Cognitive Load Theory for the Design of Medical Simulations
Abstract
STATEMENT: Simulation-based education (SBE) has emerged as an effective and important tool for medical educators, but research about how to optimize training with simulators is in its infancy. It is often difficult to generalize results from experiments on instructional design issues in simulation because of the heterogeneity of learner groups, teaching methods, and rapidly changing technologies. We have found that cognitive load theory is highly relevant to teaching in the simulation laboratory and a useful conceptual framework to reference when designing or researching simulation-based education. Herein, we briefly describe cognitive load theory, its grounding in our current understanding of cognitive architecture, and the evidence supporting it. We focus our discussion on a few well-established cognitive load effects with examples from simulation training and recommend some instructional applications with theoretical potential to improve learning outcomes.
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The effects of different teaching methods on students' cognitive load have been described in other settings.
“The effects of different teaching methods on students’ cognitive load have been described in other settings [5, 20–24].”
From Teaching a single manual therapy technique at a time reduces cognitive load in physiotherapy students: a randomized controlled educational study (2025) · cites this paper as [21]
Cites
The magical number seven, plus or minus two: Some limits on our capacity for processing information.
Miller, G. A. (1956) · Psychological Review · doi:10.1037/h0043158 · Cited by 17,812 · see citing works
Psychological Safety and Learning Behavior in Work Teams
Edmondson, A. (1999) · Administrative Science Quarterly · doi:10.2307/2666999 · Cited by 12,026 · see citing works
Kirschner, P. A., Sweller, J., & Clark, R. E. (2006) · Educational Psychologist · doi:10.1207/s15326985ep4102_1 · Cited by 6,887 · see citing works
Self-citationPekrun, R. (2006) · Educational Psychology Review · doi:10.1007/s10648-006-9029-9 · Cited by 5,566 · cited 1× · see citing works
“Achievement/academic emotions Emotions that are directly linked to learning, instruction, and/or performance, for example, motivation to learn and performance anxiety.(7)”
BackgroundChase, W. G., & Simon, H. A. (1973) · Cognitive Psychology · doi:10.1016/0010-0285(73)90004-2 · Cited by 4,479 · cited 1× · see citing works
“Both weekend players and masters had an accuracy of approximately 30% for random board configurations.(17) The implication is that chess grand masters win their games because they have learned to recognize tens of thousands of board configurations along with the best moves for each configuration.”
Cognitive Load Theory and the Format of Instruction
Chandler, P., & Sweller, J. (1991) · Cognition and Instruction · doi:10.1207/s1532690xci0804_2 · Cited by 2,894 · see citing works
Self-citationPaas, F. G. W. C. (1992) · Journal of Educational Psychology · doi:10.1037/0022-0663.84.4.429 · Cited by 2,150 · see citing works
Kalyuga, S., Ayres, P., Chandler, P., & Sweller, J. (2003) · Educational Psychologist · doi:10.1207/s15326985ep3801_4 · Cited by 1,927 · see citing works
Self-citationCognitive load theory in health professional education: design principles and strategies
Van Merriënboer, J. J. G., & Sweller, J. (2010) · Medical Education · doi:10.1111/j.1365-2923.2009.03498.x · Cited by 1,511 · cited 1× · see citing works
“and several applications to medical education have recently been reviewed.(35) We will discuss some of the effects in the context of healthcare simulation training in the following sections.”
BackgroundSelf-citationPaas, F. G. W. C., & Van Merriënboer, J. J. G. (1994) · Journal of Educational Psychology · doi:10.1037/0022-0663.86.1.122 · Cited by 1,198 · see citing works
Mayer, R. E., Heiser, J., & Lonn, S. (2001) · Journal of Educational Psychology · doi:10.1037/0022-0663.93.1.187 · Cited by 1,029 · see citing works
Taking the Load Off a Learner's Mind: Instructional Design for Complex Learning
van Merrienboer, J. J. G., Kirschner, P. A., & Kester, L. (2003) · Educational Psychologist · doi:10.1207/s15326985ep3801_2 · Cited by 857 · cited 1× · see citing works
“By reducing tasks into manageable chunks and practicing each chunk until it is effectively stored in long-term memory, a large amount of information can eventually be manipulated in working memory in the form of these chunks.(51) This concept is applied routinely in healthcare training when students are instructed in…”
BackgroundThe Effects of Acute Stress on Performance: Implications for Health Professions Education
LeBlanc, V. R. (2009) · Academic Medicine · doi:10.1097/acm.0b013e3181b37b8f · Cited by 713 · see citing works
Meta-analysis of the modality effect
Ginns, P. (2005) · Learning and Instruction · doi:10.1016/j.learninstruc.2005.07.001 · Cited by 547 · see citing works
Evidence for Cognitive Load Theory
Sweller, J., & Chandler, P. (1991) · Cognition and Instruction · doi:10.1207/s1532690xci0804_5 · Cited by 543 · see citing works
Self-citationRenkl, A., & Atkinson, R. K. (2003) · Educational Psychologist · doi:10.1207/s15326985ep3801_3 · Cited by 540 · cited 1× · see citing works
“While learners acquire more practice and develop schemata that allow them to recognize and categorize a problem, then guidance is typically faded.(61) Fading typically involves leaving out steps in the given solutions.”
BackgroundEffects of pairs of problems and examples on task performance and different types of cognitive load
Leppink, J., Paas, F., van Gog, T., van der Vleuten, C. P. M., & van Merriënboer, J. J. G. (2014) · Learning and Instruction · doi:10.1016/j.learninstruc.2013.12.001 · Cited by 520 · see citing works
Cierniak, G., Scheiter, K., & Gerjets, P. (2009) · Computers in Human Behavior · doi:10.1016/j.chb.2008.12.020 · Cited by 412 · see citing works
Integrating information: A meta-analysis of the spatial contiguity and temporal contiguity effects
Ginns, P. (2006) · Learning and Instruction · doi:10.1016/j.learninstruc.2006.10.001 · Cited by 403 · cited 3× · see citing works
“This mental load is extraneous to learning the targeted task, and studies have repeatedly shown improved learning when sources are presented in an integrated format.(8) Cierniak et al(24) provided a relevant example of this effect when he asked university students to learn about the structure and physiology of human k…”
BackgroundResultInfluentialCognitive load theory, modality of presentation and the transient information effect
Leahy, W., & Sweller, J. (2011) · Applied Cognitive Psychology · doi:10.1002/acp.1787 · Cited by 344 · see citing works
Self-citationMemory load and the cognitive pupillary response in aging
Van Gerven, P. W. M., Paas, F., Van Merriënboer, J. J. G., & Schmidt, H. G. (2004) · Psychophysiology · doi:10.1111/j.1469-8986.2003.00148.x · Cited by 292 · see citing works
Domain-Specific Knowledge and Why Teaching Generic Skills Does Not Work
Tricot, A., & Sweller, J. (2014) · Educational Psychology Review · doi:10.1007/s10648-013-9243-1 · Cited by 273 · see citing works
Self-citationClarke, T., Ayres, P., & Sweller, J. (2005) · Educational Technology Research and Development · doi:10.1007/bf02504794 · Cited by 227 · see citing works
Self-citationMayer, R. E., Mathias, A., & Wetzell, K. (2002) · Journal of Experimental Psychology: Applied · doi:10.1037/1076-898x.8.3.147 · Cited by 214 · see citing works
Flagged first, then by citations
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Skulmowski, A., & Xu, K. M. (2022) · Educational Psychology Review · doi:10.1007/s10648-021-09624-7 · Cited by 678 · see citing works
From Theory to Practice: The Application of Cognitive Load Theory to the Practice of Medicine
Szulewski, A., Howes, D., van Merriënboer, J. J. G., & Sweller, J. (2021) · Academic Medicine · doi:10.1097/acm.0000000000003524 · Cited by 171 · see citing works
Self-citationShould self-regulated learning be integrated with cognitive load theory? A commentary
Sweller, J., & Paas, F. (2017) · Learning and Instruction · doi:10.1016/j.learninstruc.2017.05.005 · Cited by 54 · see citing works
Self-citationRuberto, A. J., Rodenburg, D., Ross, K., Sarkar, P., Hungler, P. C., Etemad, A., Howes, D., Clarke, D., McLellan, J., Wilson, D., et al. (2021) · AEM Education and Training · doi:10.1002/aet2.10605 · Cited by 22 · see citing works
The Split-Attention Principle in Multimedia Learning
Ayres, P., & Sweller, J. (2021) · The Cambridge Handbook of Multimedia Learning · doi:10.1017/9781108894333.020 · Cited by 18 · see citing works
Self-citationvan Tetering, A. A. C., Segers, M. H. M., Ntuyo, P., Namagambe, I., van der Hout-van der Jagt, M. B., Byamugisha, J. K., & Oei, S. G. (2021) · JMIR Medical Education · doi:10.2196/17277 · Cited by 11 · see citing works
Gärtner, R., Peters, H., & Holzhausen, Y. (2025) · BMC Medical Education · doi:10.1186/s12909-025-08083-w · Cited by 2 · see citing works
- Authors
- Fraser, K. L., Ayres, P., & Sweller, J.
- Affiliations
- University of Calgary (CA)
- Venue
- Simulation in Healthcare: The Journal of the Society for Simulation in Healthcare
- Published
- 2015-10
- Volume
- 10
- Issue
- 5
- Pages
- 295-307
- ISSN
- 1559-2332 (ISSN-L)
- OpenAlex
- W2470746831
- Cited by
- 306
- References
- 24
- Citations by year
- 2026: 41 · 2025: 42 · 2024: 30 · 2023: 38 · 2022: 20 · 2021: 38 · 2020: 28 · 2019: 41 · 2018: 11 · 2017: 9 · 2016: 7
- FWCI
- 6.64
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Simulation in Healthcare The Journal of the Society for Simulation in Healthcare (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Health Sciences › Medicine › Physiology › Simulation-Based Education in Healthcare
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Visual and Cognitive Learning Processes
- Health Sciences › Medicine › Surgery › Surgical Simulation and Training
- Keywords
- cognitive load theory, simulation-based education, simulation-based medical education, instructional design, cognitive architecture, simulation-based training, learning outcomes, medical education
- MeSH terms
- Simulation Training, Education, Medical, Humans, Learning, Memory, Teaching, Models, Educational
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