Toward a Metacognitive Account of Cognitive Offloading
Open accessAbstract
Individuals frequently make use of the body and environment when engaged in a cognitive task. For example, individuals will often spontaneously physically rotate when faced with rotated objects, such as an array of words, to putatively offload the performance costs associated with stimulus rotation. We looked to further examine this idea by independently manipulating the costs associated with both word rotation and array frame rotation. Surprisingly, we found that individuals’ patterns of spontaneous physical rotations did not follow patterns of performance costs or benefits associated with being physically rotated, findings difficult to reconcile with existing theories of strategy selection involving external resources. Individuals’ subjective ratings of perceived benefits, rather, provided an excellent match to the patterns of physical rotations, suggesting that the critical variable when deciding on‐the‐fly whether to incorporate an external resource is the participant's metacognitive beliefs regarding expected performance or the effort required for each approach (i.e., internal vs. internal + external). Implications for metacognition's future in theories of cognitive offloading are discussed.
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
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?
Several studies on issues besides learning and memory often show considerable advantages accrued using non-digital externalization.
“with several studies on issues besides learning and memory often showing considerable advantages accrued using this strategy”
From The Cognitive Architecture of Digital Externalization (2023) · cites this paper as Dunn & Risko, 2016
Section 4.3 reports faster and more accurate performance when participants were forced to physically rotate toward the text, supporting an advantage of non-digital offloading outside a learning-and-memory task. But Section 3.3 says spontaneous rotation showed no observable performance benefit, and the other favorable example in Section 1.2 uses an on-screen calculator. The paper therefore does not establish that several studies show considerable advantages from non-digital externalization. (LLM, conf=0.84)
Experimental — accuracy not yet measuredResearch on non-digital forms of externalization demonstrates how deeply embedded the tendency of offloading is in humans.
“research on non-digital forms of externalization is used to demonstrate how deeply embedded the tendency of offloading is in humans”
From The Cognitive Architecture of Digital Externalization (2023) · cites this paper as Dunn & Risko, 2016
Externalization behavior does not necessarily align with actual benefits or costs, but rather with people's perceived benefits and costs of that behavior.
“Dunn and Risko (2016) found that externalization behavior does not necessarily align with actual benefits or costs, but rather people's perceived benefits and costs of that behavior, therefore linking their choices to metacognition (though their studies did not investigate learning, but physical action).”
From The Cognitive Architecture of Digital Externalization (2023) · cites this paper as Dunn and Risko (2016)
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
R: A Language and Environment for Statistical Computing
R Core Team (2000) · doi:10.32614/r.manuals · Cited by 355,706 · see citing works
Development of NASA-TLX (Task Load Index): Results of Empirical and Theoretical Research
(1988) · Advances in Psychology · doi:10.1016/s0166-4115(08)62386-9 · Cited by 15,003 · see citing works
Hutchins, E. (1995) · doi:10.7551/mitpress/1881.001.0001 · Cited by 10,801 · cited 1× · see citing works
“Much recent work within cognitive science has been aimed at providing a deeper understanding of the embedded and distributed nature of cognition (e.g., Clark, 2010; Hutchins, 1995; Kirsh, 1995; Rupert, 2004; Wilson, 2002).”
BackgroundConflict monitoring and cognitive control
Botvinick, M. M., Braver, T. S., Barch, D. M., Carter, C. S., & Cohen, J. D. (2001) · Psychological Review · doi:10.1037/0033-295x.108.3.624 · Cited by 7,351 · see citing works
Mental Rotation of Three-Dimensional Objects
Shepard, R. N., & Metzler, J. (1971) · Science · doi:10.1126/science.171.3972.701 · Cited by 6,246 · see citing works
Linear Mixed-Effects Models using 'Eigen' and S4
Bates, D. M., Maechler, M., Bolker, B. M., & Walker, S. C. (2015) · Cited by 5,924 · see citing works
Six views of embodied cognition
Wilson, M. (2002) · Psychonomic Bulletin & Review · doi:10.3758/bf03196322 · Cited by 4,782 · see citing works
Payne, J. W., Bettman, J. R., & Johnson, E. J. (1993) · doi:10.1017/cbo9781139173933 · Cited by 3,487 · see citing works
Leave, C., Payne, J. W., Bettman, J. R., & Johnson, E. J. (1994) · Journal of the Operational Research Society · doi:10.2307/2584298 · Cited by 3,315 · see citing works
The discovery of processing stages: Extensions of Donders' method
Sternberg, S. (1969) · Acta Psychologica · doi:10.1016/0001-6918(69)90055-9 · Cited by 3,137 · see citing works
DMDX: A Windows display program with millisecond accuracy
Forster, K. I., & Forster, J. C. (2003) · Behavior Research Methods, Instruments, & Computers · doi:10.3758/bf03195503 · Cited by 2,775 · see citing works
On the relationship between autobiographical memory and perceptual learning.
Jacoby, L. L., & Dallas, M. (1981) · Journal of Experimental Psychology General · doi:10.1037//0096-3445.110.3.306 · Cited by 2,562 · see citing works
Supersizing the mind: embodiment, action, and cognitive extension
(2009) · Choice Reviews Online · doi:10.5860/choice.47-0788 · Cited by 2,205 · see citing works
Adaptive strategy selection in decision making.
Payne, J. W., Bettman, J. R., & Johnson, E. J. (1988) · Journal of Experimental Psychology: Learning, Memory, and Cognition · doi:10.1037/0278-7393.14.3.534 · Cited by 1,955 · see citing works
On the relationship between autobiographical memory and perceptual learning.
Jacoby, L. L., & Dallas, M. (1981) · Journal of Experimental Psychology General · doi:10.1037/0096-3445.110.3.306 · Cited by 1,805 · see citing works
On Distinguishing Epistemic from Pragmatic Action
Kirsh, D., & Maglio, P. (1994) · Cognitive Science · doi:10.1207/s15516709cog1804_1 · Cited by 1,641 · cited 4× · see citing works
“For example, Kirsh and Maglio (1994) examined this behavior in Tetris players who often physically rotate zoids (i.e., stimulus rotation in-the-world) as a means of facilitating zoid identification rather than relying solely on an internal solution (e.g., mental rotation) to achieve this goal.”
BackgroundInfluentialRepetition priming and frequency attenuation in lexical access.
Forster, K. I., & Davis, C. (1984) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/0278-7393.10.4.680 · Cited by 1,414 · see citing works
Monitoring one’s own knowledge during study: A cue-utilization approach to judgments of learning
Koriat, A. (1997) · Journal of Experimental Psychology: General · doi:10.1037/0096-3445.126.4.349 · Cited by 1,363 · see citing works
Halekoh, U., & Højsgaard, S. (2014) · Journal of Statistical Software · doi:10.18637/jss.v059.i09 · Cited by 1,324 · see citing works
Baayen, R. H., & Milin, P. (2010) · International journal of psychological research · doi:10.21500/20112084.807 · Cited by 1,148 · see citing works
Decision making and the avoidance of cognitive demand
Kool, W., McGuire, J. T., Rosen, Z. B., & Botvinick, M. M. (2010) · Journal of Experimental Psychology: General · doi:10.1037/a0020198 · Cited by 1,141 · see citing works
Deictic codes for the embodiment of cognition
Ballard, D. H., Hayhoe, M. M., Pook, P. K., & Rao, R. P. N. (1997) · Behavioral and Brain Sciences · doi:10.1017/s0140525x97001611 · Cited by 1,082 · see citing works
External cognition: how do graphical representations work?
Scaife, M., & Rogers, Y. (1996) · International Journal of Human-Computer Studies · doi:10.1006/ijhc.1996.0048 · Cited by 1,066 · see citing works
Kirsh, D. (1995) · Artificial Intelligence · doi:10.1016/0004-3702(94)00017-u · Cited by 956 · see citing works
Memory Representations in Natural Tasks
Ballard, D. H., Hayhoe, M. M., & Pelz, J. B. (1995) · Journal of Cognitive Neuroscience · doi:10.1162/jocn.1995.7.1.66 · Cited by 817 · see citing works
Langendoen, D. T. (1997) · Language · doi:10.2307/417339 · Cited by 756 · see citing works
Efklides, A. (2008) · European Psychologist · doi:10.1027/1016-9040.13.4.277 · Cited by 729 · see citing works
SSL: A Theory of How People Learn to Select Strategies.
Rieskamp, J., & Otto, P. E. (2006) · Journal of Experimental Psychology General · doi:10.1037/0096-3445.135.2.207 · Cited by 625 · see citing works
Minds: extended or scaffolded?
Sterelny, K. (2010) · Phenomenology and the Cognitive Sciences · doi:10.1007/s11097-010-9174-y · Cited by 619 · cited 1× · see citing works
“…calculators (Walsh & Anderson, 2009), remains critical in disentangling the complex relation between the brain, body, and world (Menary, 2010, 2014; Sterelny, 2010; Sutton, 2010; Correspondence should be sent to Timothy L. Dunn, Department of Psychology, University of Waterloo, 200 University Ave…”
BackgroundChallenges to the Hypothesis of Extended Cognition
Rupert, R. D. (2004) · The Journal of Philosophy · doi:10.5840/jphil2004101826 · Cited by 585 · see citing works
Metacognition and consciousness
Koriat, A. (2007) · The Cambridge Handbook of Consciousness · doi:10.1017/cbo9780511816789.012 · Cited by 554 · see citing works
Motor processes in mental rotation
Wexler, M., Kosslyn, S. M., & Berthoz, A. (1998) · Cognition · doi:10.1016/s0010-0277(98)00032-8 · Cited by 550 · see citing works
The time to name disoriented natural objects
Jolicœur, P. (1985) · Memory & Cognition · doi:10.3758/bf03202498 · Cited by 499 · see citing works
Tarr, M. J. (1995) · Psychonomic Bulletin & Review · doi:10.3758/bf03214412 · Cited by 470 · see citing works
What determines initial feeling of knowing? Familiarity with question terms, not with the answer.
Reder, L. M., & Ritter, F. E. (1992) · Journal of Experimental Psychology: Learning, Memory, and Cognition · doi:10.1037/0278-7393.18.3.435 · Cited by 464 · see citing works
Protopapas, A. (2007) · Behavior Research Methods · doi:10.3758/bf03192979 · Cited by 430 · see citing works
(2010) · The MIT Press eBooks · doi:10.7551/mitpress/9780262014038.001.0001 · Cited by 419 · see citing works
Exograms and Interdisciplinarity: History, the Extended Mind, and the Civilizing Process
Sutton, J. D. (2010) · The MIT Press eBooks · doi:10.7551/mitpress/9780262014038.003.0009 · Cited by 403 · see citing works
Wohlschläger, A., & Wohlschläger, A. (1998) · Journal of Experimental Psychology Human Perception & Performance · doi:10.1037//0096-1523.24.2.397 · Cited by 381 · see citing works
Metacognitive Judgments and Control of Study
Metcalfe, J. (2009) · Current Directions in Psychological Science · doi:10.1111/j.1467-8721.2009.01628.x · Cited by 374 · see citing works
The cue-familiarity heuristic in metacognition.
Metcalfe, J., Schwartz, B. L., & Joaquim, S. G. (1993) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037//0278-7393.19.4.851 · Cited by 361 · see citing works
Strategy selection in question answering
Reder, L. M. (1987) · Cognitive Psychology · doi:10.1016/0010-0285(87)90005-3 · Cited by 360 · see citing works
Gray, W. D., Sims, C. R., Fu, W.-T., & Schoelles, M. J. (2006) · Psychological Review · doi:10.1037/0033-295x.113.3.461 · Cited by 360 · see citing works
Siegler, R. S., & Lemaire, P. (1997) · Journal of Experimental Psychology General · doi:10.1037/0096-3445.126.1.71 · Cited by 352 · see citing works
The nature of gestures' beneficial role in spatial problem solving.
Chu, M., & Kita, S. (2011) · Journal of Experimental Psychology General · doi:10.1037/a0021790 · Cited by 329 · see citing works
Martin, T., & Schwartz, D. (2005) · Cognitive Sciences · doi:10.1207/s15516709cog0000_15 · Cited by 322 · see citing works
GRAY, W. (2004) · Cognitive Science · doi:10.1016/s0364-0213(04)00005-9 · Cited by 321 · see citing works
Viewpoint Dependence in Scene Recognition
Diwadkar, V. A., & McNamara, T. P. (1997) · Psychological Science · doi:10.1111/j.1467-9280.1997.tb00442.x · Cited by 312 · see citing works
Dissociating knowing and the feeling of knowing: Further evidence for the accessibility model.
Koriat, A. (1995) · Journal of Experimental Psychology General · doi:10.1037/0096-3445.124.3.311 · Cited by 307 · see citing works
Gray, W. D., & Boehm‐Davis, D. A. (2000) · Journal of Experimental Psychology Applied · doi:10.1037//1076-898x.6.4.322 · Cited by 265 · see citing works
Wohlschläger, A., & Wohlschläger, A. (1998) · Journal of Experimental Psychology Human Perception & Performance · doi:10.1037/0096-1523.24.2.397 · Cited by 244 · see citing works
Recognition of disoriented shapes.
Corballis, M. C. (1988) · Psychological Review · doi:10.1037/0033-295x.95.1.115 · Cited by 234 · see citing works
The cue-familiarity heuristic in metacognition.
Metcalfe, J., Schwartz, B. L., & Joaquim, S. G. (1993) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/0278-7393.19.4.851 · Cited by 233 · see citing works
History of Success and Current Context in Problem Solving
Lovett, M. C., & Anderson, J. R. (1996) · Cognitive Psychology · doi:10.1006/cogp.1996.0016 · Cited by 222 · see citing works
Gesture Changes Thought by Grounding It in Action
Beilock, S. L., & Susan Goldin-meadow, A. (2010) · Psychological Science · doi:10.1177/0956797610385353 · Cited by 207 · see citing works
Wilson, R. A., & Clark, A. (2001) · Cambridge University Press eBooks · doi:10.1017/cbo9780511816826.004 · Cited by 194 · see citing works
Cue familiarity but not target retrievability enhances feeling-of-knowing judgments.
Schwartz, B. L., & Metcalfe, J. (1992) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037//0278-7393.18.5.1074 · Cited by 190 · see citing works
Item-specific adaptation and the conflict-monitoring hypothesis: A computational model.
Blais, C., Robidoux, S., Risko, E. F., & Besner, D. (2007) · Psychological Review · doi:10.1037/0033-295x.114.4.1076 · Cited by 173 · see citing works
Self-citationGray, W. D., & Boehm‐Davis, D. A. (2000) · Journal of Experimental Psychology Applied · doi:10.1037/1076-898x.6.4.322 · Cited by 168 · see citing works
Chu, M., & Kita, S. (2008) · Journal of Experimental Psychology General · doi:10.1037/a0013157 · Cited by 163 · see citing works
The nature of epistemic feelings
Arango‐Muñoz, S. (2013) · Philosophical Psychology · doi:10.1080/09515089.2012.732002 · Cited by 155 · see citing works
Discovering mental processing stages: The method of additive factors.
Sternberg, S. (1998) · Cited by 144 · see citing works
Specificity of operations in sentence recognition
Kolers, P. A. (1975) · Cognitive Psychology · doi:10.1016/0010-0285(75)90013-4 · Cited by 131 · see citing works
Exograms and Interdisciplinarity: History, the Extended Mind, and the Civilizing Process
Sutton, J. D. (2010) · The MIT Press eBooks · doi:10.7551/mitpress/8535.003.0009 · Cited by 129 · see citing works
Rotating With Rotated Text: A Natural Behavior Approach to Investigating Cognitive Offloading
Risko, E. F., Medimorec, S., Chisholm, J. D., & Kingstone, A. F. (2013) · Cognitive Science · doi:10.1111/cogs.12087 · Cited by 103 · see citing works
Self-citationCue familiarity but not target retrievability enhances feeling-of-knowing judgments.
Schwartz, B. L., & Metcalfe, J. (1992) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/0278-7393.18.5.1074 · Cited by 97 · see citing works
Anticipation of cognitive demand during decision-making
Botvinick, M., & Rosen, Z. B. (2008) · Psychological Research · doi:10.1007/s00426-008-0197-8 · Cited by 92 · see citing works
Effects of orientation on the identification of rotated objects depend on the level of identity.
Hamm, J. P., & McMullen, P. A. (1998) · Journal of Experimental Psychology Human Perception & Performance · doi:10.1037/0096-1523.24.2.413 · Cited by 91 · see citing works
Coordinate transformations in object recognition.
Graf, M. (2006) · Psychological Bulletin · doi:10.1037/0033-2909.132.6.920 · Cited by 91 · see citing works
Gesture highlights perceptually present information for speakers
Alibali, M. W., & Kita, S. (2010) · Gesture · doi:10.1075/gest.10.1.02ali · Cited by 86 · see citing works
Marti, S., Sackur, J., Sigman, M., & Dehaene, S. (2010) · Cognition · doi:10.1016/j.cognition.2010.01.003 · Cited by 86 · see citing works
What is rotated in mental rotation?
Koriat, A., & Norman, J. (1984) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037//0278-7393.10.3.421 · Cited by 75 · see citing works
Cognitive Integration and the Extended Mind
Menary, R. (2010) · The MIT Press eBooks · doi:10.7551/mitpress/9780262014038.003.0010 · Cited by 70 · see citing works
Effects of orientation on the identification of simple visual patterns.
Jolicoeur, P., & Landau, M. J. (1984) · Canadian Journal of Psychology/Revue Canadienne de Psychologie · doi:10.1037/h0080782 · Cited by 68 · see citing works
Orientation of letters and their speed of recognition
Kolers, P. A., & Perkins, D. N. (1969) · Perception & Psychophysics · doi:10.3758/bf03209562 · Cited by 67 · see citing works
Cognitive integration, enculturated cognition and the socially extended mind
Menary, R. (2013) · Cognitive Systems Research · doi:10.1016/j.cogsys.2013.05.002 · Cited by 66 · see citing works
Orientation of letters and errors in their recognition
Kolers, P. A., & Perkins, D. N. (1969) · Perception & Psychophysics · doi:10.3758/bf03209559 · Cited by 66 · see citing works
The strategic nature of changing your mind
Walsh, M. M., & Anderson, J. R. (2008) · Cognitive Psychology · doi:10.1016/j.cogpsych.2008.09.003 · Cited by 66 · see citing works
The psychology of learning and memory
Burešová, O. (1979) · Behavioural Processes · doi:10.1016/0376-6357(79)90054-8 · Cited by 54 · see citing works
What is rotated in mental rotation?
Koriat, A., & Norman, J. (1984) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/0278-7393.10.3.421 · Cited by 50 · see citing works
Orientation congruency effects on the identification of disoriented shapes.
Jolicoeur, P. (1990) · Journal of Experimental Psychology Human Perception & Performance · doi:10.1037//0096-1523.16.2.351 · Cited by 49 · see citing works
Castel, A. D., Rhodes, M. G., & Friedman, M. C. (2012) · Memory & Cognition · doi:10.3758/s13421-012-0249-6 · Cited by 41 · see citing works
The time to identify disoriented letters: Effects of practice and font.
Jolicoeur, P., Snow, D., & Murray, J. E. (1987) · Canadian Journal of Psychology/Revue Canadienne de Psychologie · doi:10.1037/h0084159 · Cited by 38 · see citing works
A model of rotated mirror/normal letter discriminations
Kung, E., & Hamm, J. P. (2010) · Memory & Cognition · doi:10.3758/mc.38.2.206 · Cited by 36 · see citing works
Evidence for the role of self-priming in epistemic action: Expertise and the effective use of memory
Maglio, P. P., Wenger, M. J., & Copeland, A. M. (2007) · Acta Psychologica · doi:10.1016/j.actpsy.2007.02.001 · Cited by 34 · see citing works
Is entry-level recognition viewpoint invariant or viewpoint dependent?
Murray, J. E. (1998) · Psychonomic Bulletin & Review · doi:10.3758/bf03212955 · Cited by 33 · see citing works
Orientation Congruency Effects for Familiar Objects
Graf, M., Kaping, D., & Bülthoff, H. (2005) · Psychological Science · doi:10.1111/j.0956-7976.2005.00806.x · Cited by 33 · see citing works
Taatgen, N. A. (2007) · Oxford University Press eBooks · doi:10.1093/acprof:oso/9780195189193.003.0025 · Cited by 27 · see citing works
Orientation congruency effects on the identification of disoriented shapes.
Jolicoeur, P. (1990) · Journal of Experimental Psychology Human Perception & Performance · doi:10.1037/0096-1523.16.2.351 · Cited by 27 · see citing works
Minimal use of working memory in a scene comparison task
Gajewski, D. A., & Henderson, J. M. (2005) · Visual Cognition · doi:10.1080/13506280444000616 · Cited by 23 · see citing works
Mechanisms for Robust Cognition
Walsh, M. M., & Gluck, K. A. (2014) · Cognitive Science · doi:10.1111/cogs.12192 · Cited by 15 · see citing works
The effects of inverting natural stimuli in a flanker task.
Wells, I., & Hamm, J. P. (2009) · Canadian Journal of Experimental Psychology/Revue canadienne de psychologie expérimentale · doi:10.1037/a0013440 · Cited by 10 · see citing works
From Gestures to Gaming: Visible Embodiment of Remote Actions
Chisholm, J. D., Risko, E. F., & Kingstone, A. F. (2013) · Quarterly Journal of Experimental Psychology · doi:10.1080/17470218.2013.823454 · Cited by 9 · see citing works
Self-citationJordan, K., & Huntsman, L. A. (1995) · Journal of Experimental Psychology Human Perception & Performance · doi:10.1037//0096-1523.21.5.963 · Cited by 5 · see citing works
Jordan, K., & Huntsman, L. A. (1995) · Journal of Experimental Psychology Human Perception & Performance · doi:10.1037/0096-1523.21.5.963 · Cited by 5 · see citing works
Flagged first, then by citations
Research works printed but not linked: 2
- Clark, A. (2010). Supersizing the mind. Oxford, UK: Oxford University Press.
- T. L. Dunn, E. F. Risko / Cognitive Science 40 (2016) 15516709, 2016, 5, Downloaded from https://onlinelibrary.wiley.com/doi/10.1111/cogs.12273 by Test, Wiley Online Library on [01/09/2023]. See the Terms and Conditions (https://onlinelibrary.wiley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable Creative Commons License · DOI
Cited by
Sorted by citations
Risko, E. F., & Gilbert, S. J. (2016) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2016.07.002 · Cited by 1,502 · see citing works
Self-citationStoring information in-the-world: Metacognition and cognitive offloading in a short-term memory task
Risko, E. F., & Dunn, T. L. (2015) · Consciousness and Cognition · doi:10.1016/j.concog.2015.05.014 · Cited by 193 · see citing works
Self-citationConfidence guides spontaneous cognitive offloading
Boldt, A., & Gilbert, S. J. (2019) · Cognitive Research: Principles and Implications · doi:10.1186/s41235-019-0195-y · Cited by 105 · see citing works
A role for metamemory in cognitive offloading
Hu, X., Luo, L., & Fleming, S. M. (2019) · Cognition · doi:10.1016/j.cognition.2019.104012 · Cited by 101 · see citing works
Outsourcing Memory to External Tools: A Review of ‘Intention Offloading’
Gilbert, S. J., Boldt, A., Sachdeva, C., Scarampi, C., & Tsai, P.-C. (2023) · Psychonomic Bulletin & Review · doi:10.3758/s13423-022-02139-4 · Cited by 100 · see citing works
Morrison, A. B., & Richmond, L. L. (2020) · Cognitive Research: Principles and Implications · doi:10.1186/s41235-019-0201-4 · Cited by 87 · see citing works
Anticipating cognitive effort: roles of perceived error-likelihood and time demands
Dunn, T. L., Inzlicht, M., & Risko, E. F. (2017) · Psychological Research · doi:10.1007/s00426-017-0943-x · Cited by 85 · see citing works
Self-citationThe Cognitive Architecture of Digital Externalization
Skulmowski, A. (2023) · Educational Psychology Review · doi:10.1007/s10648-023-09818-1 · Cited by 76 · see citing works
“Dunn and Risko (2016) found that externalization behavior does not necessarily align with actual benefits or costs, but rather people’s perceived benefits and costs of that behavior, therefore linking their choices to metacognition (though their studies did not investigate learning, but physical…”
BackgroundMethodExcessive use of reminders: Metacognition and effort-minimisation in cognitive offloading
Sachdeva, C., & Gilbert, S. J. (2020) · Consciousness and Cognition · doi:10.1016/j.concog.2020.103024 · Cited by 72 · see citing works
Using Tools to Help Us Think: Actual but Also Believed Reliability Modulates Cognitive Offloading
Weis, P., & Wiese, E. (2018) · Hum. Factors · doi:10.1177/0018720818797553 · Cited by 51 · see citing works
Children Devise and Selectively Use Tools to Offload Cognition
Bulley, A., McCarthy, T., Gilbert, S. J., Suddendorf, T., & Redshaw, J. (2020) · Current Biology · doi:10.1016/j.cub.2020.06.035 · Cited by 54 · see citing works
Offloading memory: Serial position effects
Kelly, M. O., & Risko, E. F. (2019) · Psychonomic Bulletin & Review · doi:10.3758/s13423-019-01615-8 · Cited by 66 · see citing works
Self-citationThe effect of metacognitive training on confidence and strategic reminder setting
Engeler, N. C., & Gilbert, S. J. (2020) · PLoS ONE · doi:10.1371/journal.pone.0240858 · Cited by 49 · see citing works
Age differences in strategic reminder setting and the compensatory role of metacognition.
Scarampi, C., & Gilbert, S. J. (2021) · Psychology and Aging · doi:10.1037/pag0000590 · Cited by 50 · see citing works
Developmental origins of cognitive offloading
Armitage, K. L., Bulley, A., & Redshaw, J. (2020) · Proceedings of the Royal Society B: Biological Sciences · doi:10.1098/rspb.2019.2927 · Cited by 51 · see citing works
Berry, E. D. J., Allen, R. J., Mon-Williams, M. A., & Waterman, A. (2019) · Cognitive Science · doi:10.1111/cogs.12770 · Cited by 43 · see citing works
Hoch, E., Sidi, Y., Ackerman, R., Hoogerheide, V., & Scheiter, K. (2023) · Educational Psychology Review · doi:10.1007/s10648-023-09779-5 · Cited by 39 · see citing works
Partially Overlapping Neural Correlates of Metacognitive Monitoring and Metacognitive Control
Boldt, A., & Gilbert, S. J. (2022) · Journal of Neuroscience · doi:10.1523/jneurosci.1326-21.2022 · Cited by 43 · see citing works
Problem Solvers Adjust Cognitive Offloading Based on Performance Goals
Weis, P. P., & Wiese, E. (2019) · Cognitive Science · doi:10.1111/cogs.12802 · Cited by 38 · see citing works
Ball, H., Peper, P., Alakbarova, D., Brewer, G. A., & Gilbert, S. J. (2021) · Memory · doi:10.1080/09658211.2021.1991380 · Cited by 38 · see citing works
Minds Online: The Interface between Web Science, Cognitive Science and the Philosophy of Mind
Smart, P. R., Clowes, R. W., & Heersmink, R. (2017) · Foundations and Trends® in Web Science · doi:10.1561/1800000026 · Cited by 38 · see citing works
Grinschgl, S., Meyerhoff, H. S., Schwan, S., & Papenmeier, F. (2020) · Psychological Research · doi:10.1007/s00426-020-01435-9 · Cited by 36 · see citing works
Risko, E. F., Ferguson, A. M., & McLean, D. (2016) · Computers in Human Behavior · doi:10.1016/j.chb.2016.08.046 · Cited by 34 · see citing works
Self-citationChildren boost their cognitive performance with a novel offloading technique
Armitage, K. L., & Redshaw, J. (2021) · Child Development · doi:10.1111/cdev.13664 · Cited by 32 · see citing works
The nature and development of cognitive offloading in children
Armitage, K. L., & Gilbert, S. J. (2024) · Child Development Perspectives · doi:10.1111/cdep.12532 · Cited by 35 · see citing works
How are cognitive and physical difficulty compared?
Potts, C. A., Pastel, S., & Rosenbaum, D. Α. (2017) · Attention Perception & Psychophysics · doi:10.3758/s13414-017-1434-2 · Cited by 31 · see citing works
Harder Than You Think: How Outside Assistance Leads to Overconfidence
Fisher, M., & Oppenheimer, D. M. (2021) · Psychological Science · doi:10.1177/0956797620975779 · Cited by 31 · see citing works
Can mimicking gestures facilitate learning from instructional animations and static graphics?
Lajevardi, N., Narang, N. S., Marcus, N., & Ayres, P. (2017) · Computers & Education · doi:10.1016/j.compedu.2017.03.010 · Cited by 26 · see citing works
Schooler, J. N., & Storm, B. C. (2021) · Memory · doi:10.1080/09658211.2021.1962356 · Cited by 25 · see citing works
Are You Sure You’re Faster When Using a Cognitive Tool?
Virgo, J., Pillon, J., Navarro, J., Reynaud, E., & Osiurak, F. (2017) · The American Journal of Psychology · doi:10.5406/amerjpsyc.130.4.0493 · Cited by 25 · see citing works
The isolation effect when offloading memory.
Kelly, M. O., & Risko, E. F. (2019) · Journal of Applied Research in Memory and Cognition · doi:10.1016/j.jarmac.2019.10.001 · Cited by 31 · see citing works
Self-citationMurphy, D. H. (2023) · Applied Cognitive Psychology · doi:10.1002/acp.4051 · Cited by 23 · see citing works
Effort-related decision-making and its underlying processes during childhood.
Ganesan, K., & Steinbeis, N. (2021) · Developmental Psychology · doi:10.1037/dev0001228 · Cited by 17 · see citing works
Understanding the cognitive miser: Cue-utilization in effort-based decision making
Dunn, T. L., & Risko, E. F. (2019) · Acta Psychologica · doi:10.1016/j.actpsy.2019.102863 · Cited by 20 · see citing works
Self-citationBrosowsky, N. P., & Egner, T. (2021) · Journal of Experimental Psychology Human Perception & Performance · doi:10.1037/xhp0000942 · Cited by 19 · see citing works
Cue awareness in avoiding effortful control
Dunn, T. L., Gaspar, C., & Risko, E. F. (2018) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2018.05.011 · Cited by 18 · see citing works
Self-citationAddressing the Flexible Use of Cognitive Flexibility Constructs: Toward a Multifaceted Approach
Patil, S. V., Srinivas, S. B., Tussing, D. V., & Rhee, J. (2024) · Academy of Management Annals · doi:10.5465/annals.2023.0078 · Cited by 16 · see citing works
Confidence Guides Spontaneous Cognitive OffloadingPreprint
Boldt, A., & Gilbert, S. J. (2019) · doi:10.31234/osf.io/ct52k · Cited by 15 · see citing works
Age-related differences in memory when offloading important information.
Murphy, D. H., & Castel, A. D. (2023) · Psychology and Aging · doi:10.1037/pag0000750 · Cited by 14 · see citing works
The function of perceptual learning
Jenkin, Z. (2023) · Philosophical Perspectives · doi:10.1111/phpe.12186 · Cited by 13 · see citing works
Dunn, T. L., Gaspar, C., McLean, D., Koehler, D. J., & Risko, E. F. (2021) · Technology Mind and Behavior · doi:10.1037/tmb0000039 · Cited by 13 · see citing works
Self-citationEvaluating Effort: Influences of Evaluation Mode on Judgments of Task‐specific Efforts
Dunn, T. L., Koehler, D. J., & Risko, E. F. (2017) · Journal of Behavioral Decision Making · doi:10.1002/bdm.2018 · Cited by 13 · see citing works
Self-citationMultifaceted consequences of visual distraction during natural behaviour
Kumle, L., Võ, M. L. ‐., Nobre, A. C., & Draschkow, D. (2024) · Communications Psychology · doi:10.1038/s44271-024-00099-0 · Cited by 12 · see citing works
A methodological toolbox for investigating attentional strategy
Leber, A. B., & Irons, J. L. (2019) · Current Opinion in Psychology · doi:10.1016/j.copsyc.2019.08.008 · Cited by 12 · see citing works
Representation control increases task efficiency in complex graphical representations
Moritz, J., Meyerhoff, H. S., Meyer-Dernbecher, C., & Schwan, S. (2018) · PLOS ONE · doi:10.1371/journal.pone.0196420 · Cited by 11 · see citing works
Conradie, N. H., & Nagel, S. K. (2022) · Journal of Responsible Technology · doi:10.1016/j.jrt.2022.100053 · Cited by 10 · see citing works
Seung, Y., & Basham, J. D. (2026) · Learning Disability Quarterly · doi:10.1177/07319487261439132 · Cited by 12 · see citing works
Si, S., Qi, Y., Xu, J., & Qi, X. (2026) · Journal of Intelligence · doi:10.3390/jintelligence14070116 · Cited by 14 · see citing works
Brich, I. R., Bause, I. M., Hesse, F. W., & Wesslein, A. (2021) · Computers in Human Behavior · doi:10.1016/j.chb.2021.106860 · Cited by 9 · see citing works
Make it or draw it? Investigating the communicative trade-offs between sketches and prototypes
Krishnakumar, S., Letting, C., Johnson, E., Zurita, N. F. S., & Menold, J. (2023) · Design Science · doi:10.1017/dsj.2023.31 · Cited by 8 · see citing works
Children's emerging ability to balance internal and external cognitive resources
Dicken, L., Suddendorf, T., Bulley, A., Irish, M., & Redshaw, J. (2024) · Child Development · doi:10.1111/cdev.14205 · Cited by 8 · see citing works
Young children spontaneously devise an optimal external solution to a cognitive problem
Armitage, K. L., Taylor, A. H., Suddendorf, T., & Redshaw, J. (2021) · Developmental Science · doi:10.1111/desc.13204 · Cited by 8 · see citing works
Speed Considerations Can Be of Little Concern When Outsourcing Thought to External Devices
Weis, P. P., & Wiese, E. (2018) · Proceedings of the Human Factors and Ergonomics Society Annual Meeting · doi:10.1177/1541931218621004 · Cited by 8 · see citing works
An investigation of the saving‐enhanced memory effect: The role of test order and list saving
Tsai, P., Sachdeva, C., Gilbert, S. J., & Scarampi, C. (2023) · Applied Cognitive Psychology · doi:10.1002/acp.4067 · Cited by 7 · see citing works
Which cognitive tools do we prefer to use, and is that preference rational?
Alexandre, B., Navarro, J., Reynaud, E., & Osiurak, F. (2019) · Cognition · doi:10.1016/j.cognition.2019.02.005 · Cited by 7 · see citing works
Blaser, E., & Káldy, Z. (2024) · Developmental Review · doi:10.1016/j.dr.2025.101187 · Cited by 6 · see citing works
Guo, Y., & Ye, Q. (2026) · Humanities and Social Sciences Communications · doi:10.1057/s41599-026-06621-5 · Cited by 6 · see citing works
Are we taking too many pictures? An investigation of the impact of smartphone photography on memory
Yaya, G., Talbot, J., Convertino, G., Stockner, M., & Mazzoni, G. A. L. (2024) · Journal of Cognitive Psychology · doi:10.1080/20445911.2024.2337716 · Cited by 5 · see citing works
Jain, P., Shajit, D., Maini, A., Shahin, Y., & Panda, A. (2026) · Cognitive Processing · doi:10.1007/s10339-026-01375-z · Cited by 10 · see citing works
To Do or Not To Do? Managing Intentions with Technology
Scott, A. E. (2023) · CHI Conference Extended Abstracts on Human Factors in Computing Systems (CHI EA) · doi:10.1145/3544549.3577046 · Cited by 5 · see citing works
The development of social offloading
Armitage, K. L., Li, C., Ng, S. L., & Redshaw, J. (2025) · Journal of Experimental Child Psychology · doi:10.1016/j.jecp.2024.106183 · Cited by 5 · see citing works
Judgements of effort as a function of post-trial versus post-task elicitation
Ashburner, M., & Risko, E. F. (2021) · Quarterly Journal of Experimental Psychology · doi:10.1177/17470218211005759 · Cited by 5 · see citing works
Self-citationThe psychology of task management: The smaller tasks trap
Rusou, Z., Amar, M., & Ayal, S. (2020) · Judgment and Decision Making · doi:10.1017/s1930297500007518 · Cited by 4 · see citing works
Mark it out! Spontaneous cognitive offloading in route planning
Florean, I., Stragà, M., Mäntylä, T., & Fabio Del Missier, A. (2024) · Thinking & Reasoning · doi:10.1080/13546783.2024.2413151 · Cited by 4 · see citing works
Intention offloading: Domain-general versus task-specific confidence signals
Sachdeva, C., & Gilbert, S. J. (2024) · Memory & Cognition · doi:10.3758/s13421-024-01529-4 · Cited by 4 · see citing works
Cognitive offloading by children in perceptual discrimination tasks
Parrish, A. E., Englund, M. D., Kelly, A. J., Perdue, B. M., Daley, A. H., Welsh, C. K., & Beran, M. J. (2025) · Cognitive Development · doi:10.1016/j.cogdev.2024.101537 · Cited by 4 · see citing works
New online in-air signature recognition dataset and embodied cognition inspired feature selection
Guo, Y., Zhou, Y., Ge, Y., Yu, J., Li, G., & Sato, H. (2025) · Scientific Reports · doi:10.1038/s41598-025-03917-5 · Cited by 4 · see citing works
Online searching can lead to internet fixation without reducing metacognitive confidence
Bittner, D.-L., & Storm, B. C. (2025) · Cognition · doi:10.1016/j.cognition.2025.106329 · Cited by 3 · see citing works
The coalescent architecture of agency: normative directionality as the key to human–AI integration
Torres–Martínez, S. (2026) · AI & Society · doi:10.1007/s00146-026-02979-x · Cited by 3 · see citing works
Can you help me? Using others to offload cognition
Armitage, K. L., & Redshaw, J. (2024) · Memory & Cognition · doi:10.3758/s13421-024-01621-9 · Cited by 3 · see citing works
Armitage, K. L., Jones, A. K., & Redshaw, J. (2025) · Cognitive Science · doi:10.1111/cogs.70100 · Cited by 3 · see citing works
Zheng, Y., Bo, B., Wang, D., Liu, Y.-Y., Shi, L., Gilbert, S. J., Li, Y., & Kwok, S. C. (2025) · bioRxiv · doi:10.1038/s41598-025-18631-5 · Cited by 2 · see citing works
Choi, S., & Song, J. (2023) · International Journal of Educational Methodology · doi:10.12973/ijem.9.3.567 · Cited by 3 · see citing works
Using Tools to Help Us Think: Actual But also Believed Reliability Modulates Cognitive OffloadingPreprint
Weis, P. P., & Wiese, E. (2018) · doi:10.31234/osf.io/y79wn · Cited by 3 · see citing works
The Relationship Between Cognitive Offloading and the Transient Information Effect
Chen, O., Allen, R. J., Waterman, A., & Sweller, J. (2026) · Educational Psychology Review · doi:10.1007/s10648-026-10132-9 · Cited by 2 · see citing works
Liebherr, M., Yankouskaya, A., Alshakhsi, S. A. A., Montag, C., & Ali, R. (2026) · Discover Artificial Intelligence · doi:10.1007/s44163-026-01781-4 · Cited by 2 · see citing works
Embodied Problem Solving: A Review of Experimental Paradigms
Loginov, N. I., & Spiridonov, V. F. (2023) · Психология Журнал Высшей школы экономики · doi:10.17323/1813-8918-2023-3-418-427 · Cited by 2 · see citing works
Speech-reading on the lips as a cognitive resource to understand speech in noise
Gessa, E., Valzolgher, C., Giovanelli, E., Vescovi, M., Visentin, C., Prodi, N., Blasi, E. D., Sadler, V., & Pavani, F. (2025) · Experimental Brain Research · doi:10.1007/s00221-025-07117-5 · Cited by 2 · see citing works
Minds Online: The Interface between Web Science, Cognitive Science and the Philosophy of Mind
Smart, P. R., Clowes, R. W., & Heersmink, R. (2017) · now publishers, Inc. eBooks · doi:10.1561/9781680833232 · Cited by 2 · see citing works
Tomonaga, M., Uwano-Ito, Y., Saito, T., & Sakurai, N. (2023) · Animal Cognition · doi:10.1007/s10071-023-01799-6 · Cited by 2 · see citing works
Partially overlapping neural correlates of metacognitive monitoring and metacognitive controlPreprint
Boldt, A., & Gilbert, S. J. (2020) · doi:10.31234/osf.io/3dz9b · Cited by 2 · see citing works
Value-based routing of delayed intentions into brain-based vs external memory storesPreprint
Dupont, D., Zhu, Q., & Gilbert, S. J. (2021) · doi:10.31234/osf.io/wq7rs · Cited by 2 · see citing works
Cost avoidance underlies decisions to use prospective memory reminders
Ball, B. H., & Peper, P. (2025) · Memory & Cognition · doi:10.3758/s13421-025-01683-3 · Cited by 1 · see citing works
O “esquecimento global” e os eventos comunicativos extremos
Vasconcellos-Silva, P. R., & Castiel, L. D. (2025) · Cadernos de Saúde Pública · doi:10.1590/0102-311xpt048825 · Cited by 1 · see citing works
Maier, M. L. (2026) · Journal of Intelligence · doi:10.3390/jintelligence14070112 · Cited by 1 · see citing works
Greengrass, C. J., Clancy, M. J., Campbell, S., & Croskerry, P. (2026) · Academic Emergency Medicine · doi:10.1111/acem.70398 · Cited by 1 · see citing works
Gao, L., & Zhang, F. (2026) · Frontiers in Psychology · doi:10.3389/fpsyg.2026.1920947 · Cited by 1 · see citing works
Augmentation or Erosion? Regulating Cognitive Offloading in Generative AI-Supported STEM Learning
Nakamura, D. (2026) · Educational Psychology Review · doi:10.1007/s10648-026-10224-6 · Cited by 3 · see citing works
Kayes, D., & Yoon, J. (2022) · Journal of Human Performance in Extreme Environments · doi:10.7771/2327-2937.1146 · Cited by 4 · see citing works
The impact of smart wearables on the decisional autonomy of vulnerable persons
Conradie, N. H., Theis, S., Croll, J., Gruber, C., & Nagel, S. K. (2022) · Nomos Verlagsgesellschaft mbH & Co. KG eBooks · doi:10.5771/9783748913344-377
Dunn, T. L., Gaspar, C., McLean, D., Koehler, D. J., & Risko, E. F. (2020) · Technology Mind and Behavior · doi:10.1037/tmb0000039.supp · Cited by 1 · see citing works
Self-citationInvesting in brain-based memory leads to decreased use of technology-based memoryPreprint
Weis, P. P., & Wiese, E. (2018) · doi:10.31219/osf.io/847sp · Cited by 1 · see citing works
Cost Avoidance Underlies Decisions to Use Prospective Memory RemindersPreprint
Ball, H., & Peper, P. (2022) · doi:10.31234/osf.io/sqxme · Cited by 1 · see citing works
Fornix and Uncinate Fasciculus Support Metacognition-Driven Cognitive OffloadingPreprint
Zheng, Y., Gilbert, S. J., Li, Y., & Kwok, S. C. (2024) · Qeios · doi:10.32388/m01fud · Cited by 1 · see citing works
Dunn, T. L. (2017) · UWSpace (University of Waterloo)
Self-citationCue Awareness in Avoiding Effortful Control (in press)Preprint
Dunn, T., Gaspar, C., & Lab, C. (2017) · doi:10.31219/osf.io/pd8cf
Self-citationOn the effects of offloading memory on memory performance
Kelly, M. O. (2020) · UWSpace (University of Waterloo)
To organise or not to organise? Understanding search strategy preferences using Lego building blocks
Zhu, M. J. H., & Risko, E. F. (2021) · Quarterly Journal of Experimental Psychology · doi:10.1177/17470218211040724
Self-citationBilişsel Kapasiteyi Arttırmak için Kullanılan En Etkili Yöntem: Bilişsel Boşaltım
Oktay, B. (2021) · Nesne Psikoloji Dergisi · doi:10.7816/nesne-09-21-14
Impact of Intrinsic Cognitive Skills and Metacognitive Beliefs on Tool Use Performance
Osiurak, F., Reynaud, E., & Navarro, J. (2022) · The American Journal of Psychology · doi:10.5406/19398298.135.1.05
- Authors
- Dunn, T. L., & Risko, E. F.
- Affiliations
- University of Waterloo (CA)
- Corresponding author
- Dunn, Timothy L.
- Venue
- Cognitive Science
- Publisher
- Wiley
- Published
- 2015-08-26
- Volume
- 40
- Issue
- 5
- Pages
- 1080-1127
- ISSN
- 0364-0213 (ISSN-L)
- 1551-6709
- OpenAlex
- W1926849645
- Cited by
- 122
- References
- 87
- Citations by year
- 2026: 27 · 2025: 11 · 2024: 10 · 2023: 14 · 2022: 7 · 2021: 14 · 2020: 10 · 2019: 11 · 2018: 6 · 2017: 9 · 2016: 2 · 2015: 1
- FWCI
- 3.61
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- Cognitive Science (publishedVersion)
- PubMed (publishedVersion)
- Funders
- Natural Sciences and Engineering Research Council of Canada
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Embodied and Extended Cognition
- Physical Sciences › Engineering › Automotive Engineering › Spatial Cognition and Navigation
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Cognitive Functions and Memory
- Keywords
- cognitive offloading, metacognition, metacognitive beliefs, external resources, strategy selection, effort estimation
- MeSH terms
- Metacognition, Cognition, Female, Humans, Male, Models, Psychological, Psychological Theory, Psychomotor Performance, Reaction Time
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