Working Memory Capacity and Fluid Intelligence: Maintenance and Disengagement
Abstract
Working memory capacity and fluid intelligence have been demonstrated to be strongly correlated traits. Typically, high working memory capacity is believed to facilitate reasoning through accurate maintenance of relevant information. In this article, we present a proposal reframing this issue, such that tests of working memory capacity and fluid intelligence are seen as measuring complementary processes that facilitate complex cognition. Respectively, these are the ability to maintain access to critical information and the ability to disengage from or block outdated information. In the realm of problem solving, high working memory capacity allows a person to represent and maintain a problem accurately and stably, so that hypothesis testing can be conducted. However, as hypotheses are disproven or become untenable, disengaging from outdated problem solving attempts becomes important so that new hypotheses can be generated and tested. From this perspective, the strong correlation between working memory capacity and fluid intelligence is due not to one ability having a causal influence on the other but to separate attention-demanding mental functions that can be contrary to one another but are organized around top-down processing goals.
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Shipstead et al. (2016) found that the negative correlation between fluid intelligence and n-back false alarms strengthened as lure position increased, indicating that lower fluid intelligence individuals were more likely to mistake far lures as targets.
“Shipstead et al. (2016) found that the negative correlation between fluid intelligence and n-back false alarms strengthened as the lure position increased, indicating that individuals with lower fluid intelligence were more likely to mistake far lures as targets.”
From Which “working memory” are we talking about? Complex span tasks versus N-back (2025) · cites this paper as Shipstead et al., 2016
Updating measures differ from working memory capacity measures mainly in how much they emphasize disengagement from outdated information.
“What distinguishes updating measures from working memory capacity measures is their relative emphasis on disengagement from outdated information”
From Which “working memory” are we talking about? Complex span tasks versus N-back (2025) · cites this paper as Shipstead et al., 2016
The disengagement hypothesis treats maintenance and disengagement as two critical factors linking executive functioning to fluid intelligence.
“This framework views maintenance and disengagement as two critical factors linking executive functioning to fluid intelligence (Burgoyne & Engle, 2020;Burgoyne et al., 2019;Hambrick & Altmann, 2015;Shipstead et al., 2016).”
From Which “working memory” are we talking about? Complex span tasks versus N-back (2025) · cites this paper as Shipstead et al., 2016
In n-back tasks, subjects must rapidly update working memory to disengage from outdated information in addition to maintaining n items.
“One challenge is that, in addition to having to maintain n items, subjects must also rapidly update the contents of working memory to disengage from outdated information (Oberauer, 2009;Shipstead et al., 2016;Szmalec et al., 2011)”
From Which “working memory” are we talking about? Complex span tasks versus N-back (2025) · cites this paper as Shipstead et al., 2016
Attention control supports both maintenance and disengagement.
“Attention control supports both maintenance and disengagement (Burgoyne & Engle, 2020;Shipstead et al., 2016).”
From Which “working memory” are we talking about? Complex span tasks versus N-back (2025) · cites this paper as Shipstead et al., 2016
Updating measures such as the n-back emphasize disengagement, and attention control serves to remove outdated items from focus.
“In contrast, updating measures (e.g., n-back) emphasize disengagement; the role of attention control is to remove outdated items from focus (Shipstead et al., 2016).”
From Which “working memory” are we talking about? Complex span tasks versus N-back (2025) · cites this paper as Shipstead et al., 2016
Cites
2 retracted
Persson, J., & Reuter‐Lorenz, P. A. (2008) · Psychological Science · doi:10.1111/j.1467-9280.2008.02172.x · Cited by 100 · see citing works
Retracted(2011) · Psychological Science · doi:10.1177/0956797611404902 · Cited by 6 · see citing works
RetractedMiyake, 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
(1963) · Medical Entomology and Zoology · Cited by 15,085 · see citing works
An Integrative Theory of Prefrontal Cortex Function
Miller, E. K., & Cohen, J. D. (2001) · Annual Review of Neuroscience · doi:10.1146/annurev.neuro.24.1.167 · Cited by 12,803 · see citing works
Baddeley, A. D., & Hitch, G. (1974) · Psychology of Learning and Motivation · doi:10.1016/s0079-7421(08)60452-1 · Cited by 9,860 · see citing works
Levels of processing: A framework for memory research
Craik, F. I. M., & Lockhart, R. S. (1972) · Journal of Verbal Learning and Verbal Behavior · doi:10.1016/s0022-5371(72)80001-x · Cited by 9,566 · see citing works
Human Memory: A Proposed System and its Control Processes
Atkinson, R. C., & Shiffrin, R. M. (1968) · Psychology of Learning and Motivation · doi:10.1016/s0079-7421(08)60422-3 · Cited by 7,216 · see citing works
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 · 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
"General Intelligence," Objectively Determined and Measured
Spearman, C. (1904) · The American Journal of Psychology · doi:10.2307/1412107 · Cited by 6,207 · see citing works
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 5,081 · see citing works
Essentials of Psychological Testing
Rosner, B., & Cronbach, L. J. (1960) · The American Journal of Psychology · doi:10.2307/1419921 · Cited by 4,522 · see citing works
Attention to Action: Willed and Automatic Control of Behavior
Norman, D. A., & Shallice, T. (1986) · Consciousness and Self-Regulation · doi:10.1007/978-1-4757-0629-1_1 · Cited by 4,455 · see citing works
Frankmann, J. P., & Adams, J. (1904) · The American Journal of Psychology · doi:10.2307/1412635 · Cited by 4,247 · see citing works
Human Cognitive Abilities: A Survey of Factor-Analytic Studies
Carroll, J. B. (1993) · doi:10.1017/cbo9780511571312 · Cited by 4,121 · see citing works
The capacity of visual working memory for features and conjunctions
Luck, S. J., & Vogel, E. K. (1997) · Nature · doi:10.1038/36846 · Cited by 4,053 · 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
A process dissociation framework: Separating automatic from intentional uses of memory
Jacoby, L. (1991) · Journal of Memory and Language · doi:10.1016/0749-596x(91)90025-f · Cited by 3,815 · see citing works
Human cognitive abilities a survey of factor-analytic studies
Carroll, J. B. (2004) · Cited by 3,396 · see citing works
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 · see citing works
Self-citationHunter, J., & Schmidt, F. (2004) · doi:10.4135/9781412985031 · Cited by 3,023 · see citing works
Working 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
Self-citationA Modified Card Sorting Test Sensitive to Frontal Lobe Defects
Nelson, H. E. (1976) · Cortex · doi:10.1016/s0010-9452(76)80035-4 · Cited by 2,454 · see citing works
Is working memory capacity task dependent?
Turner, M. L., & Engle, R. W. (1989) · Journal of Memory and Language · doi:10.1016/0749-596x(89)90040-5 · Cited by 2,299 · see citing works
Self-citationSelf-discipline outdoes IQ in predicting academic performance of adolescents.
Duckworth, A. L., & Seligman, M. E. P. (2005) · Psychological Science · doi:10.1111/j.1467-9280.2005.01641.x · Cited by 2,253 · see citing works
Improving fluid intelligence with training on working memory
Jaeggi, S. M., Buschkuehl, M., Jonides, J., & Perrig, W. J. (2008) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0801268105 · Cited by 2,187 · see citing works
Thurstone, L. L. (1973) · Springer eBooks · doi:10.1007/978-94-011-6129-9_8 · Cited by 2,130 · see citing works
An automated version of the operation span task
Unsworth, N., Heitz, R. P., Schrock, J. C., & Engle, R. W. (2005) · Behavior Research Methods · doi:10.3758/bf03192720 · Cited by 1,861 · see citing works
Self-citationReasoning 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
Emotional intelligence: New ability or eclectic traits?
Mayer, J. D., Salovey, P., & Caruso, D. R. (2008) · American Psychologist · doi:10.1037/0003-066x.63.6.503 · Cited by 1,792 · see citing works
Cowan, N. (1988) · Psychological Bulletin · doi:10.1037/0033-2909.104.2.163 · Cited by 1,787 · see citing works
Is working memory training effective? A meta-analytic review
Melby-Lervåg, M., & Hulme, C. (2013) · Developmental Psychology · doi:10.1037/a0028228 · Cited by 1,782 · 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 2× · see citing works
“It should be noted that tests of attention control carry a low memory load and instead are oriented toward requiring participants to engage controlled processing on a consistent basis (see Kane & Engle, 2003; Roberts, Hager, & Heron, 1994).”
BackgroundSelf-citationRaaijmakers, J. G., & Shiffrin, R. M. (1981) · Psychological Review · doi:10.1037/0033-295x.88.2.93 · Cited by 1,696 · see citing works
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 · see citing works
Self-citationRefinement and test of the theory of fluid and crystallized general intelligences.
Horn, J. L., & Cattell, R. B. (1966) · Journal of Educational Psychology · doi:10.1037/h0023816 · Cited by 1,570 · see citing works
An Embedded-Processes Model of Working Memory
Cowan, N. (1999) · Cambridge University Press eBooks · doi:10.1017/cbo9781139174909.006 · Cited by 1,521 · see citing works
(2008) · doi:10.1093/acprof:oso/9780195168648.001.0001 · Cited by 1,520 · see citing works
Remembering can cause forgetting: Retrieval dynamics in long-term memory.
Anderson, M. C., Bjork, R. A., & Bjork, E. L. (1994) · Journal of Experimental Psychology: Learning, Memory, and Cognition · doi:10.1037/0278-7393.20.5.1063 · Cited by 1,482 · see citing works
Decomposing adult age differences in working memory
Salthouse, T. A., & Babcock, R. L. (1991) · Developmental Psychology · doi:10.1037/0012-1649.27.5.763 · Cited by 1,373 · see citing works
Principles of Learning and Memory
Murdock, B. B., & Crowder, R. G. (1977) · The American Journal of Psychology · doi:10.2307/1422060 · Cited by 1,332 · see citing works
Contemporary Intellectual Assessment: Theories, Tests, and Issues
Gallo, J. L. (2013) · Archives of Clinical Neuropsychology · doi:10.1093/arclin/act011 · Cited by 1,259 · see citing works
Troyer, A. K., Moscovitch, M., & Winocur, G. (1997) · Neuropsychology · doi:10.1037/0894-4105.11.1.138 · Cited by 1,241 · see citing works
Cognitive Processes in Comprehension
Just, M. A., & Carpenter, P. A. (2013) · Psychology Press eBooks · doi:10.4324/9781315798851 · Cited by 1,150 · see citing works
On the capacity of attention: Its estimation and its role in working memory and cognitive aptitudes
Cowan, N., Elliott, E. M., Scott Saults, J., Morey, C. C., Mattox, S., Hismjatullina, A., & Conway, A. R. A. (2005) · Cognitive Psychology · doi:10.1016/j.cogpsych.2004.12.001 · Cited by 1,144 · see citing works
Is working memory training effective?
Shipstead, Z., Redick, T. S., & Engle, R. W. (2012) · Psychological Bulletin · doi:10.1037/a0027473 · Cited by 1,101 · see citing works
Self-citationNeural mechanisms of general fluid intelligence
Gray, J. R., Chabris, C. F., & Braver, T. S. (2003) · Nature Neuroscience · doi:10.1038/nn1014 · Cited by 1,080 · see citing works
The CAS-PEAL Large-Scale Chinese Face Database and Baseline Evaluations
Gao, W., Cao, B., Shan, S., Chen, X., Zhou, D., Zhang, X., & Zhao, D. (2007) · IEEE Transactions on Systems Man and Cybernetics - Part A Systems and Humans · doi:10.1109/tsmca.2007.909557 · Cited by 1,003 · see citing works
Prefrontal cortex and basal ganglia control access to working memory
McNab, F., & Klingberg, T. (2008) · Nature Neuroscience · doi:10.1038/nn2024 · Cited by 989 · see citing works
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 · 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 · see citing works
Eysenck, H. J. (1939) · British Journal of Educational Psychology · doi:10.1111/j.2044-8279.1939.tb03214.x · Cited by 841 · see citing works
McCabe, D. P., Roediger, H. L., III, McDaniel, M. A., Balota, D. A., & Hambrick, D. Z. (2010) · Neuropsychology · doi:10.1037/a0017619 · Cited by 839 · see citing works
Inhibitory Control, Circadian Arousal, and Age
Hasher, L., Zacks, R. T., & May, C. P. (1999) · The MIT Press eBooks · doi:10.7551/mitpress/1480.003.0032 · Cited by 815 · see citing works
Proactive inhibition in short-term retention of single items
Keppel, G., & Underwood, B. J. (1962) · Journal of Verbal Learning and Verbal Behavior · doi:10.1016/s0022-5371(62)80023-1 · Cited by 778 · see citing works
Short- and long-term benefits of cognitive training
Jaeggi, S. M., Buschkuehl, M., Jonides, J., & Shah, P. (2011) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1103228108 · Cited by 769 · see citing works
Access to information in working memory: Exploring the focus of attention.
Oberauer, K. (2002) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/0278-7393.28.3.411 · Cited by 760 · see citing works
Morrison, A. B., & Chein, J. M. (2011) · Psychonomic Bulletin & Review · doi:10.3758/s13423-010-0034-0 · Cited by 723 · see citing works
Visual Working Memory Represents a Fixed Number of Items Regardless of Complexity
Awh, E., Barton, B., & Vogel, E. K. (2007) · Psychological Science · doi:10.1111/j.1467-9280.2007.01949.x · Cited by 709 · see citing works
Improving fluid intelligence with training on working memory: a meta-analysis
Au, J., Sheehan, E., Tsai, N., Duncan, G. J., Buschkuehl, M., & Jaeggi, S. M. (2015) · Psychonomic Bulletin & Review · doi:10.3758/s13423-014-0699-x · Cited by 671 · cited 2× · see citing works
“At this point, there does seem to be a weak effect of n-back training on improved performance of fluid intelligence tasks (although we note that this effect is not apparent in studies with tight controls; see Au et al., 2015).”
BackgroundThe measurement of adult intelligence.
Cattell, R. B. (1943) · Psychological Bulletin · doi:10.1037/h0059973 · Cited by 669 · see citing works
Mediators of long-term memory performance across the life span.
Park, D. C., Smith, A. D., Lautenschlager, G. J., Earles, J. L. K., Frieske, D., Zwahr, M., & Gaines, C. L. (1996) · Psychology and Aging · doi:10.1037//0882-7974.11.4.621 · Cited by 624 · see citing works
Independent Functioning of Verbal Memory Stores: A Neuropsychological Study
Shallice, T., & Warrington, E. K. (1970) · Quarterly Journal of Experimental Psychology · doi:10.1080/00335557043000203 · Cited by 623 · see citing works
Redick, T. S., Shipstead, Z., Harrison, T. L., Hicks, K. L., Fried, D. E., Hambrick, D. Z., Kane, M. J., & Engle, R. W. (2013) · Journal of Experimental Psychology: General · doi:10.1037/a0029082 · Cited by 617 · see citing works
Self-citationHuman Abilities: An Information Processing Approach
Sternberg, R. J. (1985) · Medical Entomology and Zoology · Cited by 609 · see citing works
The role of rehearsal in short-term memory
Craik, F. I. M., & Watkins, M. J. (1973) · Journal of Verbal Learning and Verbal Behavior · doi:10.1016/s0022-5371(73)80039-8 · Cited by 609 · see citing works
The role of working memory capacity in retrieval.
Rosen, V. M., & Engle, R. W. (1997) · Journal of Experimental Psychology General · doi:10.1037//0096-3445.126.3.211 · Cited by 604 · see citing works
Self-citationMemory Organization and Structure
Nyberg, S. E., & Puff, C. R. (1981) · The American Journal of Psychology · doi:10.2307/1422353 · Cited by 602 · 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
Self-citationWorking memory capacity and the self-regulation of emotional expression and experience.
Schmeichel, B. J., Volokhov, R. N., & Demaree, H. A. (2008) · Journal of Personality and Social Psychology · doi:10.1037/a0013345 · Cited by 564 · see citing works
McVay, J. C., & Kane, M. J. (2012) · Journal of Experimental Psychology: General · doi:10.1037/a0025250 · Cited by 562 · 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
Working memory and fluid intelligence: Capacity, attention control, and secondary memory retrieval
Unsworth, N., Fukuda, K., Awh, E., & Vogel, E. K. (2014) · Cognitive Psychology · doi:10.1016/j.cogpsych.2014.01.003 · Cited by 528 · see citing works
Organization of abilities and the development of intelligence.
Horn, J. L. (1968) · Psychological Review · doi:10.1037/h0025662 · Cited by 524 · see citing works
Prefrontal cognitive processes: Working memory and inhibition in the antisaccade task.
Roberts, R. J., Hager, L. D., & Heron, C. (1994) · Journal of Experimental Psychology General · doi:10.1037/0096-3445.123.4.374 · Cited by 493 · see citing works
Toward a triarchic theory of human intelligence
Sternberg, R. J. (1984) · Behavioral and Brain Sciences · doi:10.1017/s0140525x00044629 · Cited by 491 · see citing works
Cohen, J. D., Braver, T. S., & O´Reilly, R. (1996) · Philosophical Transactions of the Royal Society of London. Series B: Biological Sciences · doi:10.1098/rstb.1996.0138 · Cited by 487 · see citing works
Buildup of proactive inhibition as a cue-overload effect.
Watkins, O. C., & Watkins, M. J. (1975) · Journal of Experimental Psychology Human Learning & Memory · doi:10.1037/0278-7393.1.4.442 · Cited by 486 · see citing works
Unsworth, N., Redick, T. S., Heitz, R. P., Broadway, J. M., & Engle, R. W. (2009) · Memory · doi:10.1080/09658210902998047 · Cited by 479 · see citing works
Self-citationMediators of long-term memory performance across the life span.
Park, D. C., Smith, A. D., Lautenschlager, G. J., et al. (1996) · Psychology and Aging · doi:10.1037/0882-7974.11.4.621 · Cited by 447 · see citing works
The role of working memory capacity in retrieval.
Rosen, V. M., & Engle, R. W. (1997) · Journal of Experimental Psychology General · doi:10.1037/0096-3445.126.3.211 · Cited by 441 · see citing works
Self-citationVariation in Working Memory Capacity as Variation in Executive Attention and Control
Kane, M. J., Conway, A. R. A., Hambrick, D. Z., & Engle, R. W. (2008) · Oxford University Press eBooks · doi:10.1093/acprof:oso/9780195168648.003.0002 · Cited by 438 · see citing works
Self-citationWorking memory is (almost) perfectly predicted by g.
COLOM, R. (2004) · Intelligence · doi:10.1016/j.intell.2003.12.002 · Cited by 436 · see citing works
DIAMOND, A. (2005) · Development and Psychopathology · doi:10.1017/s0954579405050388 · Cited by 428 · see citing works
Proactive inhibition and item similarity in short-term memory
Wickens, D. D., Born, D. G., & Allen, C. K. (1963) · Journal of Verbal Learning and Verbal Behavior · doi:10.1016/s0022-5371(63)80045-6 · Cited by 424 · see citing works
Working memory and focal attention.
Brian Mcelree, A. (2001) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/0278-7393.27.3.817 · Cited by 423 · see citing works
Quantity, not quality: the relationship between fluid intelligence and working memory capacity
Fukuda, K., Vogel, E. K., Mayr, U., & Awh, E. (2010) · Psychonomic Bulletin & Review · doi:10.3758/17.5.673 · Cited by 415 · see citing works
Oberauer, 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
Converging operations in the study of visual selective attention.
(1996) · American Psychological Association eBooks · doi:10.1037/10187-000 · Cited by 396 · see citing works
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 393 · see citing works
Self-citationBeilock, S. L., & DeCaro, M. S. (2007) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/0278-7393.33.6.983 · Cited by 380 · 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
How to measure working memory capacity in the change detection paradigm
Rouder, J. N., Morey, R. D., Morey, C. C., & Cowan, N. (2011) · Psychonomic Bulletin & Review · doi:10.3758/s13423-011-0055-3 · Cited by 334 · 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
Self-citationThe mechanisms of working memory capacity: Primary memory, secondary memory, and attention control
Shipstead, Z., Lindsey, D. R. B., Marshall, R. L., & Engle, R. W. (2014) · Journal of Memory and Language · doi:10.1016/j.jml.2014.01.004 · Cited by 330 · see citing works
Self-citationA Biologically Based Computational Model of Working Memory
O’Reilly, R. C., Braver, T. S., & Cohen, J. D. (1999) · Cambridge University Press eBooks · doi:10.1017/cbo9781139174909.014 · Cited by 323 · see citing works
Working memory and intelligence are highly related constructs, but why?
Colom, R., Abad, F. J., Quiroga, M. Á., Shih, P. C., & Flores-Mendoza, C. E. (2008) · Intelligence · doi:10.1016/j.intell.2008.01.002 · Cited by 320 · see citing works
Working Memory Training May Increase Working Memory Capacity but Not Fluid Intelligence
Harrison, T. L., Shipstead, Z., Hicks, K. L., Hambrick, D. Z., Redick, T. S., & Engle, R. W. (2013) · Psychological Science · doi:10.1177/0956797613492984 · Cited by 305 · see citing works
Self-citationSuccessful Remembering and Successful Forgetting : A Festschrift in Honor of Robert A. Bjork
Benjamin, A. S. (2011) · Cited by 277 · 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
Oberauer, K. (2001) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/0278-7393.27.4.948 · Cited by 275 · see citing works
The role of mind-wandering in measurements of general aptitude.
Mrazek, M. D., Smallwood, J., Franklin, M. S., Chin, J. M., Baird, B., & Schooler, J. W. (2012) · Journal of Experimental Psychology General · doi:10.1037/a0027968 · Cited by 267 · 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
Intelligence and how to get it: Why schools and cultures count.
Nisbett, R. (2009) · Choice Reviews Online · doi:10.5860/choice.46-7095 · Cited by 254 · see citing works
Saults, J. S., & Cowan, N. (2007) · Journal of Experimental Psychology General · doi:10.1037/0096-3445.136.4.663 · Cited by 251 · see citing works
Cogmed working memory training: Does the evidence support the claims?
Shipstead, Z., Hicks, K. L., & Engle, R. W. (2012) · Journal of Applied Research in Memory and Cognition · doi:10.1016/j.jarmac.2012.06.003 · Cited by 249 · see citing works
Self-citationDoes working memory training generalize?
Shipstead, Z., Redick, T. S., & Engle, R. W. (2010) · Psychologica Belgica · doi:10.5334/pb-50-3-4-245 · Cited by 242 · see citing works
Self-citationThe demise of short-term memory
Crowder, R. G. (1982) · Acta Psychologica · doi:10.1016/0001-6918(82)90044-0 · Cited by 238 · see citing works
Toward a theory of cognitive aptitude for learning from instruction.
Snow, R. E., & Lohman, D. F. (1984) · Journal of Educational Psychology · doi:10.1037/0022-0663.76.3.347 · Cited by 233 · see citing works
Burgess, G. C., Gray, J. R., Conway, A. R. A., & Braver, T. S. (2011) · Journal of Experimental Psychology: General · doi:10.1037/a0024695 · Cited by 231 · see citing works
Uncorking the muse: Alcohol intoxication facilitates creative problem solving
Jarosz, A. F., Colflesh, G. J. H., & Wiley, J. (2012) · Consciousness and Cognition · doi:10.1016/j.concog.2012.01.002 · Cited by 223 · see citing works
The overflowing brain: information overload and the limits of working memory
(2009) · Choice Reviews Online · doi:10.5860/choice.46-5905 · Cited by 219 · see citing works
Analyzing the dynamics of free recall: An integrative review of the empirical literature
Wixted, J. T., & Rohrer, D. (1994) · Psychonomic Bulletin & Review · doi:10.3758/bf03200763 · Cited by 219 · see citing works
Nash Unsworth, A., Spillers, G. J., & Brewer, G. A. (2010) · Quarterly Journal of Experimental Psychology · doi:10.1080/17470218.2010.505292 · Cited by 215 · see citing works
Verhaeghen, P., & Basak, C. (2004) · The Quarterly Journal of Experimental Psychology Section A · doi:10.1080/02724980443000241 · Cited by 213 · see citing works
Working memory and fluid intelligence in young children
Engel de Abreu, P. M. J., Conway, A. R. A., & Gathercole, S. E. (2010) · Intelligence · doi:10.1016/j.intell.2010.07.003 · Cited by 212 · see citing works
Meinz, E. J., & Hambrick, D. Z. (2010) · Psychological Science · doi:10.1177/0956797610373933 · Cited by 208 · see citing works
Ackerman, P. L. (2000) · The Journals of Gerontology Series B: Psychological Sciences and Social Sciences · doi:10.1093/geronb/55.2.p69 · Cited by 206 · see citing works
Proactive interference and item similarity in working memory.
Bunting, M. F. (2006) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/0278-7393.32.2.183 · Cited by 184 · see citing works
Memory span and general intelligence: A latent-variable approach
Colom, R., Abad, F. J., Rebollo, I., & Shih, P. C. (2005) · Intelligence · doi:10.1016/j.intell.2005.05.006 · Cited by 172 · see citing works
Who is Likely to Acquire Programming Skills?
Shute, V. J. (1991) · Journal of Educational Computing Research · doi:10.2190/vqjd-t1yd-5wvb-rypj · Cited by 166 · see citing works
The Constraining Effects of Initial Ideas
Smith, S. M. (2003) · Oxford University Press eBooks · doi:10.1093/acprof:oso/9780195147308.003.0002 · Cited by 162 · see citing works
(2012) · SpringerReference · doi:10.1007/springerreference_184521 · Cited by 155 · see citing works
Removal of information from working memory: A specific updating process
Ecker, U. K. H., Lewandowsky, S., & Oberauer, K. (2013) · Journal of Memory and Language · doi:10.1016/j.jml.2013.09.003 · Cited by 147 · see citing works
The Role of Inhibitory Control in Forgetting Unwanted Memories: A Consideration of Three Methods
Anderson, M. C. (2006) · Springer eBooks · doi:10.1007/4-431-27431-6_8 · Cited by 143 · see citing works
Why is working memory related to fluid intelligence?
Salthouse, T. A., & Pink, J. E. (2008) · Psychonomic Bulletin & Review · doi:10.3758/pbr.15.2.364 · Cited by 138 · see citing works
Increasing fluid intelligence is possible after all
Sternberg, R. J. (2008) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0803396105 · Cited by 135 · see citing works
Storm, B. C., & Angello, G. M. (2010) · Psychological Science · doi:10.1177/0956797610379864 · Cited by 135 · see citing works
Working memory capacity and the scope and control of attention
Shipstead, Z., Harrison, T. L., & Engle, R. W. (2015) · Attention, Perception, & Psychophysics · doi:10.3758/s13414-015-0899-0 · Cited by 132 · see citing works
Self-citationEngel de Abreu, P. M. J., Gathercole, S. E., & Martin, R. (2011) · Learning and Individual Differences · doi:10.1016/j.lindif.2011.06.002 · Cited by 129 · see citing works
Does Staying in School Make You Smarter? The Effect of Education on IQ in The Bell Curve
Winship, C., & Korenman, S. (1997) · Intelligence, Genes, and Success · doi:10.1007/978-1-4612-0669-9_10 · Cited by 127 · 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
Working Memory and Perseveration in Verbal Fluency.
Azuma, T. (2004) · Neuropsychology · doi:10.1037/0894-4105.18.1.69 · Cited by 121 · see citing works
When are fluid intelligence and working memory isomorphic and when are they not?
Chuderski, A. (2013) · Intelligence · doi:10.1016/j.intell.2013.04.003 · Cited by 120 · see citing works
Limits on the Predictive Power of Domain-Specific Experience and Knowledge in Skilled Performance
Hambrick, D. Z., & Meinz, E. J. (2011) · Current Directions in Psychological Science · doi:10.1177/0963721411422061 · Cited by 119 · see citing works
Can fluid intelligence be reduced to ‘simple’ short-term storage?
Martínez, K., Burgaleta, M., Román, F. J., Escorial, S., Shih, P. C., Quiroga, M. Á., & Colom, R. (2011) · Intelligence · doi:10.1016/j.intell.2011.09.001 · Cited by 110 · 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
Wiley, J., Jarosz, A. F., Cushen, P. J., & Colflesh, G. J. H. (2011) · Journal of Experimental Psychology: Learning, Memory, and Cognition · doi:10.1037/a0021613 · Cited by 99 · see citing works
Raboutet, C., Sauzeon, H., Corsini, M.-M., Rodrigues, J., Langevin, S., & N’Kaoua, B. (2009) · Journal of Clinical and Experimental Neuropsychology · doi:10.1080/13803390902984464 · Cited by 94 · see citing works
The cerebral correlates of different types of perseveration in the Wisconsin Card Sorting Test
Nagahama, Y. (2005) · Journal of Neurology Neurosurgery & Psychiatry · doi:10.1136/jnnp.2004.039818 · Cited by 89 · see citing works
The scope and control of attention as separate aspects of working memory
Shipstead, Z., Redick, T. S., Hicks, K. L., & Engle, R. W. (2012) · Memory · doi:10.1080/09658211.2012.691519 · Cited by 88 · see citing works
Self-citationShipstead, Z., & Engle, R. W. (2012) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/a0028467 · Cited by 87 · see citing works
Self-citationTime-based forgetting in visual working memory reflects temporal distinctiveness, not decay
Souza, A. S., & Oberauer, K. (2014) · Psychonomic Bulletin & Review · doi:10.3758/s13423-014-0652-z · Cited by 86 · see citing works
Kleider, H. M., Parrott, D. J., & King, T. Z. (2009) · Applied Cognitive Psychology · doi:10.1002/acp.1580 · Cited by 84 · see citing works
Facilitatory and inhibitory aspects of attention.
Neill, W. T., & Valdes, L. A. (2004) · American Psychological Association eBooks · doi:10.1037/10187-003 · Cited by 82 · see citing works
Why is working memory capacity related to matrix reasoning tasks?
Harrison, T. L., Shipstead, Z., & Engle, R. W. (2015) · Memory & Cognition · doi:10.3758/s13421-014-0473-3 · Cited by 74 · see citing works
Self-citationHamilton, A. C., & Martin, R. C. (2007) · Cortex · doi:10.1016/s0010-9452(08)70449-0 · Cited by 73 · see citing works
Temporal gradient of release from proactive inhibition.
Kincaid, J. P., & Wickens, D. D. (1970) · Journal of Experimental Psychology · doi:10.1037/h0029991 · Cited by 72 · see citing works
Why does working memory capacity predict RAPM performance? A possible role of distraction
Jarosz, A. F., & Wiley, J. (2012) · Intelligence · doi:10.1016/j.intell.2012.06.001 · Cited by 63 · see citing works
When higher working memory capacity hinders insight.
DeCaro, M. S., Stockum, C. A. V., & Wieth, M. B. (2015) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/xlm0000152 · Cited by 63 · see citing works
Interactions Between Short-Term and Long-Term Memory in the Verbal Domain
Schultz, C. G., Cowles, M. L., & Ferraro, F. R. (2010) · The Psychological Record · doi:10.1007/bf03395729 · Cited by 62 · see citing works
Some Issues in the Theory of “g” (including the Law of Diminishing Returns)1
Spearman, C. (1925) · Nature · doi:10.1038/116436a0 · Cited by 41 · see citing works
Working memory training remains a work in progress.
Shipstead, Z., Hicks, K. L., & Engle, R. W. (2012) · Journal of Applied Research in Memory and Cognition · doi:10.1016/j.jarmac.2012.07.009 · Cited by 40 · see citing works
Self-citationColom, R., Privado, J., Garcı́a, L. F., Estrada, E., Cuevas, L., & Shih, P. (2015) · Personality and Individual Differences · doi:10.1016/j.paid.2015.01.051 · Cited by 31 · see citing works
Firing the Executive: When an Analytic Approach to Problem Solving Helps and Hurts
Aiello, D. A., Jarosz, A. F., Cushen, P. J., & Wiley, J. (2012) · The Journal of Problem Solving · doi:10.7771/1932-6246.1128 · Cited by 30 · see citing works
Goals Can Be Threatened to Extinction
Hutchison, K. A., Smith, J. L., & Ferris, A. C. (2012) · Social Psychological and Personality Science · doi:10.1177/1948550612440734 · Cited by 29 · see citing works
Roles of domain knowledge and working memory capacity in components of skill in Texas Hold’Em poker.
Meinz, E. J., Hambrick, D. Z., Hawkins, C. B., Gillings, A. K., Meyer, B. E., & Schneider, J. L. (2011) · Journal of Applied Research in Memory and Cognition · doi:10.1016/j.jarmac.2011.11.001 · Cited by 28 · see citing works
The Benefits and Perils of Attentional Control
DeCaro, M. S., & Beilock, S. L. (2010) · The MIT Press eBooks · doi:10.7551/mitpress/9780262013840.003.0003 · Cited by 27 · see citing works
Working Memory for Item and Temporal Information in Younger and Older Adults
McCabe, J. A., & Hartman, M. (2008) · Aging Neuropsychology and Cognition · doi:10.1080/13825580801956217 · Cited by 26 · see citing works
Mithen, S. J. (2007) · Cited by 23 · see citing works
Working memory and fluid intelligence: A multi-mechanism view
Conway, A. R. A., Macnamara, B. N., Getz, S. J., & de Abreu, P. E. (2011) · Open Repository and Bibliography (University of Luxembourg) · Cited by 21 · see citing works
Age differences in item manipulation span: The case of letter-number sequencing.
Emery, L., Myerson, J., & Hale, S. (2007) · Psychology and Aging · doi:10.1037/0882-7974.22.1.75 · Cited by 21 · see citing works
Human Intelligence After Removal of Cerebral Tissue from the Right Frontal LOBE
Hebb, D. O. (1941) · The Journal of General Psychology · doi:10.1080/00221309.1941.10544397 · Cited by 18 · see citing works
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Working Memory and Executive Attention: A Revisit
Engle, R. W. (2018) · Perspectives on Psychological Science · doi:10.1177/1745691617720478 · Cited by 339 · see citing works
Self-citationAttention Control: A Cornerstone of Higher-Order Cognition
Burgoyne, A. P., & Engle, R. W. (2020) · Current Directions in Psychological Science · doi:10.1177/0963721420969371 · Cited by 186 · see citing works
Self-citationWorking memory capacity and the scope and control of attention
Shipstead, Z., Harrison, T. L., & Engle, R. W. (2015) · Attention, Perception, & Psychophysics · doi:10.3758/s13414-015-0899-0 · Cited by 132 · see citing works
Self-citationIndividual differences in long-term memory.
Unsworth, N. (2019) · Psychological Bulletin · doi:10.1037/bul0000176 · Cited by 99 · see citing works
Why is working memory capacity related to matrix reasoning tasks?
Harrison, T. L., Shipstead, Z., & Engle, R. W. (2015) · Memory & Cognition · doi:10.3758/s13421-014-0473-3 · Cited by 74 · see citing works
Self-citationThe Influence of Individual Differences in Cognitive Ability on Working Memory Training Gains
Wiemers, E. A., Redick, T. S., & Morrison, A. B. (2019) · Journal of Cognitive Enhancement · doi:10.1007/s41465-018-0111-2 · Cited by 48 · see citing works
Pahor, A., Seitz, A. R., & Jaeggi, S. M. (2022) · Nature Human Behaviour · doi:10.1038/s41562-022-01384-w · Cited by 34 · see citing works
Which “working memory” are we talking about? Complex span tasks versus N-back
Burgoyne, A. P., Frank, D. J., & Macnamara, B. N. (2025) · Psychonomic Bulletin & Review · doi:10.3758/s13423-024-02622-0 · Cited by 12 · see citing works
- Authors
- Shipstead, Z., Harrison, T. L., & Engle, R. W.
- Affiliations
- Arizona State University (US)
- Georgia Institute of Technology (US)
- Corresponding author
- Shipstead, Zach
- ORCID
- Engle, Randall W.
- Venue
- Perspectives on Psychological Science
- Publisher
- SAGE Publications
- Published
- 2016-11
- Volume
- 11
- Issue
- 6
- Pages
- 771-799
- ISSN
- 1745-6916 (ISSN-L)
- 1745-6924
- OpenAlex
- W2557282743
- Cited by
- 238
- References
- 165
- Citations by year
- 2026: 22 · 2025: 15 · 2024: 25 · 2023: 27 · 2022: 22 · 2021: 36 · 2020: 22 · 2019: 33 · 2018: 27 · 2017: 7 · 2015: 1 · 2014: 1
- FWCI
- 31.80
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Perspectives on Psychological Science (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Cognitive Abilities and Testing
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural and Behavioral Psychology Studies
- Physical Sciences › Mathematics › Statistics and Probability › Cognitive and developmental aspects of mathematical skills
- Keywords
- working memory capacity, fluid intelligence, problem solving, hypothesis testing, disengagement, top-down processing, information maintenance, cognitive control
- MeSH terms
- Attention, Humans, Inhibition, Psychological, Intelligence, Memory, Short-Term, Models, Psychological, Problem Solving, Psychological Tests, Executive Function
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