Working Memory Capacity as a Dynamic Process

A well-known characteristic of working memory (WM) is its limited capacity. The source of such limitations, however, is a continued point of debate. Developmental research is positioned to address this debate by jointly identifying the source(s) of limitations and the mechanism(s) underlying capacity increases. Here we provide a cross-domain survey of studies and theories of WM capacity development, which reveals a complex picture: dozens of studies from 50 papers show nearly universal increases in capacity estimates with age, but marked variation across studies, tasks, and domains. We argue that the full pattern of performance cannot be captured through traditional approaches emphasizing single causes, or even multiple separable causes, underlying capacity development. Rather, we consider WM capacity as a dynamic process that emerges from a unified cognitive system flexibly adapting to the context and demands of each task. We conclude by enumerating specific challenges for researchers and theorists that will need to be met in order to move our understanding forward.

[1]  Steven J Luck,et al.  Rapid Development of Feature Binding in Visual Short-Term Memory , 2006, Psychological science.

[2]  S. Luck,et al.  The development of visual short-term memory capacity in infants. , 2003, Child development.

[3]  H Pashler,et al.  Familiarity and visual change detection , 1988, Perception & psychophysics.

[4]  Korbinian Moeller,et al.  On the language specificity of basic number processing: transcoding in a language with inversion and its relation to working memory capacity. , 2009, Journal of experimental child psychology.

[5]  M. Maybery,et al.  The development of memory and processing capacity. , 1994, Child development.

[6]  Lisa M. Oakes,et al.  How Infants Learn Categories , 2008 .

[7]  Gloria Banner,et al.  Working memory, cognitive style, and behavioural predictors of GCSE exam success , 2008 .

[8]  Randall W. Engle,et al.  Cogmed working memory training: Does the evidence support the claims? , 2012 .

[9]  Dorret I. Boomsma,et al.  The phenotypic and genotypic relation between working memory speed and capacity , 2006 .

[10]  S. Gathercole,et al.  A structural analysis of working memory and related cognitive skills in young children. , 2004, Journal of experimental child psychology.

[11]  Steven J Luck,et al.  New evidence for rapid development of colour–location binding in infants’ visual short-term memory , 2009, Visual cognition.

[12]  Justin Halberda,et al.  Memory for Multiple Visual Ensembles in Infancy Representing Individual Objects , 2022 .

[13]  Henk J. M. Bos,et al.  Christiaan Huygens' the pendulum clock, or, Geometrical demonstrations concerning the motion of pendula as applied to clocks , 1986 .

[14]  David Whitebread,et al.  Interactions between children’s metacognitive abilities, working memory capacity, strategies and performance during problem-solving , 1999 .

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

[16]  S. Kaufman Sex differences in mental rotation and spatial visualization ability: Can they be accounted for by differences in working memory capacity? , 2007 .

[17]  Stefano Vicari,et al.  Spatial working memory deficits in children at ages 3-4 who were low birth weight, preterm infants. , 2004, Neuropsychology.

[18]  Lisa M. Oakes,et al.  The Cat is out of the Bag: The Joint Influence of Previous Experience and Looking Behavior on Infant Categorization , 2008 .

[19]  G J Hitch,et al.  Visual working memory in young children , 1988, Memory & cognition.

[20]  H. Swanson,et al.  Individual differences in children's working memory and writing skill. , 1996, Journal of experimental child psychology.

[21]  S. Pickering,et al.  Estimating the Capacity of Phonological Short-term Memory , 1999 .

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

[23]  Charles Hulme,et al.  Speech Rate and the Development of Short-Term Memory Span. , 1984 .

[24]  F. N. Dempster,et al.  Memory Span: Sources of Individual and Developmental Differences , 1981 .

[25]  Catalina J. Hooper,et al.  The development of nonverbal working memory and executive control processes in adolescents. , 2005, Child development.

[26]  Kevin J. Riggs,et al.  Changes in the capacity of visual working memory in 5- to 10-year-olds. , 2006, Journal of experimental child psychology.

[27]  J. Spencer,et al.  Stronger neural dynamics capture changes in infants' visual working memory capacity over development. , 2011, Developmental science.

[28]  Amanda L. Gilchrist,et al.  Age differences in visual working memory capacity: not based on encoding limitations. , 2011, Developmental science.

[29]  Nelson Cowan,et al.  Rethinking Speed Theories of Cognitive Development , 2006, Psychological science.

[30]  Pirjo Aunio,et al.  Visuospatial working memory and early numeracy , 2003, Educational and Child Psychology.

[31]  B. Pennington,et al.  Validity of the Executive Function Theory of Attention-Deficit/Hyperactivity Disorder: A Meta-Analytic Review , 2005, Biological Psychiatry.

[32]  Robert H. Logie,et al.  Cognitive training: Strategies and the Multicomponent Cognitive System. , 2012 .

[33]  Minna Kyttälä,et al.  Visuospatial working memory in adolescents with poor performance in mathematics: variation depending on reading skills , 2008 .

[34]  C. Hamilton,et al.  What develops in visuo-spatial working memory development? , 2003 .

[35]  Sergio Morra,et al.  Issues in Working Memory Measurement: Testing for M Capacity , 1994 .

[36]  Bradley S. Gibson,et al.  The future promise of Cogmed working memory training , 2012 .

[37]  Zvia Breznitz,et al.  Assessment of working memory components at 6years of age as predictors of reading achievements a year later. , 2011, Journal of experimental child psychology.

[38]  N. Cowan,et al.  The role of attention in the development of short-term memory: age differences in the verbal span of apprehension. , 1999, Child development.

[39]  D. Riva,et al.  Developmental patterns of verbal and visuospatial spans , 2001, Neurological Sciences.

[40]  H. Swanson,et al.  What develops in working memory? A life span perspective. , 1999, Developmental psychology.

[41]  Randall W. Engle,et al.  Individual Differences in Working Memory for Comprehension and Following Directions , 1991 .

[42]  J. Oakhill,et al.  The relation between phonological awareness and working memory. , 2000, Journal of experimental child psychology.

[43]  Robin M. Murray,et al.  Neurocognitive performance in children aged 9–12years who present putative antecedents of schizophrenia , 2010, Schizophrenia Research.

[44]  Stuart Marcovitch,et al.  Goal neglect and working memory capacity in 4- to 6-year-old children. , 2010, Child development.

[45]  Brian Butterworth,et al.  Are numerical impairments syndrome specific? Evidence from Williams syndrome and Down's syndrome. , 2006, Journal of child psychology and psychiatry, and allied disciplines.

[46]  R. Engle,et al.  Is working memory capacity task dependent , 1989 .

[47]  Anik de Ribaupierre,et al.  Developmental Change in a Spatial Task of Attentional Capacity: An Essay Toward an Integration of Two Working Memory Models , 1994 .

[48]  Monica Melby-Lervåg,et al.  Is working memory training effective? A meta-analytic review. , 2013, Developmental psychology.

[49]  S. Pickering,et al.  Working memory skills and educational attainment: evidence from national curriculum assessments at 7 and 14 years of age , 2004 .

[50]  John N. Towse,et al.  Short-term memory and working memory as indices of children's cognitive skills , 2001, Memory.

[51]  E. Ottem,et al.  Reasons for the growth of traditional memory span across age , 2007 .

[52]  Arkady Pikovsky,et al.  Synchronization: From pendulum clocks to chaotic lasers and chemical oscillators , 2003 .

[53]  S. Hale,et al.  Processing Speed, Working Memory, and Fluid Intelligence: Evidence for a Developmental Cascade , 1996 .

[54]  John W. Adams,et al.  The relationship between visuospatial sketchpad capacity and children's mathematical skills , 2008 .

[55]  G. Schöner,et al.  Bridging the representational gap in the dynamic systems approach to development , 2003 .

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

[57]  Stefano Vicari,et al.  Visual and spatial working memory dissociation: evidence from Williams syndrome. , 2003, Developmental medicine and child neurology.

[58]  S. Carey,et al.  On the limits of infants' quantification of small object arrays , 2005, Cognition.

[59]  J. Russell,et al.  Working memory in children with autism and with moderate learning difficulties. , 1996, Journal of child psychology and psychiatry, and allied disciplines.

[60]  H. Swanson,et al.  Age-related differences in learning disabled and skilled readers' working memory. , 2003, Journal of experimental child psychology.

[61]  G. Hitch,et al.  A Reevaluation of Working Memory Capacity in Children , 1998 .

[62]  Amanda L. Gilchrist,et al.  Seven-year-olds allocate attention like adults unless working memory is overloaded. , 2010, Developmental science.

[63]  Torkel Klingberg,et al.  Is working memory capacity fixed , 2012 .

[64]  Sue Palmer,et al.  Working memory: A developmental study of phonological recoding , 2000, Memory.

[65]  Curtis S. Wilson,et al.  The Pendulum Clock or Geometrical Demonstrations Concerning the Motion of Pendula as Applied to Clocks , 1987 .

[66]  N. Cowan,et al.  Scope of attention, control of attention, and intelligence in children and adults , 2006, Memory & cognition.

[67]  David Barner,et al.  On the relation between the acquisition of singular-plural morpho-syntax and the conceptual distinction between one and more than one. , 2007, Developmental science.

[68]  André Vandierendonck,et al.  The development of strategy use in elementary school children: working memory and individual differences. , 2007, Journal of experimental child psychology.

[69]  V. Simmering The development of visual working memory capacity during early childhood. , 2012, Journal of experimental child psychology.

[70]  Torkel Klingberg,et al.  Measuring Working Memory Capacity With Greater Precision in the Lower Capacity Ranges , 2009, Developmental neuropsychology.

[71]  John Ferron,et al.  Capacity, strategies, and metamemory: tests of a three-factor model of memory development. , 2003, Journal of experimental child psychology.

[72]  Anik De Ribaupierre,et al.  Interactions between basic capacity and strategies in children’s memory: Construction of a developmental paradigm , 1989 .

[73]  N. Cowan,et al.  The Magical Mystery Four , 2010, Current directions in psychological science.

[74]  John P. Spencer,et al.  Autonomy in Action: Linking the Act of Looking to Memory Formation in Infancy via Dynamic Neural Fields , 2013, Cogn. Sci..

[75]  Elizabeth B. Isaacs,et al.  Differential course of development of spatial and verbal memory span: A normative study , 1989 .

[76]  H. Swanson,et al.  Individual and age-related differences in children’s working memory , 1996, Memory & cognition.

[77]  Marie Arsalidou,et al.  Misleading cues improve developmental assessment of working memory capacity: The color matching tasks , 2010 .

[78]  Alan M. Leslie,et al.  A memory span of one? Object identification in 6.5-month-old infants , 2005, Cognition.

[79]  Frederick L Coolidge,et al.  Does Greater Phonological Storage Capacity Correlate with Levels of Intentionality and Theory of Mind? , 2009, Psychological reports.

[80]  P. Carpenter,et al.  Individual differences in working memory and reading , 1980 .

[81]  Nelson Cowan,et al.  Development of Working Memory for Verbal-Spatial Associations. , 2006, Journal of memory and language.

[82]  Graham J. Hitch,et al.  The Development of Short-term Visual Memory in Young Children , 1994 .

[83]  J. Lehto Are Executive Function Tests Dependent on Working Memory Capacity? , 1996 .

[84]  Nelson Cowan,et al.  The legend of the magical number seven , 2007 .

[85]  Mark H. Johnson,et al.  Training attentional control and working memory - Is younger, better? , 2012 .

[86]  S. A. Rose,et al.  Visual short-term memory in the first year of life: capacity and recency effects. , 2001, Developmental psychology.

[87]  G J Hitch,et al.  Visual and phonological components of working memory in children , 1989, Memory & cognition.

[88]  E. Nęcka,et al.  Cognitive analysis of intelligence: The significance of working memory processes , 1992 .

[89]  J. Wilson,et al.  Developmental differences in the span of visual memory for pattern , 1987 .

[90]  Paul M Bays,et al.  Dynamic Shifts of Limited Working Memory Resources in Human Vision , 2008, Science.

[91]  N. Cowan What are the differences between long-term, short-term, and working memory? , 2008, Progress in brain research.

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

[93]  Steven J Luck,et al.  Exogenous attention influences visual short-term memory in infants. , 2011, Developmental science.

[94]  Ulf Andersson,et al.  The contribution of working memory capacity to foreign language comprehension in children , 2010, Memory.

[95]  Sergio Morra,et al.  Vocabulary learning in primary school children: working memory and long-term memory components. , 2009, Journal of experimental child psychology.

[96]  Minna Reuhkala Mathematical Skills in Ninth-graders: Relationship with visuo-spatial abilities and working memory , 2001 .

[97]  Hans Forssberg,et al.  Increased Brain Activity in Frontal and Parietal Cortex Underlies the Development of Visuospatial Working Memory Capacity during Childhood , 2002, Journal of Cognitive Neuroscience.

[98]  Nelson Cowan,et al.  Investigating the childhood development of working memory using sentences: new evidence for the growth of chunk capacity. , 2009, Journal of experimental child psychology.

[99]  J P Das Aspects of digit-span performance: naming time and order memory. , 1985, American journal of mental deficiency.

[100]  M. Husain,et al.  Development of visual working memory precision in childhood , 2012, Developmental science.

[101]  Klaus Oberauer,et al.  Beyond resources: Formal models of complexity effects and age differences in working memory , 2001 .

[102]  Lisa Feigenson,et al.  Tracking individuals via object-files: evidence from infants' manual search , 2003 .

[103]  Beatriz Luna,et al.  Spatial Working Memory Deficits in Autism , 2007, Journal of autism and developmental disorders.

[104]  Marie-Pascale Noël,et al.  Counting on working memory when learning to count and to add: a preschool study. , 2009, Developmental psychology.

[105]  V. Simmering,et al.  Models provide specificity: Testing a proposed mechanism of visual working memory capacity development. , 2012, Cognitive development.

[106]  Graham J Hitch,et al.  On the nature of the relationship between processing activity and item retention in children. , 2002, Journal of experimental child psychology.

[107]  Andrew R. A. Conway,et al.  On the capacity of attention: Its estimation and its role in working memory and cognitive aptitudes , 2005, Cognitive Psychology.

[108]  N. Cowan The magical number 4 in short-term memory: A reconsideration of mental storage capacity , 2001, Behavioral and Brain Sciences.

[109]  Nelson Cowan,et al.  With development, list recall includes more chunks, not just larger ones. , 2010, Developmental psychology.

[110]  Juan Pascual-Leone,et al.  Development of mental attention in gifted and mainstream children: the role of mental capacity, inhibition, and speed of processing. , 2003, Child development.

[111]  Janellen Huttenlocher,et al.  Why does memory span increase with age? , 1976, Cognitive Psychology.

[112]  S. Pickering,et al.  Assessment of Working Memory in Six- and Seven-Year-Old Children. , 2000 .

[113]  Michael J. Spivey,et al.  The Continuity Of Mind , 2008 .

[114]  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.

[115]  S. Luck,et al.  Discrete fixed-resolution representations in visual working memory , 2008, Nature.

[116]  Vanessa Renee Simmering-Best Developing a magic number: the dynamic field theory reveals why visual working memory capacity estimates differ across tasks and development , 2008 .

[117]  Barry T. Wagner,et al.  Developmental memory capacity resources of typical children retrieving picture communication symbols using direct selection and visual linear scanning with fixed communication displays. , 2006, Journal of speech, language, and hearing research : JSLHR.

[118]  S Hale,et al.  Individual and developmental differences in working memory across the life span , 1999, Psychonomic bulletin & review.

[119]  D. Lewkowicz,et al.  A dynamic systems approach to the development of cognition and action. , 2007, Journal of cognitive neuroscience.

[120]  D. Pearson,et al.  The Inner Eye and the Inner Scribe of Visuo-spatial Working Memory: Evidence from Developmental Fractionation , 1997 .

[121]  M. Welsh,et al.  Theory of Mind and Executive Function: Working-Memory Capacity and Inhibitory Control as Predictors of False-Belief Task Performance , 2006, Perceptual and motor skills.

[122]  Steven J. Luck,et al.  Developmental changes in infants’ visual short-term memory for location , 2011, Cognition.

[123]  S. Pickering,et al.  Verbal and visuospatial short-term memory in children: Evidence for common and distinct mechanisms , 1998, Memory & cognition.

[124]  Randall W. Engle,et al.  Do developmental changes in digit span result from acquisition strategies , 1983 .

[125]  Monica Melby-Lervåg,et al.  Current evidence does not support the claims made for CogMed working memory training , 2012 .

[126]  Linda T. Miller,et al.  Intelligence, reaction time, and working memory in 4- to 6-year-old children , 1996 .

[127]  Kerry Lee,et al.  Exploring developmental differences in visual short-term memory and working memory. , 2010, Developmental psychology.

[128]  John N. Towse,et al.  Variation in working memory due to normal development , 2007 .

[129]  D. Grossi,et al.  Sex and Cultural Differences in Children's Spatial and Verbal Memory Span , 1981, Perceptual and motor skills.

[130]  G J Hitch,et al.  Is there a Relationship between Task Demand and Storage Space in Tests of Working Memory Capacity? , 1995, The Quarterly journal of experimental psychology. A, Human experimental psychology.

[131]  Michelene T. H. Chi,et al.  Age Differences in Memory Span. , 1977 .

[132]  Susan E. Gathercole,et al.  Working memory and phonological awareness as predictors of progress towards early learning goals at school entry , 2005 .

[133]  Susan E. Gathercole,et al.  Working memory abilities and children's performance in laboratory analogues of classroom activities , 2008 .

[134]  S. Gathercole,et al.  Are working memory measures free of socioeconomic influence? , 2008, Journal of speech, language, and hearing research : JSLHR.