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Working Memory Capacity and Fluid Intelligence Are Strongly Related Constructs: Comment on Ackerman, Beier, and Boyle (2005).
Abstract
The authors agree with P. L. Ackerman, M. E. Beier, and M. O. Boyle (2005; see record 2004-22408-002) that working memory capacity (WMC) is not isomorphic with general fluid intelligence (Gf) or reasoning ability. However, the WMC and Gf/reasoning constructs are more strongly associated than Ackerman et al. (2005) indicate, particularly when considering the outcomes of latent-variable studies. The authors' reanalysis of 14 such data sets from 10 published studies, representing more than 3,100 young-adult subjects, suggests a strong correlation between WMC and Gf/reasoning factors (median r=.72), indicating that the WMC and Gf constructs share approximately 50% of their variance. This comment also clarifies the authors' "executive attention" view of WMC, it demonstrates that WMC has greater discriminant validity than Ackerman et al. (2005) implied, and it suggests some future directions and challenges for the scientific study of the convergence of WMC, attention control, and intelligence.
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“However, working memory capacity and intelligence share approximately 50% common variance (measured with latent variables; Kane et al., 2005).”
From Working Memory Training Does Not Improve Performance on Measures of Intelligence or Other Measures of “Far Transfer”: Evidence From a Meta-Analytic Review (2016) · cites this paper as Kane et al., 2005
In the citing paper
“Estimates report a shared variance of at least 50% (Kane, Hambrick, & Conway, 2005;Oberauer, Schulze, Wilhelm, & Suss, 2005)”
From Improving fluid intelligence with training on working memory: a meta-analysis (2015) · cites this paper as Kane, Hambrick, & Conway, 2005
In the citing paper
“WM capacity is positively correlated with essential cognitive functions such as fluid intelligence and attentional processes (Engle, 2018;Kane, Hambrick, & Conway, 2005;Süß, Oberauer, Wittmann, Wilhelm, & Schulze, 2002).”
From Working memory training in typically developing children: A multilevel meta-analysis (2020) · cites this paper as Kane et al., 2005
In the citing paper
“WM capacity, that is, the number of items WM can retain and manipulate, is strongly correlated with fluid intelligence (Engle, Tuholski, Laughlin, & Conway, 1999;Kane, Hambrick, & Conway, 2005)”
From Working memory training does not enhance older adults' cognitive skills: A comprehensive meta-analysis (2019) · cites this paper as Kane, Hambrick, & Conway, 2005
Citations
Cites
Convergent and discriminant validation by the multitrait-multimethod matrix.
Campbell, D. T., & Fiske, D. W. (1959) · Psychological Bulletin · doi:10.1037/h0046016 · Cited by 17,116
The magical number 4 in short-term memory: A reconsideration of mental storage capacity
Cowan, N. (2001) · Behavioral and Brain Sciences · doi:10.1017/s0140525x01003922 · Cited by 6,779
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
The Psychology of Learning and Motivation
(2021) · The Psychology of learning and motivation/The psychology of learning and motivation · doi:10.1016/s0079-7421(21)x0002-3 · Cited by 5,082
(2005) · Choice Reviews Online · doi:10.5860/choice.43-0626 · Cited by 4,726
Working memory, short-term memory, and general fluid intelligence: A latent-variable approach.
Engle, R. W., Tuholski, S. W., Laughlin, J. E., & Conway, A. R. A. (1999) · Journal of Experimental Psychology: General · doi:10.1037/0096-3445.128.3.309 · Cited by 3,078
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
Models of Working Memory: Mechanisms of Active Maintenance and Executive Control
Miyake, A., & Shah, P. (1999) · Cited by 2,404
Kane, M. J., & Engle, R. W. (2002) · Psychonomic Bulletin & Review · doi:10.3758/bf03196323 · Cited by 2,229
Self-citation(1993) · Medical Entomology and Zoology · Cited by 1,882
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
Kane, 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
Self-citationWorking memory and language comprehension: A meta-analysis
Daneman, M., & Merikle, P. M. (1996) · Psychonomic Bulletin & Review · doi:10.3758/bf03214546 · Cited by 1,520
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
Self-citationWorking memory capacity and its relation to general intelligence
Conway, A. R. A., Kane, M. J., & Engle, R. W. (2003) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2003.10.005 · Cited by 1,223
Self-citationEngle, R. W., Kane, M. J., & Tuholski, S. W. (1999) · Models of Working Memory · doi:10.1017/cbo9781139174909.007 · Cited by 1,195
Self-citationMiyake, A., Friedman, N. P., Rettinger, D. A., Shah, P., & Hegarty, M. (2001) · Journal of Experimental Psychology: General · doi:10.1037/0096-3445.130.4.621 · Cited by 1,139
Conway, A. R. A., Cowan, N., Bunting, M. F., Therriault, D. J., & Minkoff, S. R. B. (2002) · Intelligence · doi:10.1016/s0160-2896(01)00096-4 · Cited by 1,108
Self-citationExecutive 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
Self-citationWorking 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
The Abilities of Man their Nature and Measurement
(1927) · Nature · doi:10.1038/120181a0 · Cited by 893
Kane, M. J., & Engle, R. W. (2000) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037//0278-7393.26.2.336 · Cited by 732
Self-citationWorking-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 638
Individual differences in working memory and comprehension: A test of four hypotheses.
Engle, R. W., Cantor, J., & Carullo, J. J. (1992) · Journal of Experimental Psychology: Learning, Memory, and Cognition · doi:10.1037/0278-7393.18.5.972 · Cited by 626
Gopher, D., & Koriat, A. (1999) · Cited by 550
Working memory and retrieval: A resource-dependent inhibition model.
Conway, A. R. A., & Engle, R. W. (1994) · Journal of Experimental Psychology General · doi:10.1037//0096-3445.123.4.354 · Cited by 538
Self-citationMorris, R. (1996) · Trends in Neurosciences · doi:10.1016/s0166-2236(96)60029-0 · Cited by 479
Working memory is (almost) perfectly predicted by g.
COLOM, R. (2004) · Intelligence · doi:10.1016/j.intell.2003.12.002 · Cited by 436
Working memory and retrieval: A resource-dependent inhibition model.
Conway, A. R. A., & Engle, R. W. (1994) · Journal of Experimental Psychology General · doi:10.1037/0096-3445.123.4.354 · Cited by 394
Self-citationAckerman, P. L., Beier, M. E., & Boyle, M. D. (2002) · Journal of Experimental Psychology General · doi:10.1037/0096-3445.131.4.567 · Cited by 327
Individual Differences in Working Memory Capacity: More Evidence for a General Capacity Theory
Conway, A. R. A. (1996) · Memory · doi:10.1080/741940997 · Cited by 309
Self-citationAttention, intelligence, and the frontal lobes.
Duncan, J. (1995) · Cited by 305
The reading span test and its predictive power for reading comprehension ability
Friedman, N. P., & Miyake, A. (2004) · Journal of Memory and Language · doi:10.1016/j.jml.2004.03.008 · Cited by 267
Nash Unsworth, A., & Engle, R. W. (2005) · Journal of Memory and Language · doi:10.1016/j.jml.2005.06.003 · Cited by 233
Individual differences in working memory capacity and enumeration
Tuholski, S. W., Engle, R. W., & Baylis, G. C. (2001) · Memory & Cognition · doi:10.3758/bf03196399 · Cited by 142
Meyer, D. E., & Kieras, D. E. (1999) · The MIT Press eBooks · doi:10.7551/mitpress/1480.003.0007 · Cited by 68
Why are some people more knowledgeable than others? A longitudinal study of knowledge acquisition
Hambrick, D. Z. (2003) · Memory & Cognition · doi:10.3758/bf03196444 · Cited by 64
Self-citationThe fractionation of working memory maps onto different components of intelligence
Mackintosh, N. J. (2003) · Intelligence · doi:10.1016/s0160-2896(03)00052-7 · Cited by 63
Spearman, C., & Jones, L. W. (1939) · British Journal of Educational Psychology · doi:10.1111/j.2044-8279.1939.tb03194.x · Cited by 44
Spearman's g=Anderson's ACT?: Reflections on the Locus of Generality in Human Cognition
Ohlsson, S. (1998) · Journal of the Learning Sciences · doi:10.1207/s15327809jls0701_6 · Cited by 3
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Is working memory training effective?
Shipstead, Z., Redick, T. S., & Engle, R. W. (2012) · Psychological Bulletin · doi:10.1037/a0027473 · Cited by 1,101
The concurrent validity of the N -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
Kane, M. J., Brown, L. H., McVay, J. C., Silvia, P. J., Myin-Germeys, I., & Kwapil, T. R. (2007) · Psychological Science · doi:10.1111/j.1467-9280.2007.01948.x · Cited by 979
Self-citationIntelligence: New findings and theoretical developments
Nisbett, R. E., Aronson, J., Blair, C., Dickens, W., Flynn, J., Halpern, D. F., & Turkheimer, E. (2012) · American Psychologist · doi:10.1037/a0026699 · Cited by 1,031
Metadata
- Authors
- Kane, M. J., Hambrick, D. Z., & Conway, A. R. A.
- Affiliations
- University of North Carolina at Greensboro (US)
- Michigan State University (US)
- University of Illinois Chicago (US)
- Venue
- Psychological Bulletin
- Published
- 2005-01
- Volume
- 131
- Issue
- 1
- Pages
- 66-71
- ISSN
- 0033-2909 (ISSN-L)
- 1939-1455
- OpenAlex
- W2021304061
- Cited by
- 545
- References
- 40
- Citations by year
- 2026: 11 · 2025: 13 · 2024: 27 · 2023: 22 · 2022: 25 · 2021: 28 · 2020: 26 · 2019: 40 · 2018: 34 · 2017: 39 · 2016: 29 · 2015: 25 · 2014: 41 · 2013: 35 · 2012: 26
- FWCI
- 24.29
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Psychological Bulletin (publishedVersion)
- PubMed (publishedVersion)
- NC Digital Online Collection of Knowledge and Scholarship (The University of North Carolina at Greensboro) (submittedVersion)
- 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, fluid intelligence, general intelligence, reasoning skills, latent variable analysis, construct validity, discriminant validity, executive attention, attentional control
- MeSH terms
- Humans, Intelligence, Memory
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