The DOI matches its Crossref record; 78 of the 78 references it cites were found in a registry or an index.
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.
Overview
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
Verification
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?
The cited source says what the claim attributes to it.
In the citing paper
“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
In the citing paper
“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]
In the citing paper
“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]
In the citing paper
“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]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Citations
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
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
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
mice: Multivariate Imputation by Chained Equations in R
Buuren, S. V., & Groothuis-Oudshoorn, K. (2011) · Journal of Statistical Software · doi:10.18637/jss.v045.i03 · Cited by 13,870
David, F. N., & Tukey, J. W. (1977) · Biometrics · doi:10.2307/2529486 · Cited by 12,707
Testing Structural Equation Models.
Clogg, C. C., Bollen, K. A., & Long, J. S. (1995) · Social Forces · doi:10.2307/2580595 · Cited by 8,246
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
(2010) · University of Twente Research Information · Cited by 6,037
Analysis of Incomplete Multivariate Data
Schafer, J. L. (1997) · doi:10.1201/9781439821862 · Cited by 6,012
Analysis of Incomplete Multivariate Data
Booth, D. E., & Schafer, J. L. (2000) · Technometrics · doi:10.2307/1271466 · Cited by 5,627
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
Items 401–473 of 473
Using Multi-task and Transfer Learning to Solve Working Memory Tasks
Jayram, T. S., Kornuta, T., McAvoy, R., & Özcan, A. S. (2018) · International Conference on Machine Learning and Applications · doi:10.1109/icmla.2018.00045
Reynoso, W. E. C., & Ramírez, F. H. N. (2018) · Ciencia Ingenierías y Aplicaciones · doi:10.22206/cyap.2018.v1i1.pp47-60
The Relationship between Working Memory Capacity and Insight Problem Solving
李, 俊. (2019) · Advances in Psychology · doi:10.12677/ap.2019.91007
Age-Related Differences in Working Memory and Creativity: Younger and Older Adults in Comparison
Firouzi, N. (2018) · Gothenburg University Publications Electronic Archive (Gothenburg University)
The endorsement of paranormal and new age belief as a unique form of coping
Lowrie, E. (2017) · CLOK (University of Central Lancashire)
Marx, I., Reis, O., & Berger, C. (2019) · BMJ Open · doi:10.1136/bmjopen-2018-027651 · Cited by 1
THE EFFECTS OF WORKING MEMORY CAPACITY AND TRAIT ANXIETY ON VISUAL SHORT-TERM MEMORY PERFORMANCE
Gonzalez, C. (2019) · CSUSB ScholarWorks (California State University, San Bernardino)
Using Multi-task and Transfer Learning to Solve Working Memory TasksPreprint
Jayram, T. S., Kornuta, T., McAvoy, R., & Özcan, A. S. (2018) · arXiv (Cornell University) · doi:10.48550/arxiv.1809.10847
How Reliable are Prefrontal tDCS Effects – Zero–effects on the Keep–track Task?Preprint
Paunović, D., Purić, D., Bjekić, J., & Filipović, S. R. (2019) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/736710
Memória de Trabalho Infantil: Informatização de uma Tarefa Avaliativa
Cordeiro, A. S., Tomaz, D. F. D. O., & Minervino, C. A. D. S. M. (2019) · Revista Neuropsicologia Latinoamericana · doi:10.5579/rnl.2019.0493
Functional opponency in working memory capacity predicts cognitive flexibility in problem solving.
Stockum, C. A. V. (2019) · ThinkIR: The University of Louisville's Institutional Repository (University of Louisville) · doi:10.18297/etd/3277
Understanding Vocabulary Growth Through An Adaptive Language Learning System
Kerz, E., Burgdorf, A., Wiechmann, D., Meeger, S., Qiao, Y., Kohlschein, C., & Meisen, T. (2019) · UvA-DARE (University of Amsterdam) · doi:10.18154/rwth-2020-03593
Working Memory Capacity and Familiarity With Testing Environment
Lu, Y. Y., Jones, J. S., & Booth, R. (2020) · Journal of Student Research · doi:10.47611/jsrhs.v9i1.1183
Chung, A., Busseri, M. A., & Arnell, K. M. (2021) · Psychological Research · doi:10.1007/s00426-020-01387-0
White Matter Integrity Correlates of the Reading SpanPreprint
Pechenkova, E., Panikratova, Y. R., Fomina, M. A., Mershina, E. A., Bazhenova, D. A., Makovskaya, L. A., Rumshiskaya, A. D., Fedorova, O., Sinitsyn, V. E., Лебедева, И. С., et al. (2021) · Preprints.org · doi:10.20944/preprints202101.0254.v2
Avaliação da memória de trabalho em crianças: uma revisão sistemática com metanálise
Tomaz, D. F. D. O., Cordeiro, A. S., & Minervino, C. A. D. S. M. (2021) · Revista Neuropsicologia Latinoamericana · doi:10.5579/rnl.2021.0526
Measuring the development of working memory capacity: Example of an adaptive complex span taskPreprint
Aubry, A., Gonthier, C., Hainselin, M., & Bourdin, B. (2018) · PsyArXiv (OSF Preprints) · doi:10.31234/osf.io/uxbt7 · Cited by 1
Common sense skills: Artificial intelligence and the workplace
Cheke, L. G., Halina, M., & Crosby, M. (2021) · Educational research and innovation · doi:10.1787/5fe70a0c-en
Assessing Natural Language Processing
Graham, Y. (2021) · Educational research and innovation · doi:10.1787/fcd5e244-en
SKILT study protocolPreprint
Bruijniks, S. J. E., Werthmann, J., & Renner, F. (2021) · doi:10.31234/osf.io/tr73e
A Qualitative Study of Emotional Lives of Teaching at Two Nigerian Universities
Igbafe, E. C. (2021) · European Journal of Psychology and Educational Research · doi:10.12973/ejper.4.2.97 · Cited by 1
Functional Cognitive Activities for Adults with Traumatic Brain Injury
Pala, A., Huang, K., & Cook, A. (2018) · doi:10.33015/dominican.edu/2018.ot.08
Coda: Creativity in psychological research versus in linguistics – Same but different?Preprint
Weiss, S., & Wilhelm, O. (2020) · doi:10.31234/osf.io/asbrx
Self-citationOECD (2022) · Educational research and innovation · doi:10.1787/39c4481a-fr
OECD (2022) · Educational research and innovation · doi:10.1787/cf9db84c-de
Lyu, E., & Fries, M.-H. (2023) · Recherche et pratiques pédagogiques en langues de spécialité · doi:10.4000/apliut.10520
Corvid Cognition In Terms Of Working Memory and ReasoningPreprint
Smoll, A. (2023) · doi:10.58445/rars.265
Fluency trumps working memory capacity in the truth effect
Mak, C. W., & Chooi, W.-T. (2023) · Journal of Cognitive Psychology · doi:10.1080/20445911.2023.2260048
Khan, B. A., Cromie, S., Leva, M. C., & Gormley, M. J. (2024) · SSRN Electronic Journal · doi:10.2139/ssrn.4824834
Individual Differences in Working and Long-Term Memory
Nash Unsworth, A. (2024) · Oxford University Press eBooks · doi:10.1093/oxfordhb/9780190917982.013.52
Sobczak, G. G., Zhou, X., Moore, L. E., Bolt, D. M., & Litovsky, R. Y. (2024) · PLoS ONE · doi:10.1371/journal.pone.0307158
Inhibition and math problem solving in the primary school years
Ng, J. L. K. (2019) · doi:10.32658/10497/22390
Somarowthu, P. (2024) · Carleton University's Institutional Repository (MacOdrum Library, Carleton University) · doi:10.22215/etd/2024-16287
Smith, M. S. (2024) · Discourse Processes · doi:10.1080/0163853x.2024.2433897
Distributional Latent Variable Models With an Application in Active Cognitive Testing
Kasumba, R., Marticorena, D., Pahor, A., Ramani, G. B., Goffney, I., Jaeggi, S. M., Seitz, A. R., Gardner, J. R., & Barbour, D. L. (2025) · IEEE Transactions on Cognitive and Developmental Systems · doi:10.1109/tcds.2025.3548962
Aizenberg, D., Ong, A. S. J., & Geng, X. (2025) · Accounting Perspectives · doi:10.1111/1911-3838.12400
Attention, consciousness, and inattentional blindness
Wentzell, A. (2025) · Synthese · doi:10.1007/s11229-025-05068-6
Löffler, C., Sadus, K., Frischkorn, G. T., Hagemann, D., & Schubert, A. (2025) · PsyArXiv (OSF Preprints) · doi:10.31234/osf.io/kfqt4_v2
Foreign Language Syndrome: Neurological and Psychiatric Aspects
Ghzawi, A., Madha, A., & Aburashed, R. A. (2025) · Neurology International · doi:10.3390/neurolint17080122
The involvement of working memory during retrieval from episodic memory
Kocsis, M., & Farrell, S. (2025) · Memory & Cognition · doi:10.3758/s13421-025-01786-x
Art Immersion: Evidence for attention restoration in museums
Vasta, N., & Biondi, F. N. (2025) · Consciousness and Cognition · doi:10.1016/j.concog.2025.103939
Is working memory a gateway to long-term memory?
Bartsch, L. M., Souza, A. S., Mızrak, E., & Oberauer, K. (2025) · Journal of Experimental Psychology General · doi:10.1037/xge0001860
Self-citationGoecke, B., Zimny, L., Hartung, J., Lösche, P., Golle, J., & Wilhelm, O. (2023) · doi:10.31234/osf.io/awyxe
Self-citationExploring Memory Span and Capacity: A Replication of Martin (1978, Experiment 2)
Mairena, P. M. G., Champagne, C., Poulin, V., Rochon, L., Tao, G., Allanach, J., Arenas, O., Arpaci, B., Attrassi, N., Berrada, Z., et al. (2025) · The Quantitative Methods for Psychology · doi:10.20982/tqmp.21.3.p138
The Effect of Working Memory Load on Impulsivity During Smoking Abstinence: An Eye-Tracking Study
Kose, E. A., & Pakyürek, G. (2026) · Substance Use & Misuse · doi:10.1080/10826084.2025.2604640
Min, Y., Liu, S., Zhang, B., Wanyan, X., Li, N., Lu, M. Y., Xie, J., & Kun, J. (2026) · International Journal of Human-Computer Interaction · doi:10.1080/10447318.2026.2618569
Combining Multiple Complex Span Tasks into a Single Working Memory Measure
Bazan, B. (2026) · International Journal of Psychology · doi:10.47604/ijp.3628
Li, Y., Lorenz, R., & Ouyang, G. (2026) · Imaging Neuroscience · doi:10.1162/imag.a.1155
Hülsemann, M., Löffler, C., & Schubert, A. (2026) · Communications Psychology · doi:10.1038/s44271-026-00521-9
Ojo, M. K. (2026) · Journal of Psychology and Neuroscience · doi:10.47485/2693-2490.1149
Are Mathematical and Musical Abilities Related Beyond Intelligence?
Meier, M. A., Spitzley, L., Ulusoy, S., Hubmann, A., DelaCruz, R., Grabner, R. H., & Müllensiefen, D. (2026) · Journal of Intelligence · doi:10.3390/jintelligence14030039
O’Farrell, A., Harroum, N., El-Housseini, A., Blanchet, P. J., Hanganu, A., & Neva, J. L. (2026) · Clinical Neurophysiology · doi:10.1016/j.clinph.2026.2111740
Jimenez, M. N., Saccardi, D. J., & Elliott, E. M. (2026) · Music Perception An Interdisciplinary Journal · doi:10.1525/mp.2026.2458198
Was, C., Rawson, K., & Zamary, A. (2018) · OSF Preprints (OSF Preprints)
The contribution of episodic Long-term Memory to Working Memory for Bindings.Preprint
Oberauer, K., & Bartsch, L. M. (2022) · OSF Preprints (OSF Preprints)
Self-citationUnder-resourced or overloaded? Rethinking working memory deficits in developmental language disorderPreprint
Westermann, G., & Jones, S. D. (2022) · OSF Preprints (OSF Preprints)
Assessing working memory test performance with a cognitive psychometric race model
Krämer, R. J., Schäfer, T., Kannen, C., Montag, C., & Schmitz, F. (2026) · Intelligence · doi:10.1016/j.intell.2026.102024
Maximum likelihood estimation of perceptual differences in sorting tasks
Liu, Y., Li, H., Xiang, Y., Zhou, M., Li, Q., Yu, H., Ejima, Y., Takahashi, S., Yang, J., Bai, B., et al. (2026) · PLoS ONE · doi:10.1371/journal.pone.0349396
Quote the Raven? Always! A brain morphometric analysis of the intelligence hierarchy
Román, F. J., Escorial, S., Burgaleta, M., Martínez, K., & Colom, R. (2026) · Anales de Psicología · doi:10.6018/analesps.673191
Duan, Y., Xiong, L., 赵英欣, Hu, C., Li, X. J., & Chen, Y. (2026) · Substance Use & Misuse · doi:10.1080/10826084.2026.2690610
ADHD and working memory: Reviewing causes for a consistent correlation
Hertler, S. C., Kideys, K., & Peñaherrera‐Aguirre, M. (2026) · Applied Neuropsychology Adult · doi:10.1080/23279095.2026.2721598
Teng, J., Montoya, G. A. L., Liu, T., Kaur, Y., Ouyang, G., Herrmann, C. S., & Hildebrandt, A. (2026) · NeuroImage · doi:10.1016/j.neuroimage.2026.122232
Self-citationFu, Y., Lord, R. G., & Braun, S. (2026) · Journal of Business and Psychology · doi:10.1007/s10869-026-10149-5
Rewards and feedback: How task context impacts performance on measures of executive functions
Sambol, S., Gemmell, A. M., & Ball, M. (2026) · Heliyon · doi:10.1016/j.heliyon.2026.e45444
Dijkstra, A., & Schmidberger, H. (2026) · Acta Psychologica · doi:10.1016/j.actpsy.2026.107881
Erkan, İ. (2026) · Journal of Interior Design · doi:10.1177/10717641261451428
Decoding Working Memory Capacity from Gaze and Arousal Dynamics using Machine Learning
Sharma, S., Hassan, A., & Guha, R. (2026) · Cognitive Computation · doi:10.1007/s12559-026-10664-w
Metadata
- 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