A Theoretical Analysis of How Segmentation of Dynamic Visualizations Optimizes Students' Learning
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This article reviews studies investigating segmentation of dynamic visualizations (i.e., showing dynamic visualizations in pieces with pauses in between) and discusses two not mutually exclusive processes that might underlie the effectiveness of segmentation. First, cognitive activities needed for dealing with the transience of dynamic visualizations impose extraneous cognitive load, which may hinder learning. Segmentation may reduce the negative effect of this load by dividing animations into smaller units of information and providing pauses between segments that give students time for the necessary cognitive activities after each of those units of information. Second, event segmentation theory states that people mentally segment dynamic visualizations during perception (i.e., divide the information shown in pieces). Segmentation of dynamic visualisation could cue relevant segments to students, which may aid them in perceiving the structure underlying the process or procedure shown.
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The transient information effect provides a possible explanation why some forms of user-interactivity, segmentation, and attention cueing improve the effectiveness of animations.
“The transient information effect provides a possible explanation why some forms of user-interactivity (for an overview see, Wouters et al. 2007), segmentation (for an overview see, Spanjers et al. 2010), and attention cueing (for an overview see, De Koning et al. 2009) improve the effectiveness of animations.”
From An Evolutionary Upgrade of Cognitive Load Theory: Using the Human Motor System and Collaboration to Support the Learning of Complex Cognitive Tasks (2012) · cites this paper as Spanjers et al. 2010
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Cites
Rizzolatti, G., & Craighero, L. (2004) · Annual Review of Neuroscience · doi:10.1146/annurev.neuro.27.070203.144230 · Cited by 7,433 · see citing works
Cognitive Architecture and Instructional Design
Sweller, J., van Merrienboer, J. J. G., & Paas, F. G. W. C. (1998) · Educational Psychology Review · doi:10.1023/a:1022193728205 · Cited by 6,023 · see citing works
Journal of experimental psychology: Human Perception and performance
Jong, R. D., Coles, M. G. H., Logan, G. D., & Gratton, G. (1987) · Journal of Sound and Vibration · doi:10.1016/0022-460x(87)90423-8 · Cited by 5,411 · see citing works
Nine Ways to Reduce Cognitive Load in Multimedia Learning
Mayer, R. E., & Moreno, R. (2003) · Educational Psychologist · doi:10.1207/s15326985ep3801_6 · Cited by 4,207 · see citing works
Cognitive Load Theory and Complex Learning: Recent Developments and Future Directions
van Merriënboer, J. J. G., & Sweller, J. (2005) · Educational Psychology Review · doi:10.1007/s10648-005-3951-0 · Cited by 2,206 · see citing works
Self-citationElement Interactivity and Intrinsic, Extraneous, and Germane Cognitive Load
Sweller, J. (2010) · Educational Psychology Review · doi:10.1007/s10648-010-9128-5 · Cited by 2,020 · see citing works
Interactive Multimodal Learning Environments
Moreno, R., & Mayer, R. E. (2007) · Educational Psychology Review · doi:10.1007/s10648-007-9047-2 · Cited by 1,831 · see citing works
Tversky, B., Morrison, J. B., & Bétrancourt, M. (2002) · International Journal of Human-Computer Studies · doi:10.1006/ijhc.2002.1017 · Cited by 1,677 · see citing works
The Cognitive Neuroscience of Working Memory
D'Esposito, M., & Postle, B. R. (2015) · Annual Review of Psychology · doi:10.1146/annurev-psych-010814-015031 · Cited by 1,653 · see citing works
Pupil Diameter and Load on Memory
Kahneman, D., & Beatty, J. (1966) · Science · doi:10.1126/science.154.3756.1583 · Cited by 1,617 · see citing works
Event perception: a mind-brain perspective
Zacks, J. M., Speer, N. K., Swallow, K. M., Braver, T. S., & Reynolds, J. R. (2007) · Psychological Bulletin · doi:10.1037/0033-2909.133.2.273 · Cited by 1,148 · see citing works
Expertise Reversal Effect and Its Implications for Learner-Tailored Instruction
Kalyuga, S. (2007) · Educational Psychology Review · doi:10.1007/s10648-007-9054-3 · Cited by 1,056 · cited 6× · see citing works
“…students with higher levels of prior knowledge, the amount of cognitive resources they can devote to cognitive activities with a positive effect on learning is reduced when they have to reconcile the instructional guidance with the guidance given by their available cognitive schemas (Kalyuga 2007).”
BackgroundInfluentialInstructional animation versus static pictures: A meta-analysis
Höffler, T. N., & Leutner, D. (2007) · Learning and Instruction · doi:10.1016/j.learninstruc.2007.09.013 · Cited by 992 · cited 1× · see citing works
“…than static pictures (e.g., Hegarty et al. 2003; Mayer et al. 2005; Tversky et al. 2002), although for certain types of tasks, dynamic visualizations seem to be more effective, especially demonstrations of procedures involving human movement (Höffler & Leutner 2007; see also Van Gog et al. 2009).”
BackgroundSegmentation in the perception and memory of events
Kurby, C. A., & Zacks, J. M. (2008) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2007.11.004 · Cited by 776 · see citing works
Using Electroencephalography to Measure Cognitive Load
Antonenko, P., PAAS, F. G. W. C., Grabner, R. H., & van Gog, T. (2010) · Educational Psychology Review · doi:10.1007/s10648-010-9130-y · Cited by 770 · see citing works
Mayer, R. E., & Chandler, P. (2001) · Journal of Educational Psychology · doi:10.1037/0022-0663.93.2.390 · Cited by 762 · cited 7× · see citing works
“In these studies, the segments were distinguished by inserting pauses between them (Boucheix & Guignard 2005; Hasler et al. 2007; Mayer & Chandler 2001; Mayer et al. 2003; Moreno 2007; Spanjers et al., 2010).”
BackgroundResultInfluentialA Reconsideration of Cognitive Load Theory
Schnotz, W., & Kürschner, C. (2007) · Educational Psychology Review · doi:10.1007/s10648-007-9053-4 · Cited by 755 · see citing works
Perceiving, remembering, and communicating structure in events.
Zacks, J. M., Tversky, B., & Iyer, G. (2001) · Journal of Experimental Psychology: General · doi:10.1037/0096-3445.130.1.29 · Cited by 640 · see citing works
Baldwin, D. A., Baird, J. A., Saylor, M. M., & Clark, M. (2001) · Child Development · doi:10.1111/1467-8624.00310 · Cited by 565 · see citing works
Mayer, R. E., Hegarty, M., Mayer, S., & Campbell, J. (2005) · Journal of Experimental Psychology: Applied · doi:10.1037/1076-898x.11.4.256 · Cited by 462 · see citing works
de Koning, B. B., Tabbers, H. K., Rikers, R. M. J. P., & Paas, F. (2009) · Educational Psychology Review · doi:10.1007/s10648-009-9098-7 · Cited by 428 · see citing works
Mayer, R. E., Dow, G. T., & Mayer, S. A. (2003) · Journal of Educational Psychology · doi:10.1037/0022-0663.95.4.806 · Cited by 412 · see citing works
The Roles of Mental Animations and External Animations in Understanding Mechanical Systems
Hegarty, M., Kriz, S., & Cate, C. (2003) · Cognition and Instruction · doi:10.1207/s1532690xci2104_1 · Cited by 404 · cited 3× · see citing works
“…Heerlen, The Netherlands e-mail: i.spanjers@EDUC.unimaas.nl T. van Gog Institute of Psychology, Erasmus University Rotterdam, Rotterdam, The Netherlands pictures because students can perceive changes over time rather than having to mentally infer them (e.g., Hegarty et al. 2003; Lowe 1999).”
BackgroundExtracting information from an animation during complex visual learning
Lowe, R. K. (1999) · European Journal of Psychology of Education · doi:10.1007/bf03172967 · Cited by 381 · see citing works
Learner control, cognitive load and instructional animation
Hasler, B. S., Kersten, B., & Sweller, J. (2007) · Applied Cognitive Psychology · doi:10.1002/acp.1345 · Cited by 380 · see citing works
The subgoal learning model: Creating better examples so that students can solve novel problems.
Catrambone, R. (1998) · Journal of Experimental Psychology General · doi:10.1037/0096-3445.127.4.355 · Cited by 330 · see citing works
Moreno, R. (2007) · Applied Cognitive Psychology · doi:10.1002/acp.1348 · Cited by 314 · see citing works
Memory 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
van Gog, T., Paas, F., Marcus, N., Ayres, P., & Sweller, J. (2009) · Educational Psychology Review · doi:10.1007/s10648-008-9094-3 · Cited by 284 · see citing works
Self-citationUsing movement and intentions to understand simple events
Zacks, J. M. (2004) · Cognitive Science · doi:10.1016/j.cogsci.2004.06.003 · Cited by 277 · see citing works
Moreno, R., & Valdez, A. (2005) · Educational Technology Research and Development · doi:10.1007/bf02504796 · Cited by 274 · see citing works
Schnotz, W., & Rasch, T. (2005) · Educational Technology Research and Development · doi:10.1007/bf02504797 · Cited by 273 · see citing works
Learning with Animation: Research Implications for Design
Lowe, R., & Schnotz, W. (2007) · Cited by 247 · see citing works
How to Optimize Learning From Animated Models: A Review of Guidelines Based on Cognitive Load
Wouters, P., Paas, F., & van Merriënboer, J. J. G. (2008) · Review of Educational Research · doi:10.3102/0034654308320320 · Cited by 224 · see citing works
Self-citationEvent understanding and memory in healthy aging and dementia of the Alzheimer type.
Zacks, J. M., Speer, N. K., Vettel, J. M., & Jacoby, L. L. (2006) · Psychology and Aging · doi:10.1037/0882-7974.21.3.466 · Cited by 214 · see citing works
Making instructional animations more effective: a cognitive load approach
Ayres, P., & PAAS, F. G. W. C. (2007) · Applied Cognitive Psychology · doi:10.1002/acp.1343 · Cited by 201 · see citing works
Using movement and intentions to understand simple events
Zacks, J. M. (2004) · Cognitive Science · doi:10.1207/s15516709cog2806_5 · Cited by 198 · see citing works
Using video and static pictures to improve learning of procedural contents
Arguel, A., & Jamet, É. (2009) · Computers in Human Behavior · doi:10.1016/j.chb.2008.12.014 · Cited by 184 · see citing works
An expertise reversal effect of segmentation in learning from animated worked-out examples
Spanjers, I. A. E., Wouters, P., van Gog, T., & van Merriënboer, J. J. G. (2011) · Computers in Human Behavior · doi:10.1016/j.chb.2010.05.011 · Cited by 175 · see citing works
Self-citationMaking sense of abstract events: Building event schemas
Hard, B. M., Tversky, B., & Lang, D. S. (2006) · Memory & Cognition · doi:10.3758/bf03193267 · Cited by 175 · see citing works
Sommerville, J. A., & Decety, J. (2006) · Psychonomic Bulletin & Review · doi:10.3758/bf03193831 · Cited by 156 · see citing works
Generalizing solution procedures learned from examples.
Catrambone, R. (1996) · Journal of Experimental Psychology: Learning, Memory, and Cognition · doi:10.1037/0278-7393.22.4.1020 · Cited by 154 · see citing works
A unified view of learning from animated and static graphics
Lowe, R., & Schnotz, W. (2008) · eSpace (Curtin University) · Cited by 147 · see citing works
Interactivity in Video-based Models
Wouters, P., Tabbers, H. K., & Paas, F. (2007) · Educational Psychology Review · doi:10.1007/s10648-007-9045-4 · Cited by 145 · see citing works
The Cognitive Neuroscience of Working Memory
(2007) · Oxford University Press eBooks · doi:10.1093/acprof:oso/9780198570394.001.0001 · Cited by 140 · see citing works
The time-based resource-sharing model of working memory
Barrouillet, P., & Camos, V. (2007) · Oxford University Press eBooks · doi:10.1093/acprof:oso/9780198570394.003.0004 · Cited by 132 · see citing works
Aiding subgoal learning: Effects on transfer.
Catrambone, R. (1995) · Journal of Educational Psychology · doi:10.1037/0022-0663.87.1.5 · Cited by 128 · see citing works
Boucheix, J., & Guignard, H. (2005) · European Journal of Psychology of Education · doi:10.1007/bf03173563 · Cited by 117 · see citing works
On the representation of events: A study of orientation, recall, and recognition.
Hanson, C., & Hirst, W. C. (1989) · Journal of Experimental Psychology General · doi:10.1037/0096-3445.118.2.136 · Cited by 114 · see citing works
The cognitive representation of filmic event summaries
Schwan, S., & Garsoffky, B. (2003) · Applied Cognitive Psychology · doi:10.1002/acp.940 · Cited by 108 · see citing works
Effects of animation's speed of presentation on perceptual processing and learning
Meyer, K., Rasch, T., & Schnotz, W. (2009) · Learning and Instruction · doi:10.1016/j.learninstruc.2009.02.016 · Cited by 105 · see citing works
Temporal accent structure and the remembering of filmed narratives.
Boltz, M. (1992) · Journal of Experimental Psychology Human Perception & Performance · doi:10.1037/0096-1523.18.1.90 · Cited by 98 · see citing works
Do film cuts facilitate the perceptual and cognitive organization of activitiy sequences?
Schwan, S., Garsoffky, B., & Hesse, F. W. (2000) · Memory & Cognition · doi:10.3758/bf03213801 · Cited by 96 · see citing works
Perception of action boundaries in patients with frontal lobe damage
Zalla, T., Pradat-Diehl, P., & Sirigu, A. (2003) · Neuropsychologia · doi:10.1016/s0028-3932(03)00098-8 · Cited by 69 · see citing works
Dynamic visualisations and hypermedia: Beyond the “Wow” factor
Chandler, P. (2009) · Computers in Human Behavior · doi:10.1016/j.chb.2008.12.018 · Cited by 65 · see citing works
Understanding Multimedia Documents
Rouet, J., Schnotz, W., & Lowe, R. (2008) · Springer eBooks · doi:10.1007/978-0-387-73337-1 · Cited by 48 · see citing works
The relationship between formal filmic means and the segmentation behavior of film viewers
Schwan, S., Hesse, F. W., & Garsoffky, B. (1998) · Journal of Broadcasting & Electronic Media · doi:10.1080/08838159809364446 · Cited by 20 · see citing works
Display of Key Pictures from Animation: Effects on Learning
Bétrancourt, M., Dillenbourg, P., & Clavien, L. (2008) · Springer eBooks · doi:10.1007/978-0-387-73337-1_4 · Cited by 17 · see citing works
Level of analysis in the perception of ongoing instruction: An exploratory study.
Koopman, C., & Newtson, D. (1981) · Journal of Educational Psychology · doi:10.1037/0022-0663.73.2.212 · Cited by 9 · see citing works
Hierarchical grouping of events revealed by eye movements
Swallow, K. M., & Zacks, J. M. (2006) · PsycEXTRA Dataset · doi:10.1037/e527352012-530 · Cited by 7 · see citing works
Flagged first, then by citations
Research works printed but not linked: 2
- Spanjers, I. A. E., Wouters, P., Van Gog, T., & Van Merriënboer, J. J. G. (2010). An expertise reversal effect of segmentation in learning from animations. Computers in Human Behavior (in press).
- Vygotsky, L. S. (1978). Mind in society. Cambridge, MA: Harvard University Press.
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A Meta-analysis of the Segmenting Effect
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- Authors
- Spanjers, I. A. E., van Gog, T., & van Merriënboer, J. J. G.
- Affiliations
- Maastricht University (NL)
- Corresponding author
- Spanjers, Ingrid A. E.
- Venue
- Educational Psychology Review
- Published
- 2010-05-13
- Volume
- 22
- Issue
- 4
- Pages
- 411-423
- ISSN
- 1040-726X (ISSN-L)
- 1573-336X
- OpenAlex
- W2153014152
- Cited by
- 157
- References
- 60
- Citations by year
- 2026: 7 · 2025: 11 · 2024: 13 · 2023: 7 · 2022: 14 · 2021: 12 · 2020: 15 · 2019: 8 · 2018: 8 · 2017: 8 · 2016: 6 · 2015: 11 · 2014: 8 · 2013: 9 · 2012: 10
- FWCI
- 12.07
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- cc-by-nc
- Locations
- Educational Psychology Review (publishedVersion, cc-by-nc)
- EUR Research Repository (Erasmus University Rotterdam) (publishedVersion, other-oa)
- EUR Research Repository (Erasmus University Rotterdam) (submittedVersion, other-oa)
- RePub (Erasmus University Rotterdam) (submittedVersion, other-oa)
- Research Publications (Maastricht University) (submittedVersion, cc-by-nc)
- DSpace (Open University in the Netherlands) (submittedVersion, cc-by-nc-nd)
- DSpace (Open University in the Netherlands) (submittedVersion, other-oa)
- Research Publications (Maastricht University) (submittedVersion, other-oa)
- Funders
- Nederlandse Organisatie voor Wetenschappelijk Onderzoek
- Topics
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Visual and Cognitive Learning Processes
- Social Sciences › Psychology › Developmental and Educational Psychology › Innovative Teaching and Learning Methods
- Physical Sciences › Computer Science › Computer Vision and Pattern Recognition › Data Visualization and Analytics
- Keywords
- dynamic visualization, animation, cognitive load, event segmentation theory, visual perception
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