Is working memory training effective? A meta-analytic review.

It has been suggested that working memory training programs are effective both as treatments for attention-deficit/hyperactivity disorder (ADHD) and other cognitive disorders in children and as a tool to improve cognitive ability and scholastic attainment in typically developing children and adults. However, effects across studies appear to be variable, and a systematic meta-analytic review was undertaken. To be included in the review, studies had to be randomized controlled trials or quasi-experiments without randomization, have a treatment, and have either a treated group or an untreated control group. Twenty-three studies with 30 group comparisons met the criteria for inclusion. The studies included involved clinical samples and samples of typically developing children and adults. Meta-analyses indicated that the programs produced reliable short-term improvements in working memory skills. For verbal working memory, these near-transfer effects were not sustained at follow-up, whereas for visuospatial working memory, limited evidence suggested that such effects might be maintained. More importantly, there was no convincing evidence of the generalization of working memory training to other skills (nonverbal and verbal ability, inhibitory processes in attention, word decoding, and arithmetic). The authors conclude that memory training programs appear to produce short-term, specific training effects that do not generalize. Possible limitations of the review (including age differences in the samples and the variety of different clinical conditions included) are noted. However, current findings cast doubt on both the clinical relevance of working memory training programs and their utility as methods of enhancing cognitive functioning in typically developing children and healthy adults.

[1]  T. Eliot The Cocktail Party , 1980 .

[2]  J. Raven,et al.  Manual for Raven's progressive matrices and vocabulary scales , 1962 .

[3]  Richard C. Atkinson,et al.  Human Memory: A Proposed System and its Control Processes , 1968, Psychology of Learning and Motivation.

[4]  Juan Pascual-Leone,et al.  A mathematical model for the transition rule in Piaget's developmental stages , 1970 .

[5]  K A Ericcson,et al.  Acquisition of a memory skill. , 1980, Science.

[6]  R. Case,et al.  Operational efficiency and the growth of short-term memory span , 1982 .

[7]  Robbie Case,et al.  Intellectual development : birth to adulthood , 1985 .

[8]  G. Cohen Memory In The Real World , 1989 .

[9]  M A Just,et al.  From the SelectedWorks of Marcel Adam Just 1990 What one intelligence test measures : A theoretical account of the processing in the Raven Progressive Matrices Test , 2016 .

[10]  Vernon C. Hall,et al.  Does performance on memory for order correlate with performance on standardized measures of ability? A meta-analysis , 1992 .

[11]  A. Baddeley,et al.  Working Memory and Language , 2018, Working Memories.

[12]  Andrew R. A. Conway,et al.  Individual differences in working memory capacity: more evidence for a general capacity theory. , 1996, Memory.

[13]  J. Bailar The promise and problems of meta-analysis. , 1997, The New England journal of medicine.

[14]  J. Jonides,et al.  Storage and executive processes in the frontal lobes. , 1999, Science.

[15]  Randall W Engle,et al.  Working memory, short-term memory, and general fluid intelligence: a latent-variable approach. , 1999, Journal of experimental psychology. General.

[16]  S Duval,et al.  Trim and Fill: A Simple Funnel‐Plot–Based Method of Testing and Adjusting for Publication Bias in Meta‐Analysis , 2000, Biometrics.

[17]  J. Ridley Studies of Interference in Serial Verbal Reactions , 2001 .

[18]  W. Shadish,et al.  Experimental and Quasi-Experimental Designs for Generalized Causal Inference , 2001 .

[19]  Andrew R. A. Conway,et al.  A controlled-attention view of working-memory capacity. , 2001, Journal of experimental psychology. General.

[20]  Michael F. Bunting,et al.  The cocktail party phenomenon revisited: The importance of working memory capacity , 2001, Psychonomic bulletin & review.

[21]  L. Siegel,et al.  Short-term memory, working memory, and inhibitory control in children with difficulties in arithmetic problem solving. , 2001, Journal of experimental child psychology.

[22]  R. Engle Working Memory Capacity as Executive Attention , 2002 .

[23]  Susan M. Barnett,et al.  When and where do we apply what we learn? A taxonomy for far transfer. , 2002, Psychological bulletin.

[24]  H. Forssberg,et al.  Training of Working Memory in Children With ADHD , 2002 .

[25]  R. Engle,et al.  Executive Attention, Working Memory Capacity, and a Two-Factor Theory of Cognitive Control. , 2003 .

[26]  R. Engle,et al.  Working-memory capacity and the control of attention: the contributions of goal neglect, response competition, and task set to Stroop interference. , 2003, Journal of experimental psychology. General.

[27]  Juan Carlos Espinosa,et al.  Comprehensive Meta-Analysis , 2004 .

[28]  R. Engle,et al.  The generality of working memory capacity: a latent-variable approach to verbal and visuospatial memory span and reasoning. , 2004, Journal of experimental psychology. General.

[29]  Michael F. Bunting,et al.  Working memory span tasks: A methodological review and user’s guide , 2005, Psychonomic bulletin & review.

[30]  H. Forssberg,et al.  Computerized training of working memory in children with ADHD--a randomized, controlled trial. , 2005, Journal of the American Academy of Child and Adolescent Psychiatry.

[31]  S. Gathercole,et al.  Short-term and working memory in specific language impairment. , 2006, International journal of language & communication disorders.

[32]  I. Olkin,et al.  The case of the misleading funnel plot , 2006, BMJ : British Medical Journal.

[33]  Torkel Klingberg,et al.  Training of Working Memory , 2006 .

[34]  Tracy Packiam Alloway,et al.  Verbal and visuospatial short-term and working memory in children: are they separable? , 2006, Child development.

[35]  Tracy Packiam Alloway,et al.  Practitioner review: short-term and working memory impairments in neurodevelopmental disorders: diagnosis and remedial support. , 2006, Journal of child psychology and psychiatry, and allied disciplines.

[36]  H. Swanson,et al.  Math Disabilities: A Selective Meta-Analysis of the Literature , 2006 .

[37]  Stuart Marcovitch,et al.  Use it or lose it: examining preschoolers' difficulty in maintaining and executing a goal. , 2007, Developmental science.

[38]  Andrea Serino,et al.  A pilot study for rehabilitation of central executive deficits after traumatic brain injury , 2007, Brain injury.

[39]  T. Klingberg,et al.  Computerized working memory training after stroke–A pilot study , 2007, Brain injury.

[40]  C. Lustig,et al.  Inhibitory Mechanisms and the Control of Attention , 2007 .

[41]  R. K. Abolfazlian,et al.  The Cocktail Party Listener , 1994 .

[42]  E. von Elm,et al.  Full publication of results initially presented in abstracts. , 2007, The Cochrane database of systematic reviews.

[43]  R. Engle,et al.  On the division of short-term and working memory: an examination of simple and complex span and their relation to higher order abilities. , 2007, Psychological bulletin.

[44]  R. Engle,et al.  The nature of individual differences in working memory capacity: active maintenance in primary memory and controlled search from secondary memory. , 2007, Psychological review.

[45]  Lars Nyberg,et al.  Plasticity of executive functioning in young and older adults: immediate training gains, transfer, and long-term maintenance. , 2008, Psychology and aging.

[46]  Susanne M. Jaeggi,et al.  Improving fluid intelligence with training on working memory: a meta-analysis , 2008, Psychonomic Bulletin & Review.

[47]  Shu-Chen Li,et al.  Working memory plasticity in old age: practice gain, transfer, and maintenance. , 2008, Psychology and aging.

[48]  Susanne M. Jaeggi,et al.  Impact of working memory training on memory performance in old-old adults. , 2008, Psychology and aging.

[49]  Charles Hulme,et al.  Improving early language and literacy skills: differential effects of an oral language versus a phonology with reading intervention. , 2008, Journal of child psychology and psychiatry, and allied disciplines.

[50]  M. D’Esposito Working memory. , 2008, Handbook of clinical neurology.

[51]  Lars Bäckman,et al.  Transfer of Learning After Updating Training Mediated by the Striatum , 2008, Science.

[52]  M. Conway,et al.  Memory in the real world, 3rd ed. , 2008 .

[53]  Andrew R. A. Conway,et al.  Variation in working memory , 2008 .

[54]  Jonas Persson,et al.  Gaining Control: Training Executive Function and Far Transfer of the Ability to Resolve Interference [retracted] , 2008, Psychological science.

[55]  G. Wallace,et al.  Understanding Executive Control in Autism Spectrum Disorders in the Lab and in the Real World , 2008, Neuropsychology Review.

[56]  Xiao-Hua Zhou,et al.  Statistical Methods for Meta‐Analysis , 2008 .

[57]  Joni Holmes,et al.  Adaptive training leads to sustained enhancement of poor working memory in children. , 2009, Developmental science.

[58]  Torkel Klingberg,et al.  Training and transfer effects of executive functions in preschool children. , 2009, Developmental science.

[59]  G. Kinsella,et al.  Early intervention for mild cognitive impairment: a randomised controlled trial , 2009, Journal of Neurology, Neurosurgery, and Psychiatry.

[60]  H. Swanson,et al.  Working Memory, Short-Term Memory, and Reading Disabilities , 2009, Journal of learning disabilities.

[61]  L. Hedges,et al.  Introduction to Meta‐Analysis , 2009, International Coaching Psychology Review.

[62]  W. Perrig,et al.  Can We Improve Fluid Intelligence With Training on Working Memory in Persons With Intellectual Disabilities? , 2009, Journal of Cognitive Education and Psychology.

[63]  L. Hedges,et al.  The Handbook of Research Synthesis and Meta-Analysis , 2009 .

[64]  Ludwig Kappos,et al.  Working memory training in patients with multiple sclerosis - comparison of two different training schedules. , 2009, Restorative neurology and neuroscience.

[65]  Lars Nyberg,et al.  Training of the executive component of working memory: subcortical areas mediate transfer effects. , 2009, Restorative neurology and neuroscience.

[66]  T. Alloway,et al.  The efficacy of working memory training in improving crystallized intelligence , 2009 .

[67]  Gerhard Andersson,et al.  Efficacy of cognitive–behavioural therapy and other psychological treatments for adult depression: meta-analytic study of publication bias , 2010, British Journal of Psychiatry.

[68]  Jerker Rönnberg,et al.  Computerized training of working memory in a group of patients suffering from acquired brain injury , 2010, Brain injury.

[69]  Ruth Stevens,et al.  Improving children's working memory and classroom performance , 2010 .

[70]  B. Ross The Psychology of Learning and Motivation: Advances in Research and Theory , 2010 .

[71]  Alexandra B. Morrison,et al.  Expanding the mind’s workspace: Training and transfer effects with a complex working memory span task , 2010, Psychonomic bulletin & review.

[72]  Yasuyuki Taki,et al.  Effects of Working Memory Training on Cognitive Functions and Neural Systems , 2010, Reviews in the neurosciences.

[73]  Erika Borella,et al.  Working memory training in older adults: evidence of transfer and maintenance effects. , 2010, Psychology and aging.

[74]  E. Mezzacappa,et al.  Working Memory Training for Children with Attention Problems or Hyperactivity: A School-Based Pilot Study , 2010 .

[75]  Yasuyuki Taki,et al.  Training of Working Memory Impacts Structural Connectivity , 2010, The Journal of Neuroscience.

[76]  M. W. van der Molen,et al.  Effectiveness of a computerised working memory training in adolescents with mild to borderline intellectual disabilities. , 2010, Journal of intellectual disability research : JIDR.

[77]  T. Klingberg Training and plasticity of working memory , 2010, Trends in Cognitive Sciences.

[78]  Thomas S. Redick,et al.  Does working memory training generalize , 2010 .

[79]  Andreas Engvig,et al.  Effects of memory training on cortical thickness in the elderly , 2010, NeuroImage.

[80]  Julian Elliott,et al.  Working Memory Deficits can be Overcome: Impacts of Training and Medication on Working Memory in Children with ADHD , 2010 .

[81]  Susanne M. Jaeggi,et al.  The Relationship between N-Back Performance and Matrix Reasoning--Implications for Training and Transfer. , 2010 .

[82]  U. Lindenberger,et al.  Frontiers in Aging Neuroscience Aging Neuroscience Hundred Days of Cognitive Training Enhance Broad Cognitive Abilities in Adulthood: Findings from the Cogito Study Materials and Methods Participants and Procedure , 2022 .

[83]  S. Beck,et al.  Journal of Clinical Child & Adolescent Psychology a Controlled Trial of Working Memory Training for Children and Adolescents with Adhd , 2022 .

[84]  Charles Hulme,et al.  Ameliorating Children’s Reading-Comprehension Difficulties , 2010, Psychological science.

[85]  D. Moher,et al.  Preferred reporting items for systematic reviews and meta-analyses: the PRISMA statement. , 2010, International journal of surgery.

[86]  Jessica A. Grahn,et al.  Putting brain training to the test , 2010, Nature.

[87]  C. Hulme,et al.  Serial and Free Recall in Children Can Be Improved by Training , 2010, Psychological science.

[88]  A. Diamond,et al.  Interventions Shown to Aid Executive Function Development in Children 4 to 12 Years Old , 2011, Science.

[89]  B. Gibson,et al.  Child Neuropsychology: A Journal on Normal and Abnormal Development in Childhood and Adolescence , 2010 .

[90]  D. Simons,et al.  Do Action Video Games Improve Perception and Cognition? , 2011, Front. Psychology.

[91]  K. Dahlin Effects of working memory training on reading in children with special needs , 2011 .

[92]  Ingrid R Olson,et al.  Working memory training and transfer in older adults. , 2011, Psychology and aging.

[93]  A. Shiran,et al.  The effect of cognitive training on recall range and speed of information processing in the working memory of dyslexic and skilled readers , 2011, Journal of Neurolinguistics.

[94]  K. Humphreys,et al.  Gains in fluid intelligence after training non-verbal reasoning in 4-year-old children: a controlled, randomized study. , 2011, Developmental science.

[95]  Susanne M. Jaeggi,et al.  Short- and long-term benefits of cognitive training , 2011, Proceedings of the National Academy of Sciences.

[96]  Alexandra B. Morrison,et al.  Does working memory training work? The promise and challenges of enhancing cognition by training working memory , 2011, Psychonomic bulletin & review.

[97]  Jon Skranes,et al.  Computerized working memory training improves function in adolescents born at extremely low birth weight. , 2011, The Journal of pediatrics.

[98]  H. Swanson Working memory and reading disabilities : Both phonological and executive processing deficits are important , 2012 .

[99]  Mary K. Hoard,et al.  Mathematical Cognition Deficits in Children With Learning Disabilities and Persistent Low Achievement: A Five-Year Prospective Study. , 2012, Journal of educational psychology.

[100]  Susanne M. Jaeggi,et al.  Working memory training improves reading processes in typically developing children , 2012, Child neuropsychology : a journal on normal and abnormal development in childhood and adolescence.

[101]  Monica Melby-Lervåg,et al.  Phonological skills and their role in learning to read: a meta-analytic review. , 2012, Psychological bulletin.

[102]  Tracy Packiam Alloway,et al.  Can interactive working memory training improving learning , 2012 .

[103]  R. Shavelson,et al.  On the Impact of Computer Cognitive Training on Working Memory and Fluid Intelligence , 2014 .