The DOI matches its Crossref record.
Individual Differences in Working Memory Capacity and What They Tell Us About Controlled Attention, General Fluid Intelligence, and Functions of the Prefrontal Cortex
Abstract
FIVE CENTRAL FEATURES OF THE THEORY Working memory is a system consisting of those long-term memory traces active above threshold, the procedures and skills necessary to achieve and maintain that activation, and limited-capacity, controlled attention. The specific features of our model include: (1) Domain-free, limited-capacity controlled attention. (2) Domain-specific codes and maintenance (phonological loop and visuospatial sketchpad are two examples but the potential number of such codes is large). (3) Individual differences in both 1 and 2, but individual differences in capacity for controlled processing are general and possibly the mechanism for general fluid intelligence. Although people can, with practice and expertise, circumvent the abiding limitations of controlled attention in quite specific situations, the limitations reemerge in novel situations and even in the domain of expertise if the situation calls for controlled processing. (4) Limited-capacity, controlled processing is required for maintaining temporary goals in the face of distraction and interference and for blocking, gating, and/or suppressing distracting events. (5) The dorsolateral prefrontal cortex (PFC) and associated structures mediate the controlled processing functions of working memory. We also argue that individual differences in controlled processing represent differences in functioning of the PFC. A number of intellectual influences have served to shape our thinking about working memory (WM) and its evolution as a construct separate from that of short-term memory (STM).
Overview
Integrity signals
Registry
Cites
Statistics
Verification
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
In the citing paper
“we have argued that WM = STM + controlled attention, and that the general, controlled-attention component of the WM system primarily drives the predictive utility of WM span tasks”
From Working-memory capacity and the control of attention: The contributions of goal neglect, response competition, and task set to Stroop interference. (2003) · cites this paper as Engle, Kane et al., 1999
In the citing paper
“Prior research has established the OSPAN task to be a reliable and valid marker of WM capacity.”
From Working-memory capacity and the control of attention: The contributions of goal neglect, response competition, and task set to Stroop interference. (2003) · cites this paper as Engle, Tuholski et al., 1999
In the citing paper
“the correlations among OSPAN and other WM measures, such as Reading Span (Daneman & Carpenter, 1980), approach the reliability estimates of OSPAN, itself, ranging between r = .40and r = .80”
From Working-memory capacity and the control of attention: The contributions of goal neglect, response competition, and task set to Stroop interference. (2003) · cites this paper as Engle, Tuholski et al., 1999
In the citing paper
“the mechanism responsible for the broad predictive power of WM span tasks is a domain-general, executive-attention mechanism that allows for the maintenance of stimulus representations, action plans, and goals in the face of interference”
From Working-memory capacity and the control of attention: The contributions of goal neglect, response competition, and task set to Stroop interference. (2003) · cites this paper as Engle, Kane, & Tuholski, 1999
Citations
Cites
Still being checked.
Cited by
Sorted by citations
Items 801–900 of 999
Ünal, Z. E., Kartal, G., Ulusoy, S., Ala, A. M., Yilmaz, M., & Geary, D. C. (2023) · Intelligence · doi:10.1016/j.intell.2023.101797 · Cited by 6
Calvo, P. Z., Mateos, P. M., & Centeno, A. V. (2024) · Frontiers in Psychology · doi:10.3389/fpsyg.2024.1314483 · Cited by 6
Quantifying resource sharing in working memory
Pougeon, J., Camos, V., Belletier, C., & Barrouillet, P. (2024) · Psychonomic Bulletin & Review · doi:10.3758/s13423-024-02494-4 · Cited by 5
Frenken, M., & Berti, S. (2018) · International Journal of Psychophysiology · doi:10.1016/j.ijpsycho.2018.01.012 · Cited by 5
Nowbakht, M., & Olive, T. (2021) · Written Communication · doi:10.1177/0741088320986554 · Cited by 7
Evaluation of a School‐Based Attention Training Program for Improving Sustained Attention
Slattery, E. J., Ryan, P. H., Fortune, D. G., & McAvinue, L. P. (2023) · Mind Brain and Education · doi:10.1111/mbe.12396 · Cited by 7
Cognitive operations on space and their impact on the precision of location memory.
Lansdale, M. W., Humphries, J. E., & Flynn, V. (2013) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/a0031838 · Cited by 5
Price, J. M., Colflesh, G. J. H., Cerella, J., & Verhaeghen, P. (2014) · Acta Psychologica · doi:10.1016/j.actpsy.2013.12.008 · Cited by 5
VERGINE, G., & D’Ely, R. C. S. F. (2009) · Signótica · doi:10.5216/sig.v20i2.6084 · Cited by 5
The Effect of Age and Language Structure on Working Memory Performance
Braun, A. J., Marton, K., & Schwartz, R. G. (2005) · eScholarship (California Digital Library) · Cited by 5
Injoque‐Ricle, I., Barreyro, J. P., Formoso, J., & Brurin, D. I. (2018) · Temas em Psicologia · doi:10.9788/tp2018.1-16 · Cited by 5
Funciones ejecutivas entre músicos y no músicos
Hernández-Campos, M., Delgado, M. M., Smith‐Castro, V., & Rodríguez‐Villagra, O. A. (2020) · Interdisciplinaria Revista de Psicología y Ciencias Afines · doi:10.16888/interd.2020.37.2.3 · Cited by 8
Experiential and Cognitive Predictors of Sight-Singing Performance in Music Higher Education
Pomerleau-Turcotte, J., Sala, M. T. M., Dubé, F., & Vachon, F. (2021) · Journal of Research in Music Education · doi:10.1177/00224294211049425 · Cited by 5
Yao, L., Aoyama, S., Ouchi, A., Yamamoto, Y., & Sora, I. (2022) · Neuropsychopharmacology Reports · doi:10.1002/npr2.12243 · Cited by 4
Relationship between working memory capacity and contingent involuntary orienting
Burnham, B. R., Harris, A. M., & Suda, M. T. (2011) · Visual Cognition · doi:10.1080/13506285.2011.603710 · Cited by 5
Relationship between Self-Reported Symptoms of Fatigue and Cognitive Performance
Nieznański, M., Rowiński, T., Kobos, Z., Obidziński, M., Strus, W., & Gasiul, H. (2020) · Psihologijske teme · doi:10.31820/pt.29.2.1 · Cited by 7
Metacognition Moderates Math Anxiety and Affects Performance on a Math Task
Legg, A. M. (2009) · Cited by 5
Lykins, E. L. B. (2009) · UKnowledge (University of Kentucky) · Cited by 5
Die Bedeutung sensorischer Verarbeitung und Aufmerksamkeitssteuerung für Arbeitsgedächtnisfunktionen
Berti, S., & Schröger, E. (2003) · Zeitschrift für Psychologie · doi:10.1026//0044-3409.211.4.193 · Cited by 5
Cognição e aprendizagem de L2: o que nos diz a pesquisa nos paradigmas simbólico e conexionista
Mota, M. B., & Zimmer, M. C. (2005) · Revista Brasileira de Lingüística Aplicada · doi:10.1590/s1984-63982005000200008 · Cited by 6
Yan, N. (2015) · Children and Youth Services Review · doi:10.1016/j.childyouth.2015.12.008 · Cited by 7
Lammert, M., Morys, F., Hartmann, H., Janssen, L. K., & Horstmann, A. (2019) · doi:10.31234/osf.io/ue3j8 · Cited by 5
THEORETICAL AND REVIEW ARTICLES Working memory span tasks: A methodological review and user's guide
Conway, A. R. A., Kane, M. J., Bunting, M. F., Hambrick, D. Z., Wilhelm, O., & Engle, R. W. (2005) · Cited by 4
Self-citationAn examination of refreshing in between‐category sequences
Langerock, N., Wisniewski, D., Braß, M., & Vergauwe, E. (2018) · Annals of the New York Academy of Sciences · doi:10.1111/nyas.13702 · Cited by 4
Jin, F., Schjølberg, S., Eadie, P. A., Nes, R. B., Valand, S. B., Røysamb, E., & Vulchanova, M. (2023) · International Journal of Language & Communication Disorders · doi:10.1111/1460-6984.12861 · Cited by 4
Gkalitsiou, Z., & Byrd, C. T. (2023) · Journal of Fluency Disorders · doi:10.1016/j.jfludis.2023.105998 · Cited by 4
Neurocognitive Concepts of Arthroscopic Surgical Training
Testa, E. J., & Green, A. J. (2024) · JBJS Reviews · doi:10.2106/jbjs.rvw.24.00058 · Cited by 4
Cherri, D., Eddins, D. A., & Ozmeral, E. J. (2024) · Trends in Hearing · doi:10.1177/23312165241263485 · Cited by 4
Empirical evidence of the role of executive functions in tolerance of emotional distress
del Valle, M. V., Zamora, E. V., Urquijo, S., Vernucci, S., Andrés, M. L., & Juric, L. C. (2024) · Journal of Cognitive Psychology · doi:10.1080/20445911.2024.2408770 · Cited by 4
Sbicigo, J. B., Piccolo, L. D. R., Fonseca, R. P., & de Salles, J. F. (2014) · Universitas Psychologica · doi:10.11144/javeriana.upsy13-3.umfi · Cited by 4
Improvement of working memory performance by training is not transferable
Corbin, L., & Camos, V. (2011) · Europe’s Journal of Psychology · doi:10.5964/ejop.v7i2.130 · Cited by 4
Kizony, R., Tau, S., Bar, O., & Engel‐Yeger, B. (2014) · Research in Developmental Disabilities · doi:10.1016/j.ridd.2014.03.041 · Cited by 4
Skagerlund, K. (2016) · Linköping University Electronic Press eBooks · doi:10.3384/diss.diva-124669 · Cited by 3
Effects of Working Memory Training on Cognition and Brain Plasticity
Chun-Lei, L. I. U., & Zhou, R. (2013) · Advances in Psychological Science · doi:10.3724/sp.j.1042.2012.01003 · Cited by 6
Morishita, M., Kondo, H. M., Ashida, K., Otsuka, Y., & Osaka, N. (2007) · The Japanese journal of psychology · doi:10.4992/jjpsy.77.495 · Cited by 4
Chen, X. (2013) · ProQuest LLC eBooks · Cited by 4
Verbal working memory as a predictor of explicit and implicit knowledge of English passive voice
Pawlak, M., & Biedroń, A. (2019) · Journal of Second Language Studies · doi:10.1075/jsls.19007.paw · Cited by 4
Rojas‐Barahona, C. A., Moreno‐Ríos, S., García-Madruga, J. A., & Förster, C. E. (2021) · Current Psychology · doi:10.1007/s12144-021-01966-3 · Cited by 4
Weissheimer, J. (2011) · Ilha do Desterro A Journal of English Language Literatures in English and Cultural Studies · doi:10.5007/2175-8026.2011n60p075 · Cited by 4
Gorohovsky, N., & Magen, H. (2022) · Memory · doi:10.1080/09658211.2022.2078841 · Cited by 4
What are the Roles of Sensory and Parietal Activity in Visual Short-Term Memory?
Emrich, S. M. (2015) · Elsevier eBooks · doi:10.1016/b978-0-12-801371-7.00006-5 · Cited by 6
Vargas-Bianchi, L., Mensa, M., & González, E. (2014) · Arte individuo y sociedad · doi:10.5209/rev_aris.2014.v26.n1.41079 · Cited by 4
The relationship between bilingualism and working memory: a review
Trevisol, J. R., & Tomitch, L. M. B. (2017) · Revista do Gelne · doi:10.21680/1517-7874.2017v19n1id11263 · Cited by 4
Hülür, G., Keye-Ehing, D., Oberauer, K., & Wilhelm, O. (2019) · Journal of Cognition · doi:10.5334/joc.66 · Cited by 8
Hoffman, R. E., & McGlashan, T. H. (1999) · Progress in brain research · doi:10.1016/s0079-6123(08)63081-2 · Cited by 4
Time and interference: Effects on working memory
Botto, M., & Palladino, P. (2015) · British Journal of Psychology · doi:10.1111/bjop.12140 · Cited by 5
Temporal Information Processing and Mental Ability: A New Perspective
Troche, S. J., & Rammsayer, T. H. (2011) · Lecture notes in computer science · doi:10.1007/978-3-642-21478-3_15 · Cited by 4
Subtest Zahlennachsprechen der K-ABC für Kinder mit auditiver Verarbeitungs- und Wahrnehmungsstörung
Kiese-Himmel, C. (2007) · HNO · doi:10.1007/s00106-007-1621-x · Cited by 4
Effects of memory load on visual search.
de Liaño, B. G.-G., & Botella, J. (2010) · PubMed · Cited by 4
Bablekou, Z. (2009) · IGI Global eBooks · doi:10.4018/978-1-60566-392-0.ch006 · Cited by 4
Menie, M. A. W. O., Nijenhuis, J. T., Fernandes, H. B. F., & Metzen, D. (2016) · Learning and Individual Differences · doi:10.1016/j.lindif.2016.09.007 · Cited by 4
The Assessment of Executive Functions in Cross-Cultural Context
Fatima, S., & Sharif, H. (2019) · Springer eBooks · doi:10.1007/978-3-030-25077-5_16 · Cited by 4
Reactivity, Regulation, and Remembering: Associations between Temperament and Memory
Bell, M. A., Kraybill, J. H., & Diaz, A. (2013) · Wiley eBooks · doi:10.1002/9781118597705.ch29 · Cited by 4
Hansell, N. K., Wright, M. J., Geffen, G. M., Geffen, L. B., & Martin, N. G. (2004) · Australian Journal of Psychology · doi:10.1080/0049530410001734856 · Cited by 4
Hirsh, J. B. (2015) · Elsevier eBooks · doi:10.1016/b978-0-08-097086-8.25024-1 · Cited by 4
Turtles all the way down? Psychometric approaches to the reduction problem
Kievit, R. (2014) · UvA-DARE (University of Amsterdam) · Cited by 3
Working memory in children with mild intellectual disabilities: abilities and training potential
van der Molen, M. J. (2004) · Utrecht University Repository (Utrecht University) · Cited by 4
Concurrent Memory Load, Working Memory Span, and Morphological Processing in L1 and L2 English
Dronjic, V. (2014) · TSpace (University of Toronto) · Cited by 5
Bilingualism, feedback, cognitive capacity, and learning strategies in L3 development
Lin, H. (2009) · ProQuest Demo Repository · Cited by 4
Tanaka, T., Saito, S., & Kikuchi, S. (2014) · PSYCHOLOGIA · doi:10.2117/psysoc.2014.164 · Cited by 3
Interrelationships among L2 linguistic knowledge, working memory functions, and L2 reading
Çeçen, S., & Erçetin, G. (2016) · Bilingual processing and acquisition · doi:10.1075/bpa.3.11cec · Cited by 3
List-strength effects in older adults in recognition and free recall
Sahakyan, L. (2019) · Memory & Cognition · doi:10.3758/s13421-018-0886-5 · Cited by 3
IŞITAN, H. D., & ÖZDEMİR, S. (2019) · Hacettepe University Journal of Education · doi:10.16986/huje.2019055869 · Cited by 3
Is Early Bilingual Experience Associated with Greater Fluid Intelligence in Adults?
D’Souza, D., & Dakhch, Y. (2022) · Languages · doi:10.3390/languages7020100 · Cited by 5
Exploring the Relationship Between Working Memory Capacity and L2 Oral Fluency
Vu, D. C., Nguyen, T. V., & Kitjaroonchai, N. (2024) · Theory and Practice in Language Studies · doi:10.17507/tpls.1407.06 · Cited by 3
What Task Feature Determines the Dominant Task in Dual-Task Conditions?
Gan, L., Zhang, Z., Zhang, Z., Wu, J., Dai, J., & Funahashi, S. (2025) · eNeuro · doi:10.1523/eneuro.0542-24.2025 · Cited by 3
Do Auditory Temporal Discrimination Tasks Measure Temporal Resolution of the CNS?
Zajac, I. T., & Burns, N. R. (2011) · Psychology · doi:10.4236/psych.2011.27114 · Cited by 3
Why is It so Hard to Solve Long Divisions for 10-Year-Old Children?
Camos, V., & Baumer, J. (2015) · International Journal of School and Cognitive Psychology · doi:10.4172/2469-9837.1000s2-007 · Cited by 3
ON THE CELLULAR MECHANISMS UNDERLYING WORKING MEMORY CAPACITY IN HUMANS
Spera, E., Migliore, M., Nash Unsworth, A., & Tegolo, D. (2016) · Neural Network World · doi:10.14311/nnw.2016.26.019 · Cited by 3
The role of neural load effects in predicting individual differences in working memory function
Li, Y. P., Cooper, S. R., & Braver, T. S. (2021) · NeuroImage · doi:10.1016/j.neuroimage.2021.118656 · Cited by 4
Boosting inhibition control process by knitting at school
Sonnier, F., Lussiana, E., & Guéraud, S. (2023) · Frontiers in Psychology · doi:10.3389/fpsyg.2023.1062001 · Cited by 3
From Resource-Adaptive Navigation Assistance to Augmented Cognition
Zimmer, H. D., Münzer, S., & Baus, J. (2010) · Cognitive technologies · doi:10.1007/978-3-540-89408-7_3 · Cited by 3
Altmeyer, M., SCHWEIZER, K. W., Reiß, S., Ren, X., & Schreiner, M. (2013) · Learning and Individual Differences · doi:10.1016/j.lindif.2012.12.019 · Cited by 3
Intelligence and Intelligence Testing in Turkey
Gülgöz, S., & Kâğıtçıbaşı, Ç. (2004) · Cambridge University Press eBooks · doi:10.1017/cbo9780511616648.009 · Cited by 3
Sibaja-Molina, J., Pacheco, T. S., & Rodríguez‐Villagra, O. A. (2018) · Actualidades Investigativas en Educación · doi:10.15517/aie.v19i1.35325 · Cited by 4
Debraise, M., Gauvrit, N., & Mathy, F. (2020) · Psychonomic Bulletin & Review · doi:10.3758/s13423-020-01811-x · Cited by 3
Cognitive flexibility and stability at the task-set level: A dual-dimension framework
Nack, C., & Chiu, Y. (2023) · advances in/psychology · doi:10.56296/aip00007 · Cited by 10
The Role of Executive Function in Impulsive Consumer Purchasing Behavior
Adams, H. M. (2019) · Digital Archive @ GSU · doi:10.57709/14972830 · Cited by 3
Chong, J. (2003) · UWA Profiles and Research Repository (University of Western Australia) · Cited by 3
Johnson, A. (2015) · KU ScholarWorks (University of Kansas) · Cited by 3
Individual Differences in Cognitive, Musical, and Perceptual Abilities
Mauney, L. M., & Walker, B. N. (2007) · PsycEXTRA Dataset · doi:10.1037/e697332007-001 · Cited by 3
Is inhibition involved in the processing of opaque compound words?
Park, J., Sana, F., Gagné, C. L., & Spalding, T. L. (2020) · The Mental Lexicon · doi:10.1075/ml.19011.par · Cited by 3
Crime and Violence: Desensitization in Victims to Watching Criminal Events
Tella, R. D., Freira, L., Gálvez, R. H., Schargrodsky, E., Shalóm, D. E., & Sigman, M. (2017) · National Bureau of Economic Research · doi:10.3386/w23697 · Cited by 3
Kowialiewski, B., Lemaire, B., & Portrat, S. (2022) · doi:10.31234/osf.io/jc24w · Cited by 3
Dosher, B. A. (2005) · Encyclopedia of Cognitive Science · doi:10.1002/0470018860.s00575 · Cited by 3
Working Memory, Controlled Attention and Task Switching
Engle, R. W., & Kane, M. J. (2000) · doi:10.21236/ada375952 · Cited by 3
Self-citationPiñeyro, D. R., Azzollini, S., Depaula, P. D., & Inacio, E. J. H. (2024) · Acta Colombiana de Psicología · doi:10.14718/acp.2024.27.1.3 · Cited by 2
Complex span measures of working memory do not mediate the effects of age on the P3 and N400 ERPs
Joshi, J., Denaro, C. M., Hartley, A. A., & Reed, C. L. (2025) · Aging Brain · doi:10.1016/j.nbas.2025.100140 · Cited by 2
Penhale, S. H., Waters, A. B., Sarkar, S., McQuillan, L. E., Maczuzak, J., Datta, S., Lamb, D. G., Robertson, C. S., Rubenstein, R., Wagner, A. K., et al. (2025) · Journal of Neurotrauma · doi:10.1089/neu.2024.0566 · Cited by 2
Öksüz, H. İ., Yaşartürk, İ., Yıldız, M., ARICI, E. Y., Sotiropoulos, D. J., & Kalogiannakis, M. (2025) · Reading Psychology · doi:10.1080/02702711.2025.2566025 · Cited by 2
Verbal and nonverbal cognitive control functions in post-stroke nonfluent aphasia
Szollosi, I., Fenyvesi, E., Yang, S.-Y., & Marton, K. (2025) · Aphasiology · doi:10.1080/02687038.2025.2586717 · Cited by 2
Charting the trajectory of forgetting: Insights from a working memory period paradigm
Towse, J. N., Hitch, G. J., & Horton, N. J. (2019) · Memory & Cognition · doi:10.3758/s13421-019-00916-6 · Cited by 2
Piñeyro, D. R., & Azzollini, S. (2022) · Revista Iberoamericana ConCiencia. · doi:10.32654/concienciaepg.7-2.8 · Cited by 1
Scarfo, J., Suleyman, E., & Ball, M. (2023) · Heliyon · doi:10.1016/j.heliyon.2023.e15504 · Cited by 3
Piñeyro, D. R., Azzollini, S., Squillace, M., & Marquina-Luján, R. J. (2023) · Revista Iberoamericana ConCiencia. · doi:10.32654/conciencia.8-2.8 · Cited by 1
Virtual Reality, Artificial Intelligence and Language Learning
Schütze, U. (2024) · Bilingual processing and acquisition · doi:10.1075/bpa.19 · Cited by 3
Recollective and non-recollective processes in working memory retrieval
Rosselet-Jordan, F. L., Abadie, M., Elsig, S. M., Barrouillet, P., & Camos, V. (2024) · Cognition · doi:10.1016/j.cognition.2024.105978 · Cited by 2
The Relation Between Memory Speed and Capacity: A Domain-General Law of Human Cognition?
Uittenhove, K. L., & Vergauwe, E. (2019) · Journal of Cognition · doi:10.5334/joc.83 · Cited by 2
王, 艺. (2019) · 教育研究 · doi:10.32629/er.v2i12.2212 · Cited by 2
Metadata
- Authors
- Engle, R. W., Kane, M. J., & Tuholski, S. W.
- Affiliations
- Georgia Institute of Technology (US)
- Southern Illinois University Edwardsville (US)
- Venue
- Models of Working Memory
- Publisher
- Cambridge University Press
- Published
- 1999-04-13
- Pages
- 102-134
- OpenAlex
- W1559852210
- Cited by
- 1,195
- References
- 0
- Citations by year
- 2026: 12 · 2025: 14 · 2024: 40 · 2023: 24 · 2022: 38 · 2021: 32 · 2020: 33 · 2019: 35 · 2018: 37 · 2017: 42 · 2016: 55 · 2015: 60 · 2014: 66 · 2013: 68 · 2012: 60
- FWCI
- 105.07
- Type
- book chapter
- Language
- en
- Open access
- closed
- Locations
- Cambridge University Press eBooks (publishedVersion)
- Topics
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Cognitive Abilities and Testing
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural and Behavioral Psychology Studies
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neurobiology of Language and Bilingualism
- Keywords
- working memory, individual differences, attentional control, dorsolateral prefrontal cortex, phonological loop, visuospatial sketchpad, short-term memory, goal maintenance
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review