Toward a Synthesis of Cognitive Load Theory, Four-Component Instructional Design, and Self-Directed Learning

van Merriënboer, Jeroen J. G.; Sluijsmans, Dominique M. A.

doi:10.1007/s10648-008-9092-5

Cited by 156Visual and Cognitive Learning ProcessesInnovative Teaching and Learning MethodsOnline and Blended Learning

Toward a Synthesis of Cognitive Load Theory, Four-Component Instructional Design, and Self-Directed Learning

van Merriënboer, Jeroen J. G., Sluijsmans, Dominique M. A.·2009·Educational Psychology Review

DOI 10.1007/s10648-008-9092-5

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Both cognitive load theory and models of self-regulated learning may be seen as particularly important perspectives for supporting lifelong learners in an information-rich, complex and fast-changing society.
“Both cognitive load theory and models of self-regulated learning, which deal with learners ' monitoring and control of their learning processes, may be seen as particularly important perspectives for supporting lifelong learners in an information-rich, complex and fast-changing society (van Merriënboer and Sluijsmans 2009).”
From Cognitive Architecture and Instructional Design: 20 Years Later (2019) · cites this paper as van Merriënboer and Sluijsmans 2009

Cognitive Load During Problem Solving: Effects on Learning
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“The first concerns the nature of the whole tasks: prevailing models of self-directed learning (e.g., Boekaerts and Cascallar 2006; Butler and Winne 1995; Zimmerman 2002) stress that these tasks should at least evoke the self-regulative processes of monitoring, evaluating, and planning.”
Background
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
Self-Regulated Learning and Academic Achievement: An Overview
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Feedback and Self-Regulated Learning: A Theoretical Synthesis
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Handbook of Research on Educational Communications and Technology
(2013) · Routledge eBooks · doi:10.4324/9781410609519 · Cited by 2,744 · 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
Handbook of Research on Educational Communications and Technology
Jonassen, D. H., Spector, M. J., Driscoll, M., Merrill, M. D., van Merriënboer, J. J. G., & Driscoll, M. P. (2008) · Routledge eBooks · doi:10.4324/9780203880869 · Cited by 1,692 · see citing works
Variability of worked examples and transfer of geometrical problem-solving skills: A cognitive-load approach.
Paas, 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 · cited 2× · see citing works
“In the context of cognitive load theory and 4C/ID, most research on instructional methods promoting germane cognitive load has been dealing with variability of learning tasks (e.g., Paas and van Merrienboer 1994; Quilici and Mayer 1996) and self-explanation and reflection prompts (e.g., Renkl 1997; Stark et al. 2002;…”
Background
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
“Keywords Cognitive load theory A tendency in modern education is to use rich learning tasks, which are based on real-life situations from daily or professional life, as a basis for complex learning (van Merriënboer 2007; van Merriënboer and Kester 2007; van Merriënboer et al. 2003).”
Background
Blueprints for complex learning: The 4C/ID-model
van Merriënboer, J. J. G., Clark, R. E., & de Croock, M. B. M. (2002) · Educational Technology Research and Development · doi:10.1007/bf02504993 · Cited by 708 · see citing works
Assimilating complex information
Pollock, E., Chandler, P., & Sweller, J. (2002) · Learning and Instruction · doi:10.1016/s0959-4752(01)00016-0 · Cited by 692 · cited 1× · see citing works
“In this situation, the element interactivity of the task should be reduced by reducing the number of elements and interactions between elements, which must be dealt simultaneously in order to complete the task (Ayres 2006; Pollock et al. 2002; see also van Merriënboer and Sweller 2005).”
Background
Learning from worked-out examples: A study on individual differences
RENKL, A. (1997) · Cognitive Science · doi:10.1016/s0364-0213(99)80017-2 · Cited by 679 · see citing works
Trends and Issues in Instructional Design and Technology
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How Far Have We Moved Toward the Integration of Theory and Practice in Self-Regulation?
Boekaerts, M., & Cascallar, E. (2006) · Educational Psychology Review · doi:10.1007/s10648-006-9013-4 · Cited by 583 · see citing works
Lifelong Learning and the New Educational Order
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Structuring the Transition From Example Study to Problem Solving in Cognitive Skill Acquisition: A Cognitive Load Perspective
Renkl, A., & Atkinson, R. K. (2003) · Educational Psychologist · doi:10.1207/s15326985ep3801_3 · Cited by 540 · cited 2× · see citing works
“In the context of cognitive load theory and 4C/ID, the completion strategy is probably the most familiar example of a highly effective fadingguidance strategy that might be applied within one task class (for an overview, see Renkl and Atkinson 2003).”
Method
A motivational perspective on the relation between mental effort and performance: Optimizing learner involvement in instruction
Paas, F., Tuovinen, J. E., van Merriënboer, J. J. G., & Aubteen Darabi, A. (2005) · Educational Technology Research and Development · doi:10.1007/bf02504795 · Cited by 401 · see citing works
Teaching complex rather than simple tasks: balancing intrinsic and germane load to enhance transfer of learning
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Self-citation
Role of examples in how students learn to categorize statistics word problems.
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“Van Merriënboer’s 4C/ID-model (van Merriënboer et al. 1992; van Merriënboer 1997; van Merriënboer et al. 2002a; van Merriënboer and Kirschner 2007) is fully consistent with cognitive load theory, although it focuses more on the design of educational programs (i.e., courses and curricula) and less…”
Background
Peer Assessment Training in Teacher Education: Effects on performance and perceptions
Sluijsmans, D. M. A., Brand‐Gruwel, S., & van Merriënboer, J. J. G. (2002) · Assessment & Evaluation in Higher Education · doi:10.1080/0260293022000009311 · Cited by 281 · see citing works
Self-citation
Training for reflective expertise: A four-component instructional design model for complex cognitive skills
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Ten Steps to Complex Learning
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Reflection prompts and tutor feedback in a web-based learning environment: effects on students' self-regulated learning competence
van den Boom, G., Paas, F., van Merriënboer, J. J. G., & van Gog, T. (2004) · Computers in Human Behavior · doi:10.1016/j.chb.2003.10.001 · Cited by 236 · see citing works
Effects of elicited reflections combined with tutor or peer feedback on self-regulated learning and learning outcomes
van den Boom, G., Paas, F., & van Merriënboer, J. J. G. (2007) · Learning and Instruction · doi:10.1016/j.learninstruc.2007.09.003 · Cited by 232 · see citing works
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Ayres, P. (2006) · Applied Cognitive Psychology · doi:10.1002/acp.1245 · Cited by 212 · see citing works
Peer assessment in problem based learning
Sluijsmans, D. M. A., Moerkerke, G., van Merriënboer, J. J. G., & Dochy, F. J. R. C. (2001) · Studies In Educational Evaluation · doi:10.1016/s0191-491x(01)00019-0 · Cited by 156 · see citing works
Self-citation
Selecting learning tasks: Effects of adaptation and shared control on learning efficiency and task involvement
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Supervisory support as a major condition to enhance transfer
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Conditions and effects of example elaboration
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360 Feedback from Another Angle
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Toward a synthesis between cognitive load theory and self-directed learning
Sluijsmans, D. M. A., & Merriënboer, V. (2009) · Data Archiving and Networked Services (DANS)
Self-citation
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Authors: van Merriënboer, J. J. G., & Sluijsmans, D. M. A.
Affiliations: Open University of the Netherlands (NL)
ORCID: Sluijsmans, Dominique M. A.
Venue: Educational Psychology Review
Publisher: Springer Science and Business Media LLC
Published: 2008-11-13
Volume: 21
Issue: 1
Pages: 55-66
ISSN: 1040-726X (ISSN-L)
1573-336X
DOI: 10.1007/s10648-008-9092-5
OpenAlex: W2067104856
Semantic Scholar: a9b0f8c5d8bdd209b5afc6be39f2190d7135da2c
Cited by: 156
References: 43
Citations by year: 2026: 4 · 2025: 9 · 2024: 7 · 2023: 7 · 2022: 12 · 2021: 8 · 2020: 14 · 2019: 12 · 2018: 9 · 2017: 9 · 2016: 12 · 2015: 5 · 2014: 12 · 2013: 10 · 2012: 11
FWCI: 6.29
Type: journal article
Language: en
Open access: closed
Licence: www.springer.com/tdm (tdm)
Locations: Educational Psychology Review (publishedVersion)
Data Archiving and Networked Services (DANS) (submittedVersion)
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
Social Sciences › Education › Online and Blended Learning
Keywords: cognitive load theory, self-directed learning, intrinsic cognitive load, extraneous load, germane load, self-explanation, task assessment, task selection

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Toward a Synthesis of Cognitive Load Theory, Four-Component Instructional Design, and Self-Directed Learning

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