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Working memory, attention control, and the N-back task: a question of construct validity
Open accessAbstract
The N-back task requires participants to decide whether each stimulus in a sequence matches the one that appeared n items ago. Although N-back has become a standard "executive" working memory (WM) measure in cognitive neuroscience, it has been subjected to few behavioral tests of construct validity. A combined experimental- correlational study tested the attention-control demands of verbal 2- and 3-back tasks by presenting n = 1 "lure" foils. Lures elicited more false alarms than control foils in both 2- and 3-back tasks, and lures caused more misses to targets that immediately followed them compared with control targets, but only in 3-back tasks. N-back thus challenges control over familiarity-based responding. Participants also completed a verbal WM span task (operation span task) and a marker test of general fluid intelligence (Gf; Ravens Advanced Progressive Matrices Test; J. C. Raven, J. E. Raven, & J. H. Court, 1998). N-back and WM span correlated weakly, suggesting they do not reflect primarily a single construct; moreover, both accounted for independent variance in Gf. N-back has face validity as a WM task, but it does not demonstrate convergent validity with at least 1 established WM measure.
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“Stimuli presentation was pseudo-randomized to avoid the occurrence of lure trials (i.e., non-target letters that match a recent letter in the sequence but not the letter N-back), which are known to elicit more false alarms (FA) and misses than non-lure non-targets because of their familiarity and resemblance to targets (see Kane et al., 2007).”
From Working Memory Reloaded: Tyrosine Repletes Updating in the N-Back Task (2013) · cites this paper as Kane et al., 2007
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“Both maintenance and disengagement are important for problem-solving (e.g., Carpenter et al., 1990), but the relative contribution of each could be driving the different relationships of complex span tests and the n-back with fluid intelligence, as well as their less-than-perfect correlation with each other (e.g., Kane et al., 2007).”
From Which “working memory” are we talking about? Complex span tasks versus N-back (2025) · cites this paper as Kane et al., 2007
Experimental — accuracy not yet measuredThe source backs part of the claim, not all of it — or backs it for a different population, condition or comparison.
In the citing paper
“WM is itself an umbrella term encompassing diverse experimental paradigms, from maintenance of perceptual, spatial or verbal information to complex “n-back” and “span” tasks, with uncertain construct validity (Kane, Conway, Miura, & Colflesh, 2007; Shallice & Cooper, 2011).”
From Strategic offloading of delayed intentions into the external environment (2015) · cites this paper as Kane, Conway, Miura, & Colflesh, 2007
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“In conditions with n = 2 or higher (where the match is for the stimulus that appeared two or more items ago), this task requires the on-line monitoring and updating of WM content, which is known to be cognitively demanding (Kane et al., 2007).”
From Working Memory Reloaded: Tyrosine Repletes Updating in the N-Back Task (2013) · cites this paper as Kane et al., 2007
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“One of the most common tasks used in these WM training studies is the N-back, an updating task that correlates significantly with measures of higher-level cognition, such as Matrix Reasoning20–24.”
From Near transfer to an unrelated N-back task mediates the effect of N-back working memory training on matrix reasoning (2022) · cites this paper as [23]
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“Two-back performance did not correlate significantly with either measure, whereas three-back performance correlated descriptively more strongly with Raven's matrices than with operation span.”
From Which “working memory” are we talking about? Complex span tasks versus N-back (2025) · cites this paper as Kane et al., 2007
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“Indeed, correlations between the n-back and operation span ranged from nonsignificant to weak (all rs ≤ .22).”
From Which “working memory” are we talking about? Complex span tasks versus N-back (2025) · cites this paper as Kane et al., 2007
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“Furthermore, operation span and the n-back each accounted for unique variance in fluid intelligence, suggesting a dissociation between the two measures.”
From Which “working memory” are we talking about? Complex span tasks versus N-back (2025) · cites this paper as Kane et al., 2007
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“Kane et al. (2007) identified recall versus recognition as one candidate.”
From Which “working memory” are we talking about? Complex span tasks versus N-back (2025) · cites this paper as Kane et al., 2007
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“Based on the cognitive load of the 2-back condition (20–22)”
From Dynamic reconfiguration of frontal brain networks during executive cognition in humans (2015) · cites this paper as [22]
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“We employed the digit span task (Wechsler 1987) to assess the storage component and the mental counters task (Huizinga et al. 2006) and the N-back task (see, Kane et al. 2007, for a recent review) to assess the operational component.”
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Working Memory Reloaded: Tyrosine Repletes Updating in the N-Back Task
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“In conditions with n= 2 or higher (where the match is for the stimulus that appeared two or more items ago), this task requires the online monitoring and updating of WM content, which is known to be cognitively demanding (Kane et al., 2007).”
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“Interpretation of these findings as indicative about age-related decreases in WM capacity in general hinges on the validity of our spatial n-back tasks as a measure of WM (cf. Kane et al., 2007).”
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“Throughout the study, we use the N -back task to manipulate cognitive workload by demanding working memory with different difficulty levels [27].”
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“Nevertheless, as there has been research suggesting that n-back tasks and complex-span tasks do not reflect a single construct [41,49], we additionally report correlations of each single measure (Table 1).”
BackgroundMahjoory, K., Čėsnaitė, E., Hohlefeld, F. U., Villringer, A., & Nikulin, V. V. (2018) · NeuroImage · doi:10.1016/j.neuroimage.2018.12.001 · Cited by 76
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“N-Back Task (Kane et al., 2007; Owen et al., 2005): Participants were instructed to retain information for a speci fi c stimulus.”
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“…as a working memory task, particularly within the neuropsychology literature, there is empirical evidence that it is not particularly well correlated with other WM tasks, particularly complex-span tasks, which entail high-WM abilities (Kane et al. 2007; Oberauer 2005; Schmiedek et al. 2014).”
BackgroundTesting a Cognitive Control Model of Human Intelligence
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“has been done with this task (Kane et al. 2007), the N-back task provides a face valid assessment of an individual’s ability to update WM with newly presented sequential information on a moment-by-moment basis, to maintain the sequential information in the face of distraction, to monitor and manipulate online informat…”
MethodDifficulties in working memory updating in individuals with intellectual disability
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“Results were sometimes inconsistent, and in some cases updating and WM were modestly correlated (0.20, see Kane et al. 2007), whereas in other cases the correlation was relatively high (0.55, Shamosh et al. 2008) or extremely strong (0.96, Schmiedek et al. 2009), to such an extent that updating and…”
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“The Bergen n-back test was excluded from the review due to weak construct validity (Kane et al. 2007; Jaeggi et al. 2010).”
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“, 2010; Kane et al., 2007; Oberauer, 2005; Roberts & Gibson, 2002). To explain the conflicting data in the literature it has been suggested that performance on the n-back could depend on processes that go beyond the traditional WM-related processes. Kane et al. (2007) attributed the n-back’s failure to measure WM to t…”
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“WM, GMV, and cortical thickness are known to decline as an individual grows older (Lemaitre et al., 2012; Salthouse and Babcock, 1991), while ICV is commonly used as a covariate to account for differences in gray matter due to head and body size (Hansen et al., 2015).”
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“N-back tasks require an upload of memory and have rather unique psychological characteristics compared with that of other workingmemory tasks (Kane et al., 2007).”
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“(2005) and Kane et al. (2005). Psychological Bulletin, 131, 72-75.”
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“back” taskswhich have beenwidely used inprevious research (Oliveri et al., 2001; Owen et al., 2005; Kane et al., 2007; Spalletta et al., 2008).”
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“Lures were defined as items that repeated in positions n+1, n+2, n-1, and n-2 [28,60].”
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“To reiterate, the n-back included a manipulation of memory load (2-back, 3-back), stimulus type (target, nontarget), and sequence type (lure, nonlure; as per Kane et al., 2007).”
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“The modern version of the n-back task [42] was designed using OpenSesame v 3.3.6 [43].”
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“Kane et al. (2007) suggested that low correlations between n-back and other working memory measures are due to task differences.”
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“Following [25, 53], hits and false alarms are used to compute sensitivity (dL) and bias (CL).”
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“One reason for this discrepancy might be related to the retrieval demands in the various tasks: the simple span, running memory, and complex span tasks all require free recall at the end of each list, whereas the n-back task requires speeded recognition (Kane et al., 2007).”
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von Janczewski, N., Wittmann, J., Engeln, A., Baumann, M. R. K., & Krauß, L. (2020) · Transportation Research Part F Traffic Psychology and Behaviour · doi:10.1016/j.trf.2020.11.014 · Cited by 50
A behavioral study on tonal working memory in musicians and non-musicians
Ding, Y., Gray, K., Forrence, A. D., Wang, X., & Huang, J. (2018) · PLoS ONE · doi:10.1371/journal.pone.0201765 · Cited by 58
Comparing eye-tracking metrics of mental workload caused by NDRTs in semi-autonomous driving
Chen, W., Sawaragi, T., & Hiraoka, T. (2022) · Transportation Research Part F Traffic Psychology and Behaviour · doi:10.1016/j.trf.2022.05.004 · Cited by 50
Auditory working memory predicts individual differences in absolute pitch learning
Hedger, S. C. V., Heald, S. L. M., Koch, R. E., & Nusbaum, H. C. (2015) · Cognition · doi:10.1016/j.cognition.2015.03.012 · Cited by 53
Rac-Lubashevsky, R., & Frank, M. J. (2021) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1008971 · Cited by 46
Doherty, K. A., & Desjardins, J. L. (2015) · Frontiers in Psychology · doi:10.3389/fpsyg.2015.00721 · Cited by 50
Non-Interfering Effects of Active Post-Encoding Tasks on Episodic Memory Consolidation in Humans
Varma, S., Takashima, A., Krewinkel, S., van Kooten, M., Fu, L., Medendorp, W. P., Kessels, R. P. C., & Daselaar, S. M. (2017) · Frontiers in Behavioral Neuroscience · doi:10.3389/fnbeh.2017.00054 · Cited by 49
Kashfi, T. E., Sohrabi, M., Kakhki, A. S., Mashhadi, A., & Nooghabi, M. J. (2019) · Perceptual and Motor Skills · doi:10.1177/0031512519836811 · Cited by 56
The Role of Self-Regulation in Voice Therapy
Vinney, L. A., & Turkstra, L. S. (2013) · Journal of Voice · doi:10.1016/j.jvoice.2013.01.003 · Cited by 48
Dobrakowski, P. P., & Łebecka, G. (2019) · Clinical EEG and Neuroscience · doi:10.1177/1550059419879020 · Cited by 57
“The performance quality of the test is also connected with fluid intelligence.(30) The basic variable in the n-back task is the performance quality.”
BackgroundHow does interpreting experience enhance working memory and short-term memory: A meta-analysis
Wen, H., & Dong, Y. (2019) · Journal of Cognitive Psychology · doi:10.1080/20445911.2019.1674857 · Cited by 57
van de Weijer‐Bergsma, E., Kroesbergen, E. H., Jolani, S., & Luit, J. E. H. V. (2015) · Behavior Research Methods · doi:10.3758/s13428-015-0607-y · Cited by 46
“In other words, working memory can be distinguished from short-term memory, which only involves the temporary storage of information by the slave systems, whereas working memory involves the storage as well as processing of information.”
BackgroundGong, P., Zheng, A., Chen, D., Ge, W., Lv, C., Zhang, K., Gao, X., & Zhang, F. (2009) · Journal of Molecular Neuroscience · doi:10.1007/s12031-009-9205-8 · Cited by 47
“The relations between working memory and the efficiency of complex cognitive processes have been demonstrated in the numerous reports (Hegarty et al. 2000; Kane et al. 2007).”
BackgroundRecommendations for ICT use in Alzheimer's disease assessment: Monaco CTAD expert meeting
Robert, P. H., Konig, A., Andrieu, S., Bremond, F., Chemin, I., Chung, P. C., Dartigues, J. F., Dubois, B., Feutren, G., Guillemaud, R., et al. (2013) · The Journal of nutrition, health and aging · doi:10.1007/s12603-013-0046-3 · Cited by 46
Kim, H., & Hong, T. (2020) · Applied Energy · doi:10.1016/j.apenergy.2020.115429 · Cited by 46
Acute effects of energy drinks in medical students
García, A., Romero, C., Arroyave, C., Giraldo, F., Sánchez, L., & Sánchez, J. (2017) · European Journal of Nutrition · doi:10.1007/s00394-016-1246-5 · Cited by 45
Berggren, R., Nilsson, J., Brehmer, Y., Schmiedek, F., & Lövdén, M. (2020) · Psychology and Aging · doi:10.1037/pag0000439 · Cited by 50
Cognitive Ability: Does Working Memory Training Enhance Intelligence?
Conway, A. R. A., & Getz, S. J. (2010) · Current Biology · doi:10.1016/j.cub.2010.03.001 · Cited by 48
Self-citationCognitive flexibility in preschool children with and without stuttering disorders
Eichorn, N., Marton, K., & Pirutinsky, S. (2017) · Journal of Fluency Disorders · doi:10.1016/j.jfludis.2017.11.001 · Cited by 47
Designing and Interpreting Psychophysical Investigations of Cognition
Waskom, M., Okazawa, G., & Kiani, R. (2019) · Neuron · doi:10.1016/j.neuron.2019.09.016 · Cited by 49
“For example, a subject may comfortably perform a 1-back or even 2-back task by maintaining each item in working memory but resort to using familiarity-based judgments—a long-term memory mechanism—when their capacity is exceeded (Kane et al., 2007).”
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 49
“The n-back task is a continuous performance task commonly used as an assessment of working memory load [12,13].”
MethodBrooks, S. J., O’Daly, O., Uher, R., Schiöth, H. B., Treasure, J. L., & Campbell, I. C. (2012) · Consciousness and Cognition · doi:10.1016/j.concog.2012.02.006 · Cited by 46
Atkins, S. M., Sprenger, A. M., Colflesh, G. J. H., Briner, T. L., Buchanan, J. B., Chavis, S. E., Chen, S.-Y., Iannuzzi, G. L., Kashtelyan, V., Dowling, E., et al. (2014) · Experimental Psychology · doi:10.1027/1618-3169/a000262 · Cited by 39
Self-citationZakariás, L., Keresztes, A., Marton, K., & Wartenburger, I. (2016) · Neuropsychological Rehabilitation · doi:10.1080/09602011.2016.1159579 · Cited by 46
“With the inclusion of lures (distractor items) we were able to target interference skills (e.g., Kane, Conway, Miura, & Col fl esh, 2007; Novick et al., 2013), and potentially recruit brain areas known to be involved in spoken sentence processing (e.g., LIFG, see Friederici, 2002 ; Thompson-Schill…”
BackgroundMethodDisentangling 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 50
“Once n-back tasks and complex span tasks apparently evaluate different processes (Ribeiro et al., submitted; Kane et al., 2007), WM researches should consider the differences between tasks and how they affect the result explanations (Redick and Lindsey, 2013; Remoli and Santos, 2017).”
BackgroundToo Sick to Drive: How Motion Sickness Severity Impacts Human Performance
Smyth, J., Jennings, P., Mouzakitis, A., & Birrell, S. A. (2018) · IEEE International Conference on Intelligent Transportation Systems (ITSC) · doi:10.1109/itsc.2018.8569572 · Cited by 42
“See [24]) for N-Back.”
Xie, Y., Murphey, Y. L., & Kochhar, D. S. (2019) · IEEE Transactions on Intelligent Vehicles · doi:10.1109/tiv.2019.2960946 · Cited by 42
“In the n-back digital recall task, subjects are required to listen to a sequence of randomly selected single digits within the range of 0–9, and repeat the n-th digit appeared earlier to the last one [9].”
BackgroundAnticipatory Baseline Pupil Diameter Is Sensitive to Differences in Hearing Thresholds
Ayasse, N. D., & Wingfield, A. (2020) · Frontiers in Psychology · doi:10.3389/fpsyg.2019.02947 · Cited by 42
Adam, K. C. S., Doss, M. K., Pabon, E., Vogel, E. K., & de Wit, H. (2020) · Neuropsychopharmacology · doi:10.1038/s41386-020-0690-3 · Cited by 45
Working Memory and Intelligence
Conway, A. R. A., Getz, S. J., Macnamara, B. N., & de Abreu, P. E. (2011) · Cambridge University Press eBooks · doi:10.1017/cbo9780511977244.021 · Cited by 42
Self-citationWorking 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
“It is becoming clear that individual differences in complex span and n-back performance are, at best, weakly related (Jaeggi, Buschkuehl, Perrig, & Meier, 2010; Kane, Conway, Miura, & Colflesh, 2007).”
van Ewijk, H., Weeda, W. D., Heslenfeld, D. J., Luman, M., Hartman, C. A., Hoekstra, P. J., Faraone, S. V., Franke, B., Buitelaar, J. K., & Oosterlaan, J. (2015) · Psychiatry Research: Neuroimaging · doi:10.1016/j.pscychresns.2015.07.003 · Cited by 39
“Researchers have been discouraged from treating the two tasks as measuring the same construct, or from generalizing results on underlying brain circuitries from N-back studies to the concept of working memory span (Kane et al., 2007; Redick and Lindsey, 2013).”
BackgroundAuditory Discrimination Learning: Role of Working Memory
Zhang, Y.-X., Moore, D. R., Guiraud, J. A., Molloy, K., Yan, T., & Amitay, S. (2016) · PLoS ONE · doi:10.1371/journal.pone.0147320 · Cited by 46
Neural signatures for active maintenance and interference during working memory updating
Vilà‐Balló, A., Salmi, J., Soveri, A., Rodríguez‐Fornells, A., Lehtonen, M., & Laine, M. (2018) · Biological Psychology · doi:10.1016/j.biopsycho.2018.01.007 · Cited by 42
“Continuous updating prevents strong binding to an ongoing stimulus stream, leading to increased susceptibility to proactive interference (Kane et al., 2007; Schmiedek et al., 2009; Szmalec, Verbruggen, Vandierendonck, & Kemps, 2011).”
BackgroundMethodInfluentialIntegrating Theories of Working Memory
Logie, R. H., Belletier, C., & Doherty, J. M. (2020) · Oxford University Press eBooks · doi:10.1093/oso/9780198842286.003.0014 · Cited by 41
The domain-specific approach of working memory training
Peng, P., & Swanson, H. L. (2022) · Developmental Review · doi:10.1016/j.dr.2022.101035 · Cited by 45
Linares, R., Borella, E., Lechuga, M. T., Carretti, B., & Pelegrina, S. (2019) · PLOS ONE · doi:10.1371/journal.pone.0211321 · Cited by 38
Metadata
- Authors
- Kane, M. J., Conway, A. R. A., Miura, T. K., & Colflesh, G. J. H.
- Affiliations
- University of North Carolina at Greensboro (US)
- Princeton University (US)
- University of Illinois Chicago (US)
- Venue
- Journal of Experimental Psychology: Learning, Memory, and Cognition
- Published
- 2007-05
- Volume
- 33
- Issue
- 3
- Pages
- 615-622
- ISSN
- 0278-7393 (ISSN-L)
- 1939-1285
- OpenAlex
- W1978600950
- Cited by
- 933
- References
- 40
- Citations by year
- 2026: 50 · 2025: 68 · 2024: 73 · 2023: 49 · 2022: 61 · 2021: 74 · 2020: 70 · 2019: 67 · 2018: 63 · 2017: 57 · 2016: 50 · 2015: 57 · 2014: 49 · 2013: 34 · 2012: 32
- FWCI
- 21.75
- Type
- journal article
- Language
- en
- Open access
- green
- libres.uncg.edu
- Locations
- Journal of Experimental Psychology Learning Memory and Cognition (publishedVersion)
- PubMed (publishedVersion)
- NC Digital Online Collection of Knowledge and Scholarship (The University of North Carolina at Greensboro) (submittedVersion)
- Funders
- Air Force Office of Scientific Research (F49620-00-1-131)
- 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
- n-back task, working memory, attentional control, construct validity, convergent validity, operation span, fluid intelligence, executive function
- MeSH terms
- Attention, Humans, Individuality, Intelligence, Memory, Short-Term, Pattern Recognition, Visual, Problem Solving, Psychomotor Performance, Reaction Time, Semantics, Serial Learning, Verbal Learning
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