Decision Making in Concurrent Multitasking: Do People Adapt to Task Interference?
Open accessAbstract
While multitasking has received a great deal of attention from researchers, we still know little about how well people adapt their behavior to multitasking demands. In three experiments, participants were presented with a multicolumn subtraction task, which required working memory in half of the trials. This primary task had to be combined with a secondary task requiring either working memory or visual attention, resulting in different types of interference. Before each trial, participants were asked to choose which secondary task they wanted to perform concurrently with the primary task. We predicted that if people seek to maximize performance or minimize effort required to perform the dual task, they choose task combinations that minimize interference. While performance data showed that the predicted optimal task combinations indeed resulted in minimal interference between tasks, the preferential choice data showed that a third of participants did not show any adaptation, and for the remainder it took a considerable number of trials before the optimal task combinations were chosen consistently. On the basis of these results we argue that, while in principle people are able to adapt their behavior according to multitasking demands, selection of the most efficient combination of strategies is not an automatic process.
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When nurses are interrupted in their task, their attention is shifted from the initial process to the new process with a decay of the memory of the initial process; this leads to an increase in response time when returning to the initial task or even the nurse starting the initial task over and hence a likelihood of overwhelmed cognitive capacities and decreased productivity and accuracy in the EH
“when the nurses are interrupted in their task, their attention is shifted from the initial process to the new process with a decay of the memory of the initial process; this leads to an increase in response time when returning to the initial task or even the nurse starting the initial task over and hence a likelihood of overwhelmed cognitive capacities [14] and decreased productivity and accuracy”
From Workflow interruption and nurses’ mental workload in electronic health record tasks: An observational study (2023) · cites this paper as [46]
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Cites
Hierarchical Grouping to Optimize an Objective Function
Ward, J. H. (1963) · Journal of the American Statistical Association · doi:10.1080/01621459.1963.10500845 · Cited by 21,341 · see citing works
(1966) · Medical Entomology and Zoology · Cited by 10,293 · see citing works
Rescorla, R. A. (1972) · Medical Entomology and Zoology · Cited by 7,268 · see citing works
Classical conditioning II: Current research and theory.
Black, A. H., & Prokasy, W. F. (1972) · Appleton-Century-Crofts eBooks · Cited by 4,449 · see citing works
Dual-task interference in simple tasks: data and theory
Pashler, H. (1994) · Psychological Bulletin · doi:10.1037/0033-2909.116.2.220 · Cited by 3,112 · see citing works
Multiple resources and performance prediction
Wickens, C. D. (2002) · Theoretical Issues in Ergonomics Science · doi:10.1080/14639220210123806 · Cited by 2,621 · cited 1× · see citing works
“A well known account of this type is multiple resource theory [18].”
BackgroundOn the economy of the human-processing system.
Navon, D., & Gopher, D. (1979) · Psychological Review · doi:10.1037/0033-295x.86.3.214 · Cited by 1,668 · see citing works
Talking about tactile experiences
Obrist, M., Seah, S. A., & Subramanian, S. (2013) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/2470654.2466220 · Cited by 1,627 · see citing works
How Can the Human Mind Occur in the Physical Universe?
Anderson, J. R. (2007) · doi:10.1093/acprof:oso/9780195324259.001.0001 · Cited by 1,483 · see citing works
Meyer, D. E., & Kieras, D. E. (1997) · Psychological Review · doi:10.1037/0033-295x.104.1.3 · Cited by 1,401 · 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 1,167 · see citing works
Driven to Distraction: Dual-Task Studies of Simulated Driving and Conversing on a Cellular Telephone
Strayer, D. L., & Johnston, W. A. (2001) · Psychological Science · doi:10.1111/1467-9280.00386 · Cited by 1,134 · see citing works
No A 4 U: The relationship between multitasking and academic performance
Junco, R., & Cotten, S. R. (2012) · Computers & Education · doi:10.1016/j.compedu.2011.12.023 · Cited by 810 · 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
Threaded cognition: An integrated theory of concurrent multitasking.
Salvucci, D. D., & Taatgen, N. (2008) · Psychological Review · doi:10.1037/0033-295x.115.1.101 · Cited by 669 · see citing works
Self-citationExamining the Impact of Cell Phone Conversations on Driving Using Meta-Analytic Techniques
Horrey, W. J., & Wickens, C. D. (2006) · Human Factors The Journal of the Human Factors and Ergonomics Society · doi:10.1518/001872006776412135 · Cited by 604 · see citing works
No task left behind?: examining the nature of fragmented work
Mark, G., Gonzalez, V. M., & Harris, J. (2005) · Proceedings of the SIGCHI Conference on Human Factors in Computing Systems · doi:10.1145/1054972.1055017 · Cited by 503 · see citing works
Meyer, D. E., & Kieras, D. E. (1997) · Psychological Review · doi:10.1037/0033-295x.104.4.749 · Cited by 488 · see citing works
Sanbonmatsu, D. M., Strayer, D. L., Medeiros-Ward, N., & Watson, J. M. (2013) · PLoS ONE · doi:10.1371/journal.pone.0054402 · Cited by 440 · see citing works
Salvucci, D. D., Taatgen, N. A., & Borst, J. P. (2009) · Proceedings of the SIGCHI Conference on Human Factors in Computing Systems · doi:10.1145/1518701.1518981 · Cited by 251 · cited 1× · see citing works
“As swapping from DM takes time (in the order of several hundred milliseconds, [26,27], and there is a risk that a chunk can no longer be retrieved from DM because it has been forgotten, requiring WM-like access to multiple chunks causes interference.”
BackgroundSelf-citationBrain Mechanisms of Serial and Parallel Processing during Dual-Task Performance
Sigman, M., & Dehaene, S. (2008) · Journal of Neuroscience · doi:10.1523/jneurosci.0948-08.2008 · Cited by 242 · see citing works
Lesch, M. F., & Hancock, P. A. (2003) · Accident Analysis & Prevention · doi:10.1016/s0001-4575(03)00042-3 · Cited by 223 · see citing works
Too much control can hurt: A threaded cognition model of the attentional blink
Taatgen, N., Juvina, I., Schipper, M., Borst, J. P., & Martens, S. (2009) · Cognitive Psychology · doi:10.1016/j.cogpsych.2008.12.002 · Cited by 220 · see citing works
Self-citationThe problem state: A cognitive bottleneck in multitasking.
Borst, J. P., Taatgen, N. A., & van Rijn, H. (2010) · Journal of Experimental Psychology: Learning, Memory, and Cognition · doi:10.1037/a0018106 · Cited by 193 · see citing works
Self-citation(2010) · Cited by 186 · see citing works
Self-citationPredicting the effects of cellular-phone dialing on driver performance
Salvucci, D. D., & Macuga, K. L. (2002) · Cognitive Systems Research · doi:10.1016/s1389-0417(01)00048-1 · Cited by 122 · see citing works
A shared cortical bottleneck underlying Attentional Blink and Psychological Refractory Period
Marti, S., Sigman, M., & Dehaene, S. (2012) · NeuroImage · doi:10.1016/j.neuroimage.2011.09.063 · Cited by 120 · see citing works
Multitasking and monotasking: the effects of mental workload on deferred task interruptions
Salvucci, D. D., & Bogunovich, P. (2010) · Proceedings of the SIGCHI Conference on Human Factors in Computing Systems · doi:10.1145/1753326.1753340 · Cited by 109 · see citing works
Dual-task performance during a climbing traverse
Green, A. L., & Helton, W. S. (2011) · Experimental Brain Research · doi:10.1007/s00221-011-2898-2 · Cited by 73 · see citing works
Janssen, C. P., Brumby, D. P., & Garnett, R. (2012) · Journal of Cognitive Engineering and Decision Making · doi:10.1177/1555343411432339 · Cited by 65 · see citing works
Borst, J. P., Taatgen, N. A., Stocco, A., & van Rijn, H. (2010) · PLoS ONE · doi:10.1371/journal.pone.0012966 · Cited by 52 · see citing works
Self-citationThe source of execution-related dual-task interference: Motor bottleneck or response monitoring?
Bratzke, D., Rolke, B., & Ulrich, R. (2009) · Journal of Experimental Psychology Human Perception & Performance · doi:10.1037/a0015874 · Cited by 47 · see citing works
The Vertical Visual Field and Implications for the Head-Up Display
Martin-Emerson, R., & Wickens, C. D. (1992) · Proceedings of the Human Factors and Ergonomics Society Annual Meeting · doi:10.1177/154193129203601810 · Cited by 45 · see citing works
Deciding when to switch tasks in time-critical multitasking
Kushleyeva, Y., Salvucci, D. D., & Lee, F. J. (2004) · Cognitive Systems Research · doi:10.1016/j.cogsys.2004.09.005 · Cited by 43 · see citing works
Brumby, D. P., Davies, S. C. E., Janssen, C. P., & Grace, J. J. (2011) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/1978942.1979009 · Cited by 34 · see citing works
Avoiding the problem state bottleneck by strategic use of the environment
Borst, J. P., Buwalda, T. A., van Rijn, H., & Taatgen, N. A. (2013) · Acta Psychologica · doi:10.1016/j.actpsy.2013.07.016 · Cited by 19 · see citing works
Self-citationIntroduction to the special issue on computational cognitive modeling
Schunn, C. D., & Gray, W. D. (2002) · Cognitive Systems Research · doi:10.1016/s1389-0417(01)00038-9 · Cited by 6 · see citing works
Rossum, M. V. (1997) · Quaerendo · doi:10.1163/157006997x00222 · Cited by 2 · see citing works
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Bower, M., & Sturman, D. (2015) · Computers & Education · doi:10.1016/j.compedu.2015.07.013 · Cited by 272 · see citing works
The costs and benefits of brain dopamine for cognitive control
Cools, R. (2016) · Wiley Interdisciplinary Reviews Cognitive Science · doi:10.1002/wcs.1401 · Cited by 152 · see citing works
Douglas, H., Raban, M. Z., Walter, S. R., & Westbrook, J. I. (2016) · Applied Ergonomics · doi:10.1016/j.apergo.2016.08.021 · Cited by 105 · see citing works
Shan, Y., Shang, J., Yan, Y., & Ye, X. (2023) · BMC Nursing · doi:10.1186/s12912-023-01209-9 · Cited by 79 · see citing works
Single-task fMRI overlap predicts concurrent multitasking interference
Nijboer, M., Borst, J., van Rijn, H., & Taatgen, N. (2014) · NeuroImage · doi:10.1016/j.neuroimage.2014.05.082 · Cited by 72 · see citing works
Self-citationValidation of a simple response-time measure of listening effort
Pals, C., Sarampalis, A., van Rijn, H., & Başkent, D. (2015) · The Journal of the Acoustical Society of America · doi:10.1121/1.4929614 · Cited by 68 · see citing works
Neural correlates of motor-cognitive dual-tasking in young and old adults
Papegaaij, S., Hortobágyi, T., Godde, B., Kaan, W. A., Erhard, P., & Voelcker‐Rehage, C. (2017) · PLoS ONE · doi:10.1371/journal.pone.0189025 · Cited by 62 · see citing works
Gender differences in multitasking experience and performance
Lui, K. F. H., Yip, K. H., & Wong, A. C. ‐. (2020) · Quarterly Journal of Experimental Psychology · doi:10.1177/1747021820960707 · Cited by 51 · see citing works
Using Data-Driven Model-Brain Mappings to Constrain Formal Models of Cognition
Borst, J. P., Nijboer, M., Taatgen, N., van Rijn, H., & Anderson, J. R. (2015) · PLoS ONE · doi:10.1371/journal.pone.0119673 · Cited by 50 · see citing works
Self-citationBonab, Z. N., Hejazi, M. J., Iranipour, S., Arzanlou, M., & Biondi, A. (2021) · PLoS ONE · doi:10.1371/journal.pone.0243334 · Cited by 46 · see citing works
Parsaeyan, E., Saber, M., Safavi, S. A., Poorjavad, N., & Biondi, A. (2020) · Ecotoxicology · doi:10.1007/s10646-020-02235-y · Cited by 43 · see citing works
Multitasking as a choice: a perspective
Broeker, L., Liepelt, R., Poljac, E., Künzell, S., Ewolds, H. E., de Oliveira, R. F., & Raab, M. (2017) · Psychological Research · doi:10.1007/s00426-017-0938-7 · Cited by 40 · see citing works
Strategic Adaptation to Task Characteristics, Incentives, and Individual Differences in Dual-Tasking
Janssen, C. P., & Brumby, D. P. (2015) · PLoS ONE · doi:10.1371/journal.pone.0130009 · Cited by 37 · see citing works
Exploitation–Exploration Model of Media Multitasking
Wiradhany, W., Baumgartner, S. E., & de Bruin, A. B. H. (2021) · Journal of Media Psychology Theories Methods and Applications · doi:10.1027/1864-1105/a000303 · Cited by 35 · see citing works
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Jansen, R. J., van Egmond, R., & de Ridder, H. (2016) · PLoS ONE · doi:10.1371/journal.pone.0158511 · Cited by 34 · see citing works
Saber, M., Ahmadi, Z., & Mahdavinia, G. (2018) · Experimental and Applied Acarology · doi:10.1007/s10493-018-0226-2 · Cited by 30 · see citing works
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Ngongang, M. D. T., Eke, P., Sameza, M. L., Mback, M. N. L. N., Djiéto‐Lordon, C., & Boyom, F. F. (2021) · International Journal of Tropical Insect Science · doi:10.1007/s42690-021-00514-7 · Cited by 26 · see citing works
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Farmer, G., Janssen, C. P., Nguyen, A. T., & Brumby, D. P. (2017) · Cognitive Science · doi:10.1111/cogs.12513 · Cited by 20 · see citing works
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Costa, E. S. P., Soares, M. A., Caldeira, Z. V., Veloso, R. V. D. S., da Silva, L. A., da Silva, D. J. H., Santos, I. C. D. L., Castro, B. M. D. C. E., Zanúncio, J. C., & Legaspi, J. C. (2020) · Scientific Reports · doi:10.1038/s41598-020-69200-x · Cited by 14 · see citing works
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Prantner, C. K., Soltész, P., Faragó, B., Pléh, C., & Soltész-Várhelyi, K. (2016) · Magyar Pszichológiai Szemle · doi:10.1556/0016.2016.71.1.6 · Cited by 2 · see citing works
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Elhamadany, M. H., Birkmeier, M., Zousmer, S., Pinger, A., & Moore, J. G. (2025) · Journal of Physical Therapy Education · doi:10.1097/jte.0000000000000448 · Cited by 1 · see citing works
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Sebok, A. L. (2017) · Proceedings of the Human Factors and Ergonomics Society Annual Meeting · doi:10.1177/1541931213601673 · Cited by 1 · see citing works
Hold on one second: interrupting the intern year
George, A. E. (2015) · Medical Education · doi:10.1111/medu.12746 · Cited by 1 · see citing works
A feladatmegosztás a diszruptív technológiák világában
Pléh, C. (2019) · Iskolakultúra · doi:10.14232/iskkult.2019.4-5.3 · Cited by 1 · see citing works
Duplas tarefas têm efeito similar sobre o tempo de reação em jovens e idosos independentes
Neves, D., Kunzler, M. R., da Rocha, E. S., Mello‐Carpes, P. B., & Carpes, F. P. (2019) · Saúde (Santa Maria) · doi:10.5902/2236583437138
Ata, D. A., Kurtoğlu, Z., & Cinan, S. (2022) · Istanbul University Press eBooks · doi:10.26650/b/ss32.2022.04.09
Huijser, S. (2022) · doi:10.33612/diss.198707305
Shan, Y., Shang, J., Yan, Y., & Ye, X. (2023) · Figshare · doi:10.6084/m9.figshare.22617770
Shan, Y., Shang, J., Yan, Y., & Ye, X. (2023) · Figshare · doi:10.6084/m9.figshare.22617767
Mohammed, M. T. S., Ibrahim, F., & Yunus, N. (2020) · International Journal of Infrastructure Research and Management · doi:10.63646/j.ijirm.2020.080104
Développement, temps et attention : comportements et modélisation.
Hallez, Q. (2019) · theses.fr (ABES) · doi:10.70675/1a845aecz6f6dz4894zad6aze46a9f9d9c2d
- Authors
- Nijboer, M., Taatgen, N. A., Brands, A., Borst, J. P., & van Rijn, H.
- Affiliations
- University of Groningen (NL)
- Carnegie Mellon University (US)
- Corresponding author
- Nijboer, Menno
- Venue
- PLoS ONE
- Publisher
- Public Library of Science (PLoS)
- Published
- 2013-11-11
- Volume
- 8
- Issue
- 11
- Pages
- e79583
- ISSN
- 1932-6203 (ISSN-L)
- PMC
- PMC3823623
- OpenAlex
- W2121080257
- Cited by
- 49
- References
- 37
- Citations by year
- 2025: 2 · 2024: 3 · 2023: 5 · 2022: 4 · 2021: 4 · 2020: 4 · 2019: 6 · 2018: 3 · 2017: 6 · 2016: 5 · 2015: 6 · 2014: 1
- FWCI
- 2.19
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Locations
- PLoS ONE (publishedVersion, cc-by)
- Europe PMC (PubMed Central) (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- RePEc: Research Papers in Economics (submittedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion)
- University of Groningen research database (University of Groningen / Centre for Information Technology) (submittedVersion, cc-by)
- Funders
- FP7 Ideas: European Research Council (283597)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural and Behavioral Psychology Studies
- Social Sciences › Decision Sciences › Information Systems and Management › Personal Information Management and User Behavior
- Social Sciences › Psychology › Social Psychology › Human-Automation Interaction and Safety
- Keywords
- multitasking, dual-task interference, behavioral adaptation, task selection, working memory, visual attention, effort allocation, strategy selection
- MeSH terms
- Adolescent, Analysis of Variance, Choice Behavior, Decision Making, Female, Humans, Male, Task Performance and Analysis, Young Adult
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