What is working memory capacity, and how can we measure it?
Open accessAbstract
A latent variable study examined whether different classes of working-memory tasks measure the same general construct of working-memory capacity (WMC). Data from 270 subjects were used to examine the relationship between Binding, Updating, Recall-N-back, and Complex Span tasks, and the relations of WMC with secondary memory measures, indicators of cognitive control from two response-conflict paradigms (Simon task and Eriksen flanker task), and fluid intelligence. Confirmatory factor analyses support the concept of a general WMC factor. Results from structural-equation modeling show negligible relations of WMC with response-conflict resolution, and very strong relations of WMC with secondary memory and fluid intelligence. The findings support the hypothesis that individual differences in WMC reflect the ability to build, maintain and update arbitrary bindings.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
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?
Wilhelm et al. reported a very high correlation (r = .92) between a latent factor consisting of n-back tasks and another factor comprising tasks similar to the arithmetical updating task, and argued that both types of task measure the same updating construct.
“Wilhelm et al. [48] reported a very high correlation (r = .92) between a latent factor consisting of n-back tasks and another factor comprising tasks similar to the arithmetical updating task, and they argued that both types of task measure the same updating construct.”
From Nearest transfer effects of working memory training: A comparison of two programs focused on working memory updating (2019) · cites this paper as [48]
The n-back and arithmetical updating tasks tap the same process, WMU.
“The n-back and arithmetical updating tasks were chosen as training tasks because they tap the same process, i.e., WMU. Both types of updating task have been considered as indicators of the same latent factor [47].”
From Nearest transfer effects of working memory training: A comparison of two programs focused on working memory updating (2019) · cites this paper as [48]
Transfer to another, structurally similar updating task tapping the same process as the trained one may sometimes prove unsuccessful.
“Our findings thus indicate that transfer to another, structurally similar updating task tapping the same process as the trained one [48] may sometimes prove unsuccessful.”
From Nearest transfer effects of working memory training: A comparison of two programs focused on working memory updating (2019) · cites this paper as [48]
The binding hypothesis views the working memory system as reflecting the ability to rapidly build, maintain, and update bindings or relations between memory items.
“the “binding hypothesis” (e.g., Wilhelm et al., 2013) views the working memory system as reflecting the ability to rapidly build, maintain, and update bindings or relations between memory items.”
From Which “working memory” are we talking about? Complex span tasks versus N-back (2025) · cites this paper as Wilhelm et al., 2013
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Multiple Imputation for Nonresponse in Surveys
Rubin, D. B. (1987) · Wiley Series in Probability and Statistics · doi:10.1002/9780470316696 · Cited by 20,701 · see citing works
Miyake, A., Friedman, N. P., Emerson, M. J., Witzki, A. H., Howerter, A., & Wager, T. D. (2000) · Cognitive Psychology · doi:10.1006/cogp.1999.0734 · Cited by 15,798 · see citing works
Testing Structural Equation Models.
Mueller, C. W., Bollen, K. A., & Long, J. S. (1994) · Contemporary Sociology A Journal of Reviews · doi:10.2307/2074955 · Cited by 14,211 · see citing works
<b>mice</b>: Multivariate Imputation by Chained Equations in<i>R</i>
Buuren, S. V., & Groothuis-Oudshoorn, K. (2011) · Journal of Statistical Software · doi:10.18637/jss.v045.i03 · Cited by 13,870 · see citing works
David, F. N., & Tukey, J. W. (1977) · Biometrics · doi:10.2307/2529486 · Cited by 12,707 · see citing works
Testing Structural Equation Models.
Clogg, C. C., Bollen, K. A., & Long, J. S. (1995) · Social Forces · doi:10.2307/2580595 · Cited by 8,244 · 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
(2010) · University of Twente Research Information · Cited by 6,037 · see citing works
Analysis of Incomplete Multivariate Data
Schafer, J. L. (1997) · doi:10.1201/9781439821862 · Cited by 6,012 · see citing works
Analysis of Incomplete Multivariate Data
Booth, D. E., & Schafer, J. L. (2000) · Technometrics · doi:10.2307/1271466 · Cited by 5,627 · see citing works
Book Review: Structural Equation Modeling: Concepts, Issues, and Applications
Rigdon, E. E., & Hoyle, R. H. (1997) · Journal of Marketing Research · doi:10.2307/3151904 · Cited by 4,085 · see citing works
Hu, L., & Bentler, P. M. (1995) · Cited by 4,008 · see citing works
Miyake, A., & Friedman, N. P. (2012) · Current Directions in Psychological Science · doi:10.1177/0963721411429458 · Cited by 3,944 · see citing works
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) · Psychonomic Bulletin & Review · doi:10.3758/bf03196772 · Cited by 2,882 · see citing works
Self-citationWorking Memory Capacity as Executive Attention
Engle, R. W. (2002) · Current Directions in Psychological Science · doi:10.1111/1467-8721.00160 · Cited by 2,507 · see citing works
The relations among inhibition and interference control functions: A latent-variable analysis.
Friedman, N. P., & Miyake, A. (2004) · Journal of Experimental Psychology: General · doi:10.1037/0096-3445.133.1.101 · Cited by 2,309 · see citing works
(1993) · Cited by 2,269 · see citing works
Tukey, J. W. (1977) · International Linear Collider · Cited by 2,167 · see citing works
Fox, J. P., Tukey, J. W., McNeil, D. R., Erickson, B. H., & Nosanchuk, T. A. (1978) · The Canadian Journal of Sociology · doi:10.2307/3340285 · Cited by 1,835 · see citing works
Bootstrapping goodness-of-fit measures in structural equation models.
Bollen, K. A., & Stine, R. A. (1992) · Sociological Methods & Research · doi:10.1177/0049124192021002004 · Cited by 1,831 · see citing works
Reasoning ability is (little more than) working-memory capacity?!
Kyllonen, P. C., & Christal, R. E. (1990) · Intelligence · doi:10.1016/s0160-2896(05)80012-1 · Cited by 1,810 · see citing works
Kane, M. J., & Engle, R. W. (2003) · Journal of Experimental Psychology: General · doi:10.1037/0096-3445.132.1.47 · Cited by 1,725 · cited 1× · see citing works
“…results with other executivecontrol paradigms were found in further studies comparing participant groups with high versus low complex-span scores— for example using the Stroop task (Kane and Engle, 2003), a Dichotic-Listening task (Conway et al., 2001), and a go/no-go task (Redick et al., 2011).”
ResultKane, 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
Self-citationIndividual differences in executive functions are almost entirely genetic in origin.
Friedman, N. P., Miyake, A., Young, S. E., DeFries, J. C., Corley, R. P., & Hewitt, J. K. (2008) · Journal of Experimental Psychology: General · doi:10.1037/0096-3445.137.2.201 · Cited by 1,547 · see citing works
A controlled-attention view of working-memory capacity.
Kane, M. J., Bleckley, M. K., Conway, A. R. A., & Engle, R. W. (2001) · Journal of Experimental Psychology: General · doi:10.1037/0096-3445.130.2.169 · Cited by 1,414 · 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
Engle, R. W., Kane, M. J., & Tuholski, S. W. (1999) · Models of Working Memory · doi:10.1017/cbo9781139174909.007 · Cited by 1,195 · see citing works
Executive Attention, Working Memory Capacity, and a Two-Factor Theory of Cognitive Control
Engle, R. W., & Kane, M. J. (2003) · Psychology of Learning and Motivation · doi:10.1016/s0079-7421(03)44005-x · Cited by 1,104 · see citing works
The concurrent validity of the <i>N</i> -back task as a working memory measure
Jaeggi, S. M., Buschkuehl, M., Perrig, W. J., & Meier, B. (2010) · Memory · doi:10.1080/09658211003702171 · Cited by 981 · see citing works
Working Memory and Intelligence: The Same or Different Constructs?
Ackerman, P. L., Beier, M. E., & Boyle, M. O. (2005) · Psychological Bulletin · doi:10.1037/0033-2909.131.1.30 · Cited by 969 · see citing works
Working memory, attention control, and the N-back task: a question of construct validity
Kane, M. J., Conway, A. R. A., Miura, T. K., & Colflesh, G. J. H. (2007) · Journal of Experimental Psychology: Learning, Memory, and Cognition · doi:10.1037/0278-7393.33.3.615 · Cited by 933 · cited 4× · see citing works
“Several studies reported only small correlations between performance on the n-back task and complex span tasks (Kane et al., 2007; Jaeggi et al., 2010a,b).”
BackgroundMethodResultInfluentialShah, P., & Miyake, A. (1996) · Journal of Experimental Psychology General · doi:10.1037/0096-3445.125.1.4 · Cited by 913 · see citing works
The cocktail party phenomenon revisited: The importance of working memory capacity
Conway, A. R. A., Cowan, N., & Bunting, M. F. (2001) · Psychonomic Bulletin & Review · doi:10.3758/bf03196169 · Cited by 875 · see citing works
Towards greener nanoimprint processes
Péra, C., Doucet, J., Carcenac, F., & Emmanuelle, D. (2022) · HAL · doi:10.1016/s0079 · Cited by 826 · see citing works
Use of the Extreme Groups Approach: A Critical Reexamination and New Recommendations.
Preacher, K. J., Rucker, D. D., MacCallum, R. C., & Nicewander, W. A. (2005) · Psychological Methods · doi:10.1037/1082-989x.10.2.178 · Cited by 732 · see citing works
Chapter 2 Design for a Working Memory
Oberauer, K. (2009) · Psychology of Learning and Motivation · doi:10.1016/s0079-7421(09)51002-x · Cited by 636 · see citing works
Self-citationSchmiedek (2010) · Frontiers in Aging Neuroscience · doi:10.3389/fnagi.2010.00027 · Cited by 607 · see citing works
Unsworth, N., & Engle, R. W. (2007) · Psychological Bulletin · doi:10.1037/0033-2909.133.6.1038 · Cited by 597 · see citing works
Working-memory capacity explains reasoning ability—and a little bit more
Süß, H., Oberauer, K., Wittmann, W. W., Wilhelm, O., & Schulze, R. (2002) · Intelligence · doi:10.1016/s0160-2896(01)00100-3 · Cited by 591 · see citing works
Self-citationThe use of multiple imputation for the analysis of missing data.
Sinharay, S., Stern, H. S., & Russell, D. (2001) · Psychological Methods · doi:10.1037/1082-989x.6.4.317 · Cited by 560 · see citing works
Kane, M. J., Hambrick, D. Z., & Conway, A. R. A. (2005) · Psychological Bulletin · doi:10.1037/0033-2909.131.1.66 · Cited by 545 · see citing works
Stürmer, B., Leuthold, H., Soetens, E. L. L., Schröter, H., & Sommer, W. (2002) · Journal of Experimental Psychology Human Perception & Performance · doi:10.1037//0096-1523.28.6.1345 · Cited by 531 · see citing works
Performance of Some Resistant Rules for Outlier Labeling
Hoaglin, D. C., Iglewicz, B., & Tukey, J. W. (1986) · Journal of the American Statistical Association · doi:10.2307/2289073 · Cited by 524 · see citing works
Jaeggi, S. M., Studer-Luethi, B., Buschkuehl, M., Su, Y.-F., Jonides, J., & Perrig, W. J. (2010) · Intelligence · doi:10.1016/j.intell.2010.09.001 · Cited by 509 · see citing works
Working memory capacity — facets of a cognitive ability construct
Oberauer, K., Süß, H., Schulze, R., Wilhelm, O., & Wittmann, W. W. (2000) · Personality and Individual Differences · doi:10.1016/s0191-8869(99)00251-2 · Cited by 496 · see citing works
Self-citationSchmiedek, F., Oberauer, K., Wilhelm, O., Süß, H., & Wittmann, W. W. (2007) · Journal of Experimental Psychology General · doi:10.1037/0096-3445.136.3.414 · Cited by 494 · see citing works
Self-citationAdult age differences in working memory
Dobbs, A. R., & Rule, B. G. (1989) · Psychology and Aging · doi:10.1037/0882-7974.4.4.500 · Cited by 466 · see citing works
The multiple faces of working memory
Oberauer, K., Süß, H., Wilhelm, O., & Wittman, W. (2003) · Intelligence · doi:10.1016/s0160-2896(02)00115-0 · Cited by 416 · see citing works
Self-citationOberauer, K., Schulze, R., Wilhelm, O., & Süß, H.-M. (2005) · Psychological Bulletin · doi:10.1037/0033-2909.131.1.61 · Cited by 410 · see citing works
Self-citationHeene, M., Hilbert, S., Draxler, C., Ziegler, M., & Bühner, M. (2011) · Psychological Methods · doi:10.1037/a0024917 · Cited by 406 · see citing works
Adult age differences in working memory.
Dobbs, A. R., & Rule, B. G. (1989) · Psychology and Aging · doi:10.1037//0882-7974.4.4.500 · Cited by 389 · see citing works
Nash Unsworth, A., & Spillers, G. J. (2010) · Journal of Memory and Language · doi:10.1016/j.jml.2010.02.001 · Cited by 373 · see citing works
Modeling working memory: An interference model of complex span
Oberauer, K., Lewandowsky, S., Farrell, S., Jarrold, C., & Greaves, M. (2012) · Psychonomic Bulletin & Review · doi:10.3758/s13423-012-0272-4 · Cited by 371 · see citing works
Self-citationOn the law relating processing to storage in working memory.
Barrouillet, P., Portrat, S., & Camos, V. (2011) · Psychological Review · doi:10.1037/a0022324 · Cited by 303 · see citing works
Complex span versus updating tasks of working memory: The gap is not that deep.
Schmiedek, F., Hildebrandt, A., Lövdén, M., Wilhelm, O., & Lindenberger, U. (2009) · Journal of Experimental Psychology: Learning, Memory, and Cognition · doi:10.1037/a0015730 · Cited by 277 · see citing works
Self-citationWhen fit indices and residuals are incompatible.
Browne, M. W., MacCallum, R. C., Kim, C., Andersen, B. L., & Glaser, R. (2002) · Psychological Methods · doi:10.1037/1082-989x.7.4.403 · Cited by 274 · see citing works
The components of working memory updating: An experimental decomposition and individual differences.
Ecker, U. K. H., Lewandowsky, S., Oberauer, K., & Chee, A. E. H. (2010) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/a0017891 · Cited by 260 · see citing works
Self-citationWhich working memory functions predict intelligence?
Oberauer, K., Süß, H., Wilhelm, O., & Wittmann, W. W. (2008) · Intelligence · doi:10.1016/j.intell.2008.01.007 · Cited by 252 · see citing works
Self-citationFocusing the spotlight: Individual differences in visual attention control.
Heitz, R. P., & Engle, R. W. (2007) · Journal of Experimental Psychology General · doi:10.1037/0096-3445.136.2.217 · Cited by 239 · see citing works
Working memory capacity and attention network test performance
Redick, T. S., & Engle, R. W. (2006) · Applied Cognitive Psychology · doi:10.1002/acp.1224 · Cited by 220 · see citing works
Individual Differences in Working Memory Capacity and Reasoning Ability
Oberauer, K., Süß, H., Wilhelm, O., & Sander, N. (2008) · Oxford University Press eBooks · doi:10.1093/acprof:oso/9780195168648.003.0003 · Cited by 191 · see citing works
Self-citationA working memory test battery for MATLAB
Lewandowsky, S., Oberauer, K., Yang, L.-X., & Ecker, U. K. H. (2010) · Behavior Research Methods · doi:10.3758/brm.42.2.571 · Cited by 179 · see citing works
Self-citationModels of verbal working memory capacity: What does it take to make them work?
Cowan, N., Rouder, J. N., Blume, C. L., & Saults, J. S. (2012) · Psychological Review · doi:10.1037/a0027791 · Cited by 167 · see citing works
Redick, T. S., Calvo, A., Gay, C. E., & Engle, R. W. (2011) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/a0022216 · Cited by 139 · see citing works
Storage capacity explains fluid intelligence but executive control does not
Chuderski, A., Taraday, M., Nȩcka, E., & Smoleń, T. (2012) · Intelligence · doi:10.1016/j.intell.2012.02.010 · Cited by 124 · see citing works
Nash Unsworth, A. (2009) · Acta Psychologica · doi:10.1016/j.actpsy.2009.11.010 · Cited by 120 · see citing works
Associative learning predicts intelligence above and beyond working memory and processing speed
Kaufman, S. B., DeYoung, C. G., Gray, J. R., Brown, J., & Mackintosh, N. J. (2009) · Intelligence · doi:10.1016/j.intell.2009.03.004 · Cited by 110 · see citing works
Nash Unsworth, A., Brewer, G. A., & Spillers, G. J. (2009) · Psychonomic Bulletin & Review · doi:10.3758/pbr.16.5.931 · Cited by 101 · see citing works
Wilhelm, O., & Oberauer, K. (2006) · The European Journal of Cognitive Psychology · doi:10.1080/09541440500215921 · Cited by 95 · see citing works
Self-citationReading the book of himself:The Uncommercial Travellerand ‘Dickensian’ style
Tandon, B. (2013) · Cambridge University Press eBooks · doi:10.1017/cbo9781139236201.011 · Cited by 75 · see citing works
Keye, D., Wilhelm, O., Oberauer, K., & van Ravenzwaaij, D. (2008) · Psychological Research · doi:10.1007/s00426-008-0188-9 · Cited by 71 · see citing works
Self-citationThe Measurement of Working Memory Capacity
Oberauer, K. (2005) · Sage eBooks · doi:10.4135/9781452233529.n22 · Cited by 57 · see citing works
Self-citationLearning, working memory, and intelligence revisited
Tamez, E., Myerson, J., & Hale, S. (2008) · Behavioural Processes · doi:10.1016/j.beproc.2008.01.008 · Cited by 51 · see citing works
A group-administered lag task as a measure of working memory
Shelton, J. T., Metzger, R. L., & Elliott, E. M. (2007) · Behavior Research Methods · doi:10.3758/bf03193017 · Cited by 41 · see citing works
Contributions of associative learning to age and individual differences in fluid intelligence
Tamez, E., Myerson, J., & Hale, S. (2012) · Intelligence · doi:10.1016/j.intell.2012.04.004 · Cited by 32 · see citing works
Öztekin, I., & Brian Mcelree, A. (2010) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/a0018029 · Cited by 30 · see citing works
Yousfi, S., & Böhme, H. F. (2012) · Psychological test and assessment modeling · Cited by 12 · see citing works
The hierarchical Tobit model: A case study in Bayesian computing
Polasek, W., & Krause, A. (1994) · OR Spectrum · doi:10.1007/bf01719471 · Cited by 6 · see citing works
Flagged first, then by citations
Research works printed but not linked: 2
- Allison P. D. (2001). Missing Data. Thousand Oaks, CA: Sage Publications
- Keye D. Wilhelm O. Oberauer K. van Ravenzwaaij D. (2010). Erratum. Individual differences in conflict-monitoring: testing means and covariance hypothesis about the Simon and the Eriksen Flanker task. Psychol. Res. 74, 237– 238 10.1007/s00426-008-0188-9 19034502 · DOI
Cited by
Sorted by citations
Working memory and attention - a conceptual analysis and review
Oberauer, K. (2019) · Journal of Cognition · doi:10.5334/joc.58 · Cited by 634 · see citing works
Self-citationExecutive Functioning and Mathematics Achievement
Bull, R., & Lee, K. (2014) · Child Development Perspectives · doi:10.1111/cdep.12059 · Cited by 552 · see citing works
Cortés Pascual, A., Moyano Muñoz, N., & Quílez Robres, A. (2019) · Frontiers in Psychology · doi:10.3389/fpsyg.2019.01582 · Cited by 540 · see citing works
Benchmarks for models of short-term and working memory.
Oberauer, K., Lewandowsky, S., Awh, E., Brown, G. D. A., Conway, A. R. A., Cowan, N., Donkin, C., Farrell, S., Hitch, G. J., Hurlstone, M. J., et al. (2018) · Psychological Bulletin · doi:10.1037/bul0000153 · Cited by 441 · see citing works
Self-citationWhat limits working memory capacity?
Oberauer, K., Farrell, S., Jarrold, C., & Lewandowsky, S. (2016) · Psychological Bulletin · doi:10.1037/bul0000046 · Cited by 369 · see citing works
Self-citationFrom Brain Maps to Cognitive Ontologies: Informatics and the Search for Mental Structure
Poldrack, R. A., & Yarkoni, T. (2015) · Annual Review of Psychology · doi:10.1146/annurev-psych-122414-033729 · Cited by 358 · see citing works
Shortened complex span tasks can reliably measure working memory capacity
Foster, J. L., Shipstead, Z., Harrison, T. L., Hicks, K. L., Redick, T. S., & Engle, R. W. (2014) · Memory & Cognition · doi:10.3758/s13421-014-0461-7 · Cited by 330 · see citing works
Rey-Mermet, A., Gade, M., & Oberauer, K. (2017) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/xlm0000450 · Cited by 317 · see citing works
Self-citationWang, R., Liu, M., Cheng, X., Wu, Y., Hildebrandt, A., & Zhou, C. (2021) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.2022288118 · Cited by 282 · see citing works
Self-citationAI and the Future of Skills, Volume 1
OECD (2021) · Educational research and innovation · doi:10.1787/5ee71f34-en · Cited by 214 · see citing works
Identification of personal traits in adaptive learning environment: Systematic literature review
Afini Normadhi, N. B., Shuib, L., Md Nasir, H. N., Bimba, A., Idris, N., & Balakrishnan, V. (2019) · Computers & Education · doi:10.1016/j.compedu.2018.11.005 · Cited by 204 · see citing works
Schmiedek, F., Lövdén, M., & Lindenberger, U. (2014) · Frontiers in Psychology · doi:10.3389/fpsyg.2014.01475 · Cited by 173 · see citing works
Integrated Intelligence from Distributed Brain Activity
Duncan, J., Assem, M., & Shashidhara, S. (2020) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2020.06.012 · Cited by 170 · see citing works
Gajewski, P. D., Hanisch, E., Falkenstein, M., Thönes, S., & Wascher, E. (2018) · Frontiers in Psychology · doi:10.3389/fpsyg.2018.02208 · Cited by 161 · see citing works
Yan, A. F., Nicholson, L. L., Ward, R. E., Hiller, C. E., Dovey, K., Parker, H. M., Low, L., Moyle, G., & Chan, C. L. (2024) · Sports Medicine · doi:10.1007/s40279-023-01990-2 · Cited by 159 · see citing works
Developmental changes in working memory, updating, and math achievement.
Lee, K. L., & Bull, R. (2015) · Journal of Educational Psychology · doi:10.1037/edu0000090 · Cited by 157 · see citing works
Wallace, M. P. (2020) · Language Learning · doi:10.1111/lang.12424 · Cited by 151 · see citing works
Young, E. S., Griskevicius, V., Simpson, J. A., Waters, T. E. A., & Mittal, C. (2018) · Journal of Personality and Social Psychology · doi:10.1037/pspi0000124 · Cited by 144 · see citing works
Evolution of Models of Working Memory and Cognitive Resources
Wingfield, A. (2016) · Ear & Hearing · doi:10.1097/aud.0000000000000310 · Cited by 123 · see citing works
Kaushanskaya, M., Park, J. S., Gangopadhyay, I., Davidson, M. M., & Weismer, S. E. (2017) · Journal of Speech Language and Hearing Research · doi:10.1044/2016_jslhr-l-15-0310 · Cited by 123 · see citing works
Könen, T., Dirk, J., & Schmiedek, F. (2014) · Journal of Child Psychology and Psychiatry · doi:10.1111/jcpp.12296 · Cited by 112 · see citing works
Working memory updating involves item-specific removal
Ecker, U. K. H., Oberauer, K., & Lewandowsky, S. (2014) · Journal of Memory and Language · doi:10.1016/j.jml.2014.03.006 · Cited by 110 · see citing works
Self-citationGulbinaite, R., van Rijn, H., & Cohen, M. X. (2014) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2014.00761 · Cited by 109 · see citing works
von Bastian, C. C., Blais, C., Brewer, G. A., Gyurkovics, M., Hedge, C., Kałamała, P., Meier, M. E., Oberauer, K., Rey-Mermet, A., Rouder, J. N., et al. (2020) · doi:10.31234/osf.io/x3b9k · Cited by 105 · see citing works
Self-citationRetest effects in working memory capacity tests: A meta-analysis
Scharfen, J., Jansen, K., & Holling, H. (2018) · Psychonomic Bulletin & Review · doi:10.3758/s13423-018-1461-6 · Cited by 104 · see citing works
On the Binding Problem in Artificial Neural Networks
Greff, K., van Steenkiste, S., & Schmidhuber, J. (2020) · arXiv · doi:10.48550/arxiv.2012.05208 · Cited by 102 · see citing works
Individual differences in long-term memory.
Unsworth, N. (2019) · Psychological Bulletin · doi:10.1037/bul0000176 · Cited by 99 · see citing works
Bilingualism and domain-general cognitive functions from a neural perspective: A systematic review
Tao, L., Wang, G., Zhu, M., & Cai, Q. (2021) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2021.02.029 · Cited by 96 · 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
Weiss, S., Steger, D., Kaur, Y., Hildebrandt, A., Schroeders, U., & Wilhelm, O. (2020) · European Journal of Personality · doi:10.1002/per.2288 · Cited by 84 · see citing works
Self-citationHow common are WM deficits in children with difficulties in reading and mathematics?
Gathercole, S. E., CALM Team, Woolgar, F., Kievit, R., Astle, D. E., Manly, T., & Holmes, J. (2016) · Journal of Applied Research in Memory and Cognition · doi:10.1016/j.jarmac.2016.07.013 · Cited by 84 · 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
Weismer, S. E., Kaushanskaya, M., Larson, C., Mathée‐Scott, J., & Bolt, D. M. (2018) · Journal of Speech Language and Hearing Research · doi:10.1044/2018_jslhr-l-rsaut-18-0026 · Cited by 77 · see citing works
Mahjoory, K., Čėsnaitė, E., Hohlefeld, F. U., Villringer, A., & Nikulin, V. V. (2018) · NeuroImage · doi:10.1016/j.neuroimage.2018.12.001 · Cited by 76 · see citing works
Working memory training in older adults: Bayesian evidence supporting the absence of transfer.
Guye, S., & von Bastian, C. C. (2017) · Psychology and Aging · doi:10.1037/pag0000206 · Cited by 75 · see citing works
Affective Working Memory: An Integrative Psychological Construct
Mikels, J. A., & Reuter-Lorenz, P. (2019) · Perspectives on Psychological Science · doi:10.1177/1745691619837597 · Cited by 61 · see citing works
Guye, S., Simoni, C. D., & von Bastian, C. C. (2017) · Journal of Cognitive Enhancement · doi:10.1007/s41465-017-0049-9 · Cited by 75 · see citing works
Webb, S. L., Loh, V., Lampit, A., Bateman, J. E., & Birney, D. P. (2018) · Neuropsychology Review · doi:10.1007/s11065-018-9374-8 · Cited by 75 · see citing works
Grissmann, S., Faller, J., Scharinger, C., Spüler, M., & Gerjets, P. H. (2017) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2017.00616 · Cited by 74 · see citing works
Clarke, N. A., Henshaw, H., Akeroyd, M. A., Adams, B., & Hoare, D. J. (2020) · Trends in Hearing · doi:10.1177/2331216520918416 · Cited by 74 · see citing works
Frischkorn, G. T., Schubert, A., & Hagemann, D. (2019) · Intelligence · doi:10.1016/j.intell.2019.05.003 · Cited by 71 · see citing works
The relational integration task explains fluid reasoning above and beyond other working memory tasks
Chuderski, A. (2013) · Memory & Cognition · doi:10.3758/s13421-013-0366-x · Cited by 71 · see citing works
Working Memory Capacity Limits Memory for Bindings
Oberauer, K. (2019) · Journal of Cognition · doi:10.5334/joc.86 · Cited by 71 · see citing works
Self-citationDunning, D. L., Westgate, B., & Adlam, A. (2016) · Neuropsychology · doi:10.1037/neu0000285 · Cited by 69 · see citing works
Schmitter‐Edgecombe, M., Sumida, C. A., & Cook, D. J. (2020) · The Clinical Neuropsychologist · doi:10.1080/13854046.2020.1733097 · Cited by 68 · see citing works
Chronic exercise keeps working memory and inhibitory capacities fit
Padilla, C., Pérez, L., & Andrés, P. (2014) · Frontiers in Behavioral Neuroscience · doi:10.3389/fnbeh.2014.00049 · Cited by 68 · see citing works
Fluctuations in elementary school children’s working memory performance in the school context.
Dirk, J., & Schmiedek, F. (2015) · Journal of Educational Psychology · doi:10.1037/edu0000076 · Cited by 66 · see citing works
Explanation as a Cognitive Process
Horne, Z., Muradoglu, M., & Cimpian, A. (2019) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2018.12.004 · Cited by 65 · see citing works
The Effect of Gender Body-Swap Illusions on Working Memory and Stereotype Threat
Peck, T. C., Doan, M., Bourne, K. A., & Good, J. J. (2018) · IEEE Transactions on Visualization and Computer Graphics · doi:10.1109/tvcg.2018.2793598 · Cited by 62 · see citing works
The common factor of executive functions measures nothing but speed of information uptake
Löffler, C., Frischkorn, G. T., Hagemann, D., Sadus, K., & Schubert, A. (2024) · Psychological Research · doi:10.1007/s00426-023-01924-7 · Cited by 60 · see citing works
Körner, U., Röer, J. P., Buchner, A., & Bell, R. (2017) · Journal of Memory and Language · doi:10.1016/j.jml.2017.05.005 · Cited by 60 · see citing works
Yang, X., Chung, K. K. H., & McBride, C. A. (2019) · Educational Psychology · doi:10.1080/01443410.2018.1546831 · Cited by 60 · see citing works
Tiego, J., Bellgrove, M. A., Whittle, S., Pantelis, C., & Testa, R. (2019) · Developmental Science · doi:10.1111/desc.12918 · Cited by 60 · see citing works
Davidson, M. M., Kaushanskaya, M., & Weismer, S. E. (2018) · Journal of Autism and Developmental Disorders · doi:10.1007/s10803-018-3617-7 · Cited by 58 · see citing works
Dissociable mechanisms underlying individual differences in visual working memory capacity
Gulbinaite, R., Johnson, A., de Jong, R., Morey, C. C., & van Rijn, H. (2014) · NeuroImage · doi:10.1016/j.neuroimage.2014.05.060 · Cited by 57 · see citing works
Representation of different exact numbers of prey by a spider-eating predator
Cross, F. R., & Jackson, R. R. (2017) · Interface Focus · doi:10.1098/rsfs.2016.0035 · Cited by 56 · see citing works
Aminihajibashi, S., Hagen, T., Foldal, M. D., Laeng, B., & Espeseth, T. (2019) · International Journal of Psychophysiology · doi:10.1016/j.ijpsycho.2019.03.007 · Cited by 56 · see citing works
Himi, S. A., Bühner, M., Schwaighofer, M., Klapetek, A., & Hilbert, S. (2019) · Cognition · doi:10.1016/j.cognition.2019.04.010 · Cited by 56 · see citing works
The role of working memory in processing L2 input: Insights from eye-tracking
Indrarathne, B., & Kormos, J. (2017) · Bilingualism Language and Cognition · doi:10.1017/s1366728917000098 · Cited by 55 · see citing works
Schmitz, F., & Wilhelm, O. (2016) · Journal of Intelligence · doi:10.3390/jintelligence4040013 · Cited by 55 · see citing works
Self-citationWorking memory, executive functions, and emotional intelligence in second language writing
Mavrou, I. (2020) · Journal of Second Language Writing · doi:10.1016/j.jslw.2020.100758 · Cited by 54 · see citing works
Is there such a thing as a ‘good statistical learner’?
Bogaerts, L., Siegelman, N., Christiansen, M. H., & Frost, R. (2021) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2021.10.012 · Cited by 54 · see citing works
A Latent Factor Analysis of Working Memory Measures Using Large-Scale Data
Waris, O., Soveri, A., Ahti, M., Hoffing, R. C., Ventus, D., Jaeggi, S. M., Seitz, A. R., & Laine, M. (2017) · Frontiers in Psychology · doi:10.3389/fpsyg.2017.01062 · Cited by 51 · see citing works
Inducing and Mitigating Stereotype Threat Through Gendered Virtual Body-Swap Illusions
Peck, T. C., Good, J. J., & Bourne, K. A. (2020) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3313831.3376419 · Cited by 51 · see citing works
Montgomery, J. W., Evans, J. L., Fargo, J. D., Schwartz, S., & Gillam, R. B. (2018) · Journal of Speech Language and Hearing Research · doi:10.1044/2018_jslhr-l-17-0421 · Cited by 49 · see citing works
Aryadoust, V., Foo, S. W. L., & Ng, L. Y. (2021) · Language Testing · doi:10.1177/02655322211026876 · Cited by 49 · see citing works
Does limited working memory capacity underlie age differences in associative long-term memory?
Bartsch, L. M., Loaiza, V. M., & Oberauer, K. (2018) · Psychology and Aging · doi:10.1037/pag0000317 · Cited by 48 · see citing works
Self-citationWorking memory capacity predicts effective multitasking
Pollard, M. A., & Courage, M. L. (2017) · Computers in Human Behavior · doi:10.1016/j.chb.2017.08.008 · Cited by 47 · see citing works
Aubry, A., Gonthier, C., & Bourdin, B. (2021) · Acta Psychologica · doi:10.1016/j.actpsy.2021.103358 · Cited by 47 · see citing works
Murphy, K., & Creux, O. (2021) · Computers in Human Behavior · doi:10.1016/j.chb.2020.106532 · Cited by 68 · see citing works
How the design and complexity of concept maps influence cognitive learning processes
Krieglstein, F., Schneider, S., Beege, M., & Rey, G. D. (2022) · Educational Technology Research and Development · doi:10.1007/s11423-022-10083-2 · Cited by 46 · see citing works
On the encapsulation of bilingual language control
Paap, K. R., Anders-Jefferson, R. T., Mikulinsky, R., Masuda, S., & Mason, L. (2018) · Journal of Memory and Language · doi:10.1016/j.jml.2018.12.001 · Cited by 46 · see citing works
Gillam, R. B., Montgomery, J. W., Evans, J. L., & Gillam, S. L. (2019) · International Journal of Speech-Language Pathology · doi:10.1080/17549507.2018.1559883 · Cited by 46 · see citing works
Towards Intelligent Data Analytics: A Case Study in Driver Cognitive Load Classification
Barua, S., Ahmed, M. U., & Begum, S. (2020) · Brain Sciences · doi:10.3390/brainsci10080526 · Cited by 46 · see citing works
Is Flexibility More than Fluency and Originality?
Weiss, S., & Wilhelm, O. (2022) · Journal of Intelligence · doi:10.3390/jintelligence10040096 · Cited by 45 · see citing works
Self-citationCespón, J., Rodella, C., Miniussi, C., & Pellicciari, M. C. (2019) · Clinical Neurophysiology · doi:10.1016/j.clinph.2019.08.016 · Cited by 45 · see citing works
Gajewski, P. D., & Falkenstein, M. (2018) · Neural Plasticity · doi:10.1155/2018/3454835 · Cited by 44 · see citing works
Živanović, M., Paunović, D., Konstantinović, U., Vulić, K., Bjekić, J., & Filipović, S. R. (2021) · Neurobiology of Learning and Memory · doi:10.1016/j.nlm.2021.107398 · Cited by 44 · see citing works
The Effects of Noise on Children’s Cognitive Performance: A Systematic Review
Gheller, F., Spicciarelli, G., Scimemi, P., & Arfé, B. (2023) · Environment and Behavior · doi:10.1177/00139165241245823 · Cited by 43 · see citing works
Walshe, E. A., Patterson, M., Commins, S., & Roche, R. A. P. (2015) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2015.00200 · Cited by 43 · see citing works
Limitations of working memory capacity: The cognitive and social consequences
Gruszka, A., & Nȩcka, E. (2017) · European Management Journal · doi:10.1016/j.emj.2017.07.001 · Cited by 43 · see citing works
Sleep and Cognitive Performance From Teens To Old Age: More Is Not Better
Richards, A. L., Inslicht, S. S., Metzler, T. J., Mohlenhoff, B. S., Rao, M. N., O’Donovan, A., & Neylan, T. C. (2017) · SLEEP · doi:10.1093/sleep/zsw029 · Cited by 42 · see citing works
Disentangling Working Memory Functioning in Mood States of Bipolar Disorder: A Systematic Review
Soraggi-Frez, C., Santos, F. H., Albuquerque, P. B., & Malloy‐Diniz, L. F. (2017) · Frontiers in Psychology · doi:10.3389/fpsyg.2017.00574 · Cited by 42 · see citing works
von Bastian, C. C., & Druey, M. D. (2017) · Journal of Experimental Psychology General · doi:10.1037/xge0000333 · Cited by 42 · see citing works
Parietal low beta rhythm provides a dynamical substrate for a working memory buffer
Gelastopoulos, A., Whittington, M. A., & Kopell, N. (2019) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1902305116 · Cited by 42 · see citing works
Juniati, D., & Budayasa, I. K. (2020) · Journal for the Education of Gifted Young Scientists · doi:10.17478/jegys.653518 · Cited by 42 · see citing works
Evaluating the Effectiveness of Commercial Brain Game Training with Working-Memory Tasks
Strobach, T., & Huestegge, L. (2017) · Journal of Cognitive Enhancement · doi:10.1007/s41465-017-0053-0 · Cited by 42 · see citing works
The contribution of episodic long-term memory to working memory for bindings
Bartsch, L. M., & Oberauer, K. (2022) · Cognition · doi:10.1016/j.cognition.2022.105330 · Cited by 41 · see citing works
Self-citationThe Hebb repetition effect in simple and complex memory span
Oberauer, K., Jones, T., & Lewandowsky, S. (2015) · Memory & Cognition · doi:10.3758/s13421-015-0512-8 · Cited by 41 · see citing works
Self-citationPe, M. L., Brose, A., Gotlib, I. H., & Kuppens, P. (2015) · Emotion · doi:10.1037/emo0000097 · Cited by 41 · see citing works
Assessment of mental fatigue and stress on electronic sport players with data fusion
Gündoğdu, S., Çolak, Ö. H., Doğan, E. A., Gülbetekin, E., & Polat, Ö. (2021) · Medical & Biological Engineering & Computing · doi:10.1007/s11517-021-02389-9 · Cited by 40 · see citing works
Fischer, M., & Sliwka, D. (2018) · Games and Economic Behavior · doi:10.1016/j.geb.2018.02.005 · Cited by 40 · see citing works
Diningrat, S. W. M., Setyosarı, P., Ulfa, S. U., & Widiati, U. (2023) · Journal of New Approaches in Educational Research · doi:10.7821/naer.2023.1.1073 · Cited by 40 · see citing works
Associating working memory capacity and code change ordering with code review performance
Baum, T., Schneider, K. A., & Bacchelli, A. (2019) · Empirical Software Engineering · doi:10.1007/s10664-018-9676-8 · Cited by 39 · see citing works
The effects of cognitive abilities and task demands on tonic and phasic pupil sizes
Aminihajibashi, S., Hagen, T., Andreassen, O. A., Laeng, B., & Espeseth, T. (2020) · Biological Psychology · doi:10.1016/j.biopsycho.2020.107945 · Cited by 39 · see citing works
Noise, Cognitive Function, and Worker Productivity
Dean, J. T. (2024) · American Economic Journal: Applied Economics · doi:10.1257/app.20220532 · Cited by 20 · 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
The Multiple Faces of Risk-Taking
Schmitz, F., Manske, K., Preckel, F., & Wilhelm, O. (2016) · European Journal of Psychological Assessment · doi:10.1027/1015-5759/a000335 · Cited by 38 · see citing works
Self-citationSchmiedek, F., Lövdén, M., von Oertzen, T., & Lindenberger, U. (2020) · PeerJ · doi:10.7717/peerj.9290 · Cited by 38 · see citing works
Doyle, C., Smeaton, A. F., Roche, R. A. P., & Boran, L. (2018) · Frontiers in Psychology · doi:10.3389/fpsyg.2018.00795 · Cited by 37 · see citing works
- Authors
- Wilhelm, O., Hildebrandt, A., & Oberauer, K.
- Affiliations
- Universität Ulm (DE)
- Humboldt-Universität zu Berlin (DE)
- University of Zurich (CH)
- Corresponding author
- Wilhelm, Oliver
- Venue
- Frontiers in Psychology
- Publisher
- Frontiers Media SA
- Published
- 2013
- Volume
- 4
- Pages
- 433-433
- ISSN
- 1664-1078 (ISSN-L)
- PMC
- PMC3721021
- OpenAlex
- W2115768836
- Cited by
- 468
- References
- 78
- Citations by year
- 2026: 23 · 2025: 38 · 2024: 46 · 2023: 40 · 2022: 46 · 2021: 56 · 2020: 47 · 2019: 43 · 2018: 50 · 2017: 33 · 2016: 22 · 2015: 11 · 2014: 11 · 2013: 2
- FWCI
- 20.77
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- cc-by
- Locations
- Frontiers in Psychology (publishedVersion, cc-by)
- Europe PMC (PubMed Central) (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Zurich Open Repository and Archive (University of Zurich) (acceptedVersion, cc-by)
- OPen Access Repositorium der Universität Ulm (OPARU) (Ulm University) (submittedVersion, other-oa)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- edoc Publication server (Humboldt University of Berlin) (submittedVersion, cc-by)
- Zurich Open Repository and Archive (University of Zurich) (submittedVersion, cc-by)
- Universität Ulm, Kommunikations- und Informationszentrum (kiz) (cc-by)
- Zurich Open Repository and Archive (University of Zurich)
- Funders
- Deutsche Forschungsgemeinschaft
- Topics
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Cognitive Abilities and Testing
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural and Behavioral Psychology Studies
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Cognitive Functions and Memory
- Keywords
- working memory capacity, latent constructs, binding, updating, complex span, secondary memory, cognitive control, response conflict, Simon task, flanker task, fluid intelligence, individual differences
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