neely, A. S., & Nyberg, L. H. (2009) · Restorative Neurology and Neuroscience · doi:10.3233/rnn-2009-0492 · Cited by 95 · see citing works
Working memory in Down syndrome: Training the rehearsal strategy
Comblain, A. (1994) · Down Syndrome Research and Practice · doi:10.3104/reports.42 · Cited by 91 · see citing works
Visual short-term memory is not improved by training
Olson, I. R., & Jiang, Y. V. (2004) · Memory & Cognition · doi:10.3758/bf03206323 · Cited by 80 · see citing works
Working memory plasticity modulated by dopamine transporter genotype
Brehmer, Y., Westerberg, H., Bellander, M., Fürth, D., Karlsson, S., & Bäckman, L. (2009) · Neuroscience Letters · doi:10.1016/j.neulet.2009.10.018 · Cited by 76 · see citing works
Legendre, P. (2002) · Revue française d administration publique · doi:10.3917/rfap.102.0223 · Cited by 69 · see citing works
Perrig, W. J., Hollenstein, M., & Oelhafen, S. (2009) · Journal of Cognitive Education and Psychology · doi:10.1891/1945-8959.8.2.148 · Cited by 46 · see citing works
Cognitive Ability: Does Working Memory Training Enhance Intelligence?
Conway, A. R. A., & Getz, S. J. (2010) · Current Biology · doi:10.1016/j.cub.2010.03.001 · Cited by 42 · see citing works
Production Deficiency of Nonverbal Mediators in Young Children
Corsini, D. A., Pick, A. D., & Flavell, J. H. (1968) · Child Development · doi:10.2307/1127357 · Cited by 40 · see citing works
Neuroscientific Evidence About the Distinction Between Short- and Long-Term Memory
Nee, D. E., Berman, M. G., Moore, K. S., & Jonides, J. J. (2008) · Current Directions in Psychological Science · doi:10.1111/j.1467-8721.2008.00557.x · Cited by 37 · see citing works
Ericsson, K. A., & Chase, W. G. (1983) · PubMed · Cited by 20 · see citing works
Ford, C. E., Pelham, W. E., & Ross, A. O. (1984) · Research on Child and Adolescent Psychopathology · doi:10.1007/bf00913465 · Cited by 16 · see citing works
“Rehearsing” according to artificially generated rehearsal patterns: An analysis of active rehearsal
Ornstein, P. A., & Naus, M. J. (1983) · Bulletin of the Psychonomic Society · doi:10.3758/bf03329997 · Cited by 7 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Diamond, A. (2013) · Annual Review of Psychology · doi:10.1146/annurev-psych-113011-143750 · Cited by 13,268 · see citing works
Executive functions and self-regulation
Hofmann, W., Schmeichel, B. J., & Baddeley, A. D. (2012) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2012.01.006 · Cited by 1,965 · see citing works
Is working memory training effective? A meta-analytic review
Melby-Lervåg, M., & Hulme, C. (2013) · Developmental Psychology · doi:10.1037/a0028228 · Cited by 1,782 · see citing works
Melby-Lervåg, M., Redick, T. S., & Hulme, C. (2016) · Perspectives on Psychological Science · doi:10.1177/1745691616635612 · Cited by 910 · see citing works
Activities and Programs That Improve Children’s Executive Functions
Diamond, A. (2012) · Current Directions in Psychological Science · doi:10.1177/0963721412453722 · Cited by 750 · see citing works
A meta-analysis on the relation between reading and working memory
Peng, P., Barnes, M., Wang, C., Wang, W., Li, S., Swanson, H. L., Dardick, W., & Tao, S. (2018) · Psychological Bulletin · doi:10.1037/bul0000124 · Cited by 521 · see citing works
Rapport, M. D., Orban, S. A., Kofler, M. J., & Friedman, L. M. (2013) · Clinical Psychology Review · doi:10.1016/j.cpr.2013.08.005 · Cited by 517 · see citing works
Working-memory training in younger and older adults: training gains, transfer, and maintenance
Brehmer, Y., Westerberg, H., & Bäckman, L. (2012) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2012.00063 · Cited by 460 · see citing works
The role of individual differences in cognitive training and transfer
Jaeggi, S. M., Buschkuehl, M., Shah, P., & Jonides, J. (2014) · Memory & Cognition · doi:10.3758/s13421-013-0364-z · Cited by 432 · see citing works
Working memory training revisited: A multi-level meta-analysis of n-back training studies
Soveri, A., Antfolk, J., Karlsson, L., Salo, B., & Laine, M. (2017) · Psychonomic Bulletin & Review · doi:10.3758/s13423-016-1217-0 · Cited by 350 · see citing works
“…no-contact control group, failing to randomly assign participants to groups, or using only a single task to measure a given cognitive ability (Melby-Lervåg & Hulme, 2013; Melby-Lervåg, Redick, & Hulme, 2016; Morrison & Chein, 2011; Shipstead, Redick et al., 2010; Shipstead, Redick, & Engle, 2012).”
BackgroundDoes 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
Effects and mechanisms of working memory training: a review
von Bastian, C. C., & Oberauer, K. (2014) · Psychological Research · doi:10.1007/s00426-013-0524-6 · Cited by 318 · see citing works
The nature and transfer of cognitive skills
Taatgen, N. A. (2013) · Psychological Review · doi:10.1037/a0033138 · Cited by 288 · see citing works
Working Memory Capacity and Fluid Intelligence: Maintenance and Disengagement
Shipstead, Z., Harrison, T. L., & Engle, R. W. (2016) · Perspectives on Psychological Science · doi:10.1177/1745691616650647 · Cited by 238 · see citing works
Cogmed working memory training: Does the evidence support the claims?
Shipstead, Z., Hicks, K. L., & Engle, R. W. (2012) · Journal of Applied Research in Memory and Cognition · doi:10.1016/j.jarmac.2012.06.003 · Cited by 249 · see citing works
Cognitive and academic benefits of music training with children: A multilevel meta-analysis
Sala, G., & Gobet, F. (2020) · Memory & Cognition · doi:10.3758/s13421-020-01060-2 · Cited by 235 · see citing works
Working memory training in typically developing children: A meta-analysis of the available evidence.
Sala, G., & Gobet, F. (2017) · Developmental Psychology · doi:10.1037/dev0000265 · Cited by 216 · see citing works
Neuronal effects following working memory training.
Buschkuehl, M., Jaeggi, S. M., & Jonides, J. (2012) · Developmental Cognitive Neuroscience · doi:10.1016/j.dcn.2011.10.001 · Cited by 212 · see citing works
Working memory training does not improve intelligence in healthy young adults
Chooi, W.-T., & Thompson, L. A. (2012) · Intelligence · doi:10.1016/j.intell.2012.07.004 · Cited by 209 · see citing works
Sumner, J. A. (2012) · Clinical Psychology Review · doi:10.1016/j.cpr.2011.10.003 · Cited by 214 · see citing works
The Brain’s Learning and Control Architecture
Chein, J. M., & Schneider, W. (2012) · Current Directions in Psychological Science · doi:10.1177/0963721411434977 · Cited by 196 · see citing works
Self-citationComputerized working memory training: Can it lead to gains in cognitive skills in students?
Alloway, T. P., Bibile, V., & Lau, G. (2013) · Computers in Human Behavior · doi:10.1016/j.chb.2012.10.023 · Cited by 193 · see citing works
Khurana, A., Romer, D., Betancourt, L. M., Brodsky, N. L., Giannetta, J. M., & Hurt, H. (2013) · Addiction · doi:10.1111/add.12001 · Cited by 191 · see citing works
Domain-general enhancements of metacognitive ability through adaptive training.
Carpenter, J., Sherman, M. T., Kievit, R. A., Seth, A. K., Lau, H., & Fleming, S. M. (2019) · Journal of Experimental Psychology: General · doi:10.1037/xge0000505 · Cited by 174 · see citing works
Bul, K. C., Kato, P. M., Van der Oord, S., Danckaerts, M., Vreeke, L. J., Willems, A., van Oers, H. J., Van Den Heuvel, R., Birnie, D., Van Amelsvoort, T. A., et al. (2016) · Journal of Medical Internet Research · doi:10.2196/jmir.5173 · Cited by 158 · see citing works
“In contrast to previous studies that typically demonstrate that computerized neurocognitive interventions for ADHD improve working memory skills but do not have a strong impact on daily life functioning (“far-transfer effects”) [26-30,58], the findings of the current study provide clear evidence that a serious game fo…”
ResultWeicker, J., Villringer, A., & Thöne-Otto, A. (2016) · Neuropsychology · doi:10.1037/neu0000227 · Cited by 147 · see citing works
On the impacts of working memory training on executive functioning
Salminen, T., Strobach, T., & Schubert, T. (2012) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2012.00166 · Cited by 148 · see citing works
Richmond, L. L., Wolk, D., Chein, J., & Olson, I. R. (2014) · Journal of Cognitive Neuroscience · doi:10.1162/jocn_a_00657 · Cited by 143 · see citing works
Self-citationOlder adults improve on everyday tasks after working memory training and neurostimulation
Stephens, J. A., & Berryhill, M. E. (2016) · Brain Stimulation · doi:10.1016/j.brs.2016.04.001 · Cited by 130 · see citing works
Söderqvist, S., Nutley, S. B., Ottersen, J., Grill, K. M., & Klingberg, T. (2012) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2012.00271 · Cited by 127 · see citing works
“A now growing literature is showing that cognitive functions, such as working memory (WM), can be positively influenced by targeted and intensive training (Klingberg et al., 2005; Klingberg, 2010; Diamond and Lee, 2011; Morrison and Chein, 2011).”
BackgroundKable, J. W., Caulfield, M. K., Falcone, M., McConnell, M., Bernardo, L., Parthasarathi, T., Cooper, N., Ashare, R., Audrain-McGovern, J., Hornik, R., et al. (2017) · The Journal of Neuroscience · doi:10.1523/jneurosci.2832-16.2017 · Cited by 124 · see citing works
Influence of neuroticism and conscientiousness on working memory training outcome
Studer-Luethi, B., Jaeggi, S. M., Buschkuehl, M., & Perrig, W. J. (2012) · Personality and Individual Differences · doi:10.1016/j.paid.2012.02.012 · Cited by 117 · see citing works
Cogmed WM training: Reviewing the reviews
Shinaver, C. S., Entwistle, P. C., & Söderqvist, S. (2014) · Applied Neuropsychology Child · doi:10.1080/21622965.2013.875314 · Cited by 115 · see citing works
Dual n-back training increases the capacity of the focus of attention
Lilienthal, L., Tamez, E., Shelton, J. T., Myerson, J., & Hale, S. (2013) · Psychonomic Bulletin & Review · doi:10.3758/s13423-012-0335-6 · Cited by 112 · see citing works
Enge, S., Behnke, A., Fleischhauer, M., Küttler, L., Kliegel, M., & Strobel, A. (2014) · Journal of Experimental Psychology: Learning, Memory, and Cognition · doi:10.1037/a0036165 · Cited by 102 · see citing works
Stepankova, H., Lukavsky, J., Buschkuehl, M., Kopecek, M., Ripova, D., & Jaeggi, S. M. (2014) · Developmental Psychology · doi:10.1037/a0034913 · Cited by 101 · see citing works
Benefits of training visuospatial working memory in young-old and old-old.
Borella, E., Carretti, B., Cantarella, A., Riboldi, F., Zavagnin, M., & De Beni, R. (2014) · Developmental Psychology · doi:10.1037/a0034293 · Cited by 101 · see citing works
Training on Working Memory and Inhibitory Control in Young Adults
Maraver, M. J., Bajo, M. T., & Gomez-Ariza, C. J. (2016) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2016.00588 · Cited by 96 · see citing works
“Similarly, at the behavioral level, transfer effects could be expected in potentially related cognitive functions, and lead to enhanced performance in a variety tasks that, although untrained, share the same cognitive mechanism than the targeted trained processes (Morrison and Chein, 2011).”
BackgroundRudebeck, S. R., Bor, D., Ormond, A., O’Reilly, J. X., & Lee, A. C. H. (2012) · PLoS ONE · doi:10.1371/journal.pone.0050431 · Cited by 95 · see citing works
The impact of auditory working memory training on the fronto-parietal working memory network
Schneiders, J. A., Opitz, B., Tang, H., Deng, Y., Xie, C., Li, H., & Mecklinger, A. (2012) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2012.00173 · Cited by 91 · see citing works
Game elements improve performance in a working memory training task
Ninaus, M., Pereira, G., Stefitz, R., Prada, R., Paiva, A., Neuper, C., & Wood, G. (2015) · International Journal of Serious Games · doi:10.17083/ijsg.v2i1.60 · Cited by 86 · see citing works
Steeger, C. M., Gondoli, D. M., Gibson, B. S., & Morrissey, R. A. (2016) · Child Neuropsychology · doi:10.1080/09297049.2014.994485 · Cited by 88 · see citing works
Teixeira-Santos, A. C., Moreira, C. S., Magalhães, R., Magalhães, C., Pereira, D. R., Leite, J., Carvalho, S., & Sampaio, A. (2019) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2019.05.009 · Cited by 87 · see citing works
Spaced cognitive training promotes training transfer.
Wang, Z., Zhou, R., & Shah, P. (2014) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2014.00217 · Cited by 81 · see citing works
Does working memory training have to be adaptive?
von Bastian, C. C., & Eschen, A. (2016) · Psychological Research · doi:10.1007/s00426-015-0655-z · Cited by 83 · see citing works
Could training executive function improve treatment outcomes for eating disorders?
Juarascio, A. S., Manasse, S. M., Espel, H. M., Kerrigan, S. G., & Forman, E. M. (2015) · Appetite · doi:10.1016/j.appet.2015.03.013 · Cited by 86 · see citing works
Working memory updating and binding training: Bayesian evidence supporting the absence of transfer.
De Simoni, C., & von Bastian, C. C. (2018) · Journal of Experimental Psychology: General · doi:10.1037/xge0000453 · Cited by 84 · see citing works
Khurana, A., Romer, D., Betancourt, L. M., Brodsky, N. L., Giannetta, J. M., & Hurt, H. (2012) · Developmental Psychology · doi:10.1037/a0027491 · Cited by 82 · see citing works
Do the effects of working memory training depend on baseline ability level?
Foster, J. L., Harrison, T. L., Hicks, K. L., Draheim, C., Redick, T. S., & Engle, R. W. (2017) · Journal of Experimental Psychology: Learning, Memory, and Cognition · doi:10.1037/xlm0000426 · Cited by 76 · see citing works
N-back Versus Complex Span Working Memory Training
Blacker, K. J., Negoita, S., Ewen, J. B., & Courtney, S. M. (2017) · Journal of Cognitive Enhancement · doi:10.1007/s41465-017-0044-1 · Cited by 74 · see citing works
Lawlor-Savage, L., & Goghari, V. M. (2016) · PLOS ONE · doi:10.1371/journal.pone.0151817 · Cited by 74 · see citing works
“As suggested in previous reviews, factors associated with dual n-back training related change are in need of exploration and dissemination [53,54].”
BackgroundAn Evaluation of a Working Memory Training Scheme in Older Adults
McAvinue, L. P., Golemme, M., Castorina, M., Tatti, E., Pigni, F. M., Salomone, S., Brennan, S., & Robertson, I. H. (2013) · Frontiers in Aging Neuroscience · doi:10.3389/fnagi.2013.00020 · Cited by 74 · see citing works
Schmidt, M., Mavilidi, M. F., Singh, A., & Englert, C. (2020) · Contemporary Educational Psychology · doi:10.1016/j.cedpsych.2020.101908 · Cited by 70 · see citing works
Tetlow, A. M., & Edwards, J. D. (2017) · Journal of Cognitive Enhancement · doi:10.1007/s41465-017-0051-2 · Cited by 69 · see citing works
The role of strategy use in working memory training outcomes
Fellman, D., Jylkkä, J., Waris, O., Soveri, A., Ritakallio, L., Haga, S., Salmi, J., Nyman, T. J., & Laine, M. (2020) · Journal of Memory and Language · doi:10.1016/j.jml.2019.104064 · Cited by 64 · see citing works
The mechanisms of far transfer from cognitive training: Review and hypothesis.
Greenwood, P. M., & Parasuraman, R. (2016) · Neuropsychology · doi:10.1037/neu0000235 · Cited by 62 · see citing works
Bomyea, J., Stein, M. B., & Lang, A. J. (2015) · Journal of Anxiety Disorders · doi:10.1016/j.janxdis.2015.05.010 · Cited by 61 · see citing works
Divergent Research Methods Limit Understanding of Working Memory Training
Pergher, V., Shalchy, M. A., Pahor, A., Van Hulle, M. M., Jaeggi, S. M., & Seitz, A. R. (2020) · Journal of Cognitive Enhancement · doi:10.1007/s41465-019-00134-7 · Cited by 56 · see citing works
Working memory training improves visual short-term memory capacity
Schwarb, H., Nail, J., & Schumacher, E. H. (2016) · Psychological Research · doi:10.1007/s00426-015-0648-y · Cited by 55 · see citing works
The role of attention bias to threat in anxiety: mechanisms, modulators and open questions
Okon-Singer, H. (2018) · Current Opinion in Behavioral Sciences · doi:10.1016/j.cobeha.2017.09.008 · Cited by 58 · see citing works
The Influence of Individual Differences in Cognitive Ability on Working Memory Training Gains
Wiemers, E. A., Redick, T. S., & Morrison, A. B. (2019) · Journal of Cognitive Enhancement · doi:10.1007/s41465-018-0111-2 · Cited by 48 · see citing works
Self-citationTransfer after working memory updating training
Waris, O., Soveri, A., & Laine, M. (2015) · PLOS ONE · doi:10.1371/journal.pone.0138734 · Cited by 47 · see citing works
Does Strategy Training Reduce Age-Related Deficits in Working Memory?
Bailey, H. R., Dunlosky, J., & Hertzog, C. (2014) · Gerontology · doi:10.1159/000356699 · Cited by 49 · see citing works
Tidwell, J. W., Dougherty, M. R., Chrabaszcz, J. R., Thomas, R. P., & Mendoza, J. L. (2014) · Psychonomic Bulletin & Review · doi:10.3758/s13423-013-0560-7 · Cited by 45 · see citing works
Stephens, J. A., Jones, K. T., & Berryhill, M. E. (2017) · Scientific Reports · doi:10.1038/s41598-017-14030-7 · Cited by 43 · see citing works
Linares, R., Borella, E., Lechuga, M. T., Carretti, B., & Pelegrina, S. (2019) · PLOS ONE · doi:10.1371/journal.pone.0211321 · Cited by 38 · see citing works
Chein, J., Martinez, S., & Barone, A. (2024) · doi:10.21203/rs.3.rs-4277893/v1 · Cited by 38 · see citing works
Self-citationTransfer of training from one working memory task to another: behavioural and neural evidence
Beatty, E. L., Jobidon, M.-E., Bouak, F., Nakashima, A., Smith, I., Lam, Q., Blackler, K., Cheung, B., & Vartanian, O. (2015) · Frontiers in Systems Neuroscience · doi:10.3389/fnsys.2015.00086 · Cited by 37 · see citing works
Pattern of Near Transfer Effects Following Working Memory Training With a Dual <i>N</i>-Back Task
Soveri, A., Karlsson, E. P. A., Waris, O., Grönholm-Nyman, P., & Laine, M. (2017) · Experimental Psychology · doi:10.1027/1618-3169/a000370 · Cited by 34 · see citing works
The effect of monetary compensation on cognitive training outcomes
Katz, B., Jaeggi, S. M., Buschkuehl, M., Shah, P., & Jonides, J. (2018) · Learning and Motivation · doi:10.1016/j.lmot.2017.12.002 · Cited by 31 · see citing works
Mindfulness Meditation Improves Visual Short-Term Memory
Youngs, M. A., Lee, S. E., Mireku, M. O., Sharma, D., & Kramer, R. S. S. (2021) · Psychological Reports · doi:10.1177/0033294120926670 · Cited by 31 · see citing works
Neri, F., Smeralda, C. L., Momi, D., Sprugnoli, G., Menardi, A., Ferrone, S., Rossi, S., Rossi, A., Di Lorenzo, G., & Santarnecchi, E. (2021) · Frontiers in Psychology · doi:10.3389/fpsyg.2021.598410 · Cited by 27 · see citing works
The future promise of Cogmed working memory training.
Gibson, B. S., Gondoli, D. M., Johnson, A. C., Steeger, C. M., & Morrissey, R. A. (2012) · Journal of Applied Research in Memory and Cognition · doi:10.1016/j.jarmac.2012.07.003 · Cited by 22 · see citing works
Visuospatial working memory training facilitates visually-aided explicit sequence learning
Chan, J. S. Y., Wu, Q., Liang, D., & Yan, J. H. (2015) · Acta Psychologica · doi:10.1016/j.actpsy.2015.09.008 · Cited by 21 · see citing works
Dual n-back working memory training evinces superior transfer effects compared to the method of loci
Li, W., Zhang, Q., Qiao, H., Jin, D., Ngetich, R. K., Zhang, J., Jin, Z., & Li, L. (2021) · Scientific Reports · doi:10.1038/s41598-021-82663-w · Cited by 21 · see citing works
Neural correlates of working memory training: An fMRI meta-analysis
Zhang, Y., Fu, J., & Zhao, X. (2024) · NeuroImage · doi:10.1016/j.neuroimage.2024.120885 · Cited by 20 · see citing works
Boutzoukas, E. M., O’Shea, A., Kraft, J. N., Hardcastle, C., Evangelista, N. D., Hausman, H. K., Albizu, A., Van Etten, E. J., Bharadwaj, P. K., Smith, S. G., et al. (2022) · GeroScience · doi:10.1007/s11357-022-00538-y · Cited by 15 · see citing works
Vartanian, O., Replete, V., Saint, S. A., Lam, Q., Forbes, S., Beaudoin, M. E., Brunyé, T. T., Bryant, D. J., Feltman, K. A., Heaton, K. J., et al. (2022) · Frontiers in Psychology · doi:10.3389/fpsyg.2022.868001 · Cited by 15 · see citing works
Lange, S., & Süß, H. (2015) · Applied Cognitive Psychology · doi:10.1002/acp.3126 · Cited by 13 · see citing works
Liu, H., Qi, Y., Zhang, H., Liang, Y., Lu, L., Zhou, J., Zhang, T., & Yu, X. (2023) · Journal of Experimental Child Psychology · doi:10.1016/j.jecp.2022.105603 · Cited by 10 · see citing works
The asymmetry of working memory training transfer: A systematic review and meta-analysis
Fu, J., Zhou, Y., Yuan, M., & Cai, Y. (2026) · Psychonomic Bulletin & Review · doi:10.3758/s13423-026-02994-5
- Authors
- Morrison, A. B., & Chein, J. M.
- Affiliations
- Temple University (US)
- Corresponding author
- Chein, Jason M.
- Venue
- Psychonomic Bulletin & Review
- Published
- 2010-11-17
- Volume
- 18
- Issue
- 1
- Pages
- 46-60
- ISSN
- 1069-9384 (ISSN-L)
- 1531-5320
- OpenAlex
- W2053464314
- Cited by
- 723
- References
- 81
- Citations by year
- 2026: 13 · 2025: 26 · 2024: 23 · 2023: 25 · 2022: 40 · 2021: 42 · 2020: 44 · 2019: 56 · 2018: 59 · 2017: 67 · 2016: 64 · 2015: 91 · 2014: 67 · 2013: 54 · 2012: 45
- FWCI
- 44.11
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Licence
- www.springer.com/tdm (tdm)
- Locations
- Psychonomic Bulletin & Review (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Cognitive Abilities and Testing
- Physical Sciences › Mathematics › Statistics and Probability › Cognitive and developmental aspects of mathematical skills
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Cognitive Functions and Memory
- Keywords
- working memory training, working memory capacity, strategy training, core training, transfer effects, cognitive enhancement, domain-general mechanisms
- MeSH terms
- Adult, Aged, Attention, Child, Cognition, Humans, Intelligence, Judgment, Memory Disorders, Memory, Short-Term, Middle Aged, Pattern Recognition, Visual, Practice, Psychological, Serial Learning, Transfer, Psychology, Verbal Learning, Treatment Outcome, Young Adult
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