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Cited by 857Visual and Cognitive Learning ProcessesInnovative Teaching and Learning MethodsEducational Strategies and Epistemologies

Taking the Load Off a Learner's Mind: Instructional Design for Complex Learning

Open access
van Merrienboer, Jeroen J. G., Kirschner, Paul A., Kester, Liesbeth·2003·Educational Psychologist
DOI 10.1207/s15326985ep3801_2
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Abstract

Complex learning aims at the integration of knowledge, skills, and attitudes; the coordination of qualitatively different constituent skills; and the transfer of what is learned to daily life or work settings. Recent instructional theories stress authentic learning tasks as the driving force for learning; but due to the complexity of those tasks, learning may be hampered by the limited processing capacity of the human mind. In this article we present a framework for scaffolding practice and just-in-time information presentation, aiming to control cognitive load effectively. We briefly describe a design model for complex learning consistent with cognitive load theory. Theoretical and practical implications of the presented framework are discussed.

AI snapshot

Written from the paper’s full text.

TL;DR

This conceptual article argues that authentic whole-task learning can overwhelm working memory, so instruction should manage cognitive load through scaffolding and timely information. It proposes simple-to-complex task classes, alternative task formats, and just-in-time supportive and procedural information within a four-component design model.

Key findings

  • Whole-task sequencing should start with the simplest authentic versions of a task and move through task classes of increasing complexity; simpler classes impose lower intrinsic load and should fall within learners’ proximal development.
  • Within a task class, support should fade from worked-out examples to completion, goal-free, or reverse tasks, and finally to conventional problems; these alternatives reduce extraneous load compared with conventional problem solving.
  • Supportive information for nonrecurrent aspects should be presented before a task class and elaborated, while procedural information for recurrent aspects should be presented during practice and integrated with the task environment to avoid split attention.
  • The 4C/ID model consists of learning tasks, supportive information, procedural information, and part-task practice; part-task practice is reserved for recurrent aspects requiring high automaticity after they have been introduced in whole tasks.

Methods

  • Conceptual/theoretical paper, not an empirical study; no sample, data collection, or statistical analysis is reported.
  • Synthesizes cognitive load theory and instructional design literature to derive guidelines and a design model for complex learning.
  • Uses narrative argument and illustrative examples, such as a literature-search task and a table of task types, rather than original quantitative results.

Limitations

  • The authors state the overview is incomplete and note that they are unaware of empirical research relating process-oriented support to cognitive load.
  • The authors state the framework focuses on reducing intrinsic and extraneous load as a means to free processing resources, and that explicit methods to increase germane load may be needed; they also note that cognitive load theory alone is insufficient for a full instructional design model.
  • Evident from the text: no original empirical test, effect sizes, or new data are presented, so the claims rest on prior studies and conceptual consistency.

Model-written summary. Check it against the paper before relying on it.

Integrity signals

Registry

Crossref · 10.1207/s15326985ep3801_2

Cites

63 of 63 references verified0 citation errors · 0 not checkable

Statistics

Nothing to recompute.

Claims the paper makes

5 of 48 cited sources checked · 3 supported · 0 flagged · accuracy not yet measured

  • Premisecitation

    Studying worked-out examples facilitates schema construction and transfer performance more than actually solving the equivalent problems does.

    “Indeed, many experiments supported the counterintuitive prediction that studying worked-out examples facilitates schema construction and transfer performance more than actually solving the equivalent problems does (van Gerven, Paas, van Merriënboer, & Schmidt, 2002; also see Sweller et al., 1998, for an overview).”
    Quote in the paperSubstantial claim1 of 2 sources checked
    • cites van Gerven, Paas, van Merriënboer, & Schmidt, 2002 source
    • cites Sweller et al., 1998 source
  • Premisecitation

    Simultaneously performing learning tasks and studying high-complexity supportive information would almost certainly cause cognitive overload.

    “Simultaneously performing the tasks and studying the information would almost certainly cause cognitive overload (Kester et al., 2001;Marcus, Cooper, & Sweller, 1996).”
    Quote in the paperSubstantial claim1 of 2 sources checked
    • cites Kester et al., 2001 source

      Section 2 recommends presenting supportive information before task clusters, and section 2.1 explains that working-memory capacity is limited. These passages support separating study of supportive information from task performance, but they do not say that doing both simultaneously would almost certainly cause cognitive overload. The Discussion (section 6) calls the preferred timing an assumption needing further support. (LLM, conf=0.82)

      Experimental — accuracy not yet measured
    • cites Marcus, Cooper, & Sweller, 1996 source
    • Rests on an assumption: The human mind has limited processing capacity.
  • Premisecitation

    Procedural information is best presented precisely when it is needed during task performance.

    “The second is called procedural information and is best presented precisely when it is needed during task performance; it pertains to the how-to instructions for the application of rules (Kester, Kirschner, van Merriënboer, & Baumer, 2001).”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites Kester, Kirschner, van Merriënboer, & Baumer, 2001 source
  • Interpretationcitation

    For subsequent task classes, only new (additional) supportive information should be presented, extending the set of interacting elements.

    “For subsequent task classes, only new (additional) supportive information should be presented-extending the set of interacting elements (Pollock et al., 2002).”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites Pollock et al., 2002 source

      The paper describes a progression from isolated elements to learning their interactions in a second phase (Abstract; Results and Discussion). But it says that the second phase presented all the information needed for understanding, not only new or additional information. It does not prescribe this rule for subsequent task classes. (LLM, conf=0.84)

      Experimental — accuracy not yet measured
  • Interpretationreasoning

    Embedded support is more effective than nonintegrated support.

    “Such embedded support is clearly more effective than nonintegrated support (i.e., the parent running alongside and shouting”
    Quote in the paperSubstantial claim
    • Rests on an assumption: Excessive or insufficient support can hamper the learning process.
  • May combine two claims. 13
  • Classified as probably not a substantial claim. 17

  • May combine two claims.

    Premisecitation

    For simpler task classes, fewer elements and interactions between elements need to be processed simultaneously in working memory; for more complex task classes, the number of elements and interactions increases.

    “Less elements and interactions between elements need to be processed simultaneously in working memory when performing the tasks in simpler task classes; for more complex task classes, the number of elements and interactions between elements increases (cf.Pollock, Chandler, & Sweller, 2002).”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites Pollock, Chandler, & Sweller, 2002 source
    • Rests on an assumption: The human mind has limited processing capacity.

  • May combine two claims.

    Premisecitation

    CLT emphasizes that support for novice learners must be fully integrated with the task environment; otherwise split-attention effects increase extraneous cognitive load.

    “CLT emphasizes the need to integrate support for novice learners with the task environment fully; otherwise, split-attention effects increase extraneous cognitive load because learners have to integrate information mentally from the task environment with the given support (Chandler & Sweller, 1992;Sweller & Chandler, 1994).”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites Chandler & Sweller, 1992 source
    • cites Sweller & Chandler, 1994 source
    • Rests on an assumption: The human mind has limited processing capacity.

  • May combine two claims.

    Premisecitation

    Conventional tasks are exceptionally expensive in terms of working memory capacity and cause high extraneous cognitive load due to weak problem-solving methods.

    “There is overwhelming evidence that such conventional tasks are exceptionally expensive in terms of working memory capacity.They cause high-extraneous cognitive load due to the use of weak problem-solving methods (e.g., means-ends analysis), which bear little relation to schema construction processes that are concerned with learning to recognize problem states and their associated actions (Sweller”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Sweller, 1988 source
    • Rests on an assumption: The human mind has limited processing capacity.

  • Probably not a substantial claim: may not pass S2 (checkable).

    Interpretationreasoning

    For information with high intrinsic complexity, it is advisable to present the information before learners start on the learning tasks.

    “For information with a high-intrinsic complexity, it seems advisable to present the information before the learners start on the learning tasks.”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: The human mind has limited processing capacity.

  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Premisereasoning

    Part-task approaches are highly effective to prevent cognitive overload because the load associated with a part of the task is lower than the load associated with the whole task.

    “Part-task approaches to sequencing are highly effective to prevent cognitive overload because the load associated with a part of the task is lower than the load associated with the whole task.”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: The human mind has limited processing capacity.

  • Probably not a substantial claim: may not pass S4 (based).

    Premisenone given

    Necessary task-specific information must be active in working memory when performing the task to guide or influence behavior.

    “This necessary information must be active in working memory when performing the task to guide or influence behavior.”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: The human mind has limited processing capacity.

  • May combine two claims.

    Premisecitation

    Goal-free tasks eliminate the need for means-ends search and so decrease extraneous cognitive load.

    “Goal-free tasks present the learner with a highly aspecific goal, which eliminates the need for means-ends search and so decreases extraneous cognitive load (Paas, Camp, & Rikers, 2001; also see Sweller et al., 1998, for an overview).”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites Paas, Camp, & Rikers, 2001 source
    • cites Sweller et al., 1998 source

  • May combine two claims.

    Premisenone given

    Whole-task approaches attend to the coordination and integration of constituent skills from the very beginning and stress that learners quickly develop a holistic vision of the whole task.

    “Whole-task approaches attend to the coordination and integration of constituent skills from the very beginning, and they stress that learners quickly develop a holistic vision of the whole task that is gradually embellished during the training.”
    Quote in the paperNot a substantial claim

  • Classified as probably not a substantial claim.

    Premisecitation

    Recent instructional theories stress authentic learning tasks as the driving force for learning.

    “Recent instructional theories stress authentic learning tasks as the driving force for learning; but due to the complexity of those tasks, learning may be hampered by the limited processing capacity of the human mind.”
    • Also stated in: § Abstract · plain
      “Recent instructional theories tend to focus on authentic learning tasks that are based on real-life tasks as the driving force for learning (Merrill, 2002;Reigeluth, 1999a;van Merriënboer & Kirschner, 2001).”
    Quote in the paperSubstantial claim0 of 3 sources checked
    • cites Merrill, 2002 source
    • cites Reigeluth, 1999a

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites van Merriënboer & Kirschner, 2001 source

  • May combine two claims.

    Premisecitation

    Positive effects found for worked-out examples may reverse as learners acquire more expertise; if necessary schemas are already available, analyzing a redundant worked-out example may impose higher cognitive load than problem solving.

    “Fading is also important because the positive effects found for worked-out examples may reverse as learners acquire more expertise: If the necessary schemas for solving a problem are already available, analyzing a redundant worked-out example and integrating it with previously acquired schemas in working memory may impose higher cognitive load than problem solving (see Kalyuga, Ayres, Chandler, &”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Kalyuga, Ayres, Chandler, & Sweller, 2003 source

  • Probably not a substantial claim: may not pass S2 (checkable).

    Interpretationreasoning

    It is critical to prevent split-attention effects when presenting procedural information.

    “it is critical to prevent split-attention effects when presenting this information.”
    Quote in the paperNot a substantial claim

  • Probably not a substantial claim: may not pass S4 (based).

    Interpretationreasoning

    Supportive information is presented in a just-in-time fashion to work on the nonrecurrent aspects of learning tasks within the same task class.

    “The supportive information is presented in a just-in-time fashion to work on the nonrecurrent aspects of learning tasks within the same task class”
    Quote in the paperNot a substantial claim

  • Probably not a substantial claim: may not pass S4 (based).

    Interpretationnone given

    Learning tasks within the same task class are equivalent in that they may be performed on the basis of the same general knowledge (mental models and cognitive strategies that allow one to perform a version of the task with a particular complexity).

    “The learning tasks within the same task class are equivalent in the sense that they may be performed on the basis of the same general knowledge (i.e., mental models and cognitive strategies that allow one to perform a version of the task with a particular complexity).”
    Quote in the paperNot a substantial claim

  • Classified as probably not a substantial claim.

    Interpretationreasoning

    Procedural information is presented just in time to perform the consistent, recurrent aspects of the learning tasks.

    “The procedural information, in contrast, is presented just in time to perform the consistent, recurrent aspects of the learning tasks”
    Quote in the paperSubstantial claim

  • Probably not a substantial claim: may not pass S4 (based).

    Interpretationnone given

    Supportive information may be helpful in performing the nonrecurrent aspects of learning tasks.

    “Supportive information may be helpful in performing the nonrecurrent aspects of learning tasks.”
    Quote in the paperNot a substantial claim

  • Classified as probably not a substantial claim. May combine two claims.

    Interpretationnone given

    Each task class starts with one or more learning tasks with a high level of embedded support, continues with learning tasks with a lower level of support, and ends with conventional tasks without support.

    “each task class starts with one or more learning tasks with a high level of embedded support (e.g., worked-out examples), continues with learning tasks with a lower level of support (e.g., completion, goal-free, or reverse tasks), and ends with conventional tasks without support.”
    Quote in the paperSubstantial claim

  • Probably not a substantial claim: may not pass S4 (based). May combine two claims.

    Interpretationnone given

    Procedural information preferably takes the form of direct, step-by-step, or how-to instruction and is quickly faded away for subsequent learning tasks.

    “It preferably takes the form of direct, step-by-step, or how-to instruction and is quickly faded away for subsequent learning tasks.”
    Quote in the paperNot a substantial claim

  • Probably not a substantial claim: may not pass S4 (based).

    Interpretationnone given

    For each subsequent task class, additional supportive information is presented to enable learners to perform the more complex version of the whole task.

    “For each subsequent task class, additional supportive information is presented to enable the learners to perform the more complex version of the whole task.”
    Quote in the paperNot a substantial claim

  • Probably not a substantial claim: may not pass S4 (based).

    Interpretationnone given

    Learning tasks will typically be performed by learners in a simulated or real task environment and ideally confront them with all constituent skills that make up the whole complex skill.

    “These learning tasks will typically be performed by the learners in a simulated or real task environment and, ideally, confront them with all constituent skills that make up the whole complex skill.”
    Quote in the paperNot a substantial claim

  • Probably not a substantial claim: may not pass S2 (checkable).

    Interpretationreasoning

    The cognitive load imposed by instructional designs should be the preeminent consideration when determining design structures.

    “the cognitive load imposed by instructional designs should be the preeminent consideration when determining design structures.”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: Limited working memory is the most central aspect of human cognitive architecture.

  • Classified as probably not a substantial claim.

    Interpretationreasoning

    For aspects requiring very high automaticity, additional part-task practice may be provided.

    “For those aspects, additional part-task practice may be provided-such as children drilling multiplication tables or musicians practicing musical scales.”
    Quote in the paperSubstantial claim

  • May combine two claims.

    Interpretationcitation

    When learners have enough expertise, procedural information becomes redundant and should be removed to decrease extraneous cognitive load.

    “when learners have enough expertise, procedural information will become redundant and should thus be removed to decrease extraneous cognitive load (Kalyuga et al.,1998).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Kalyuga et al.,1998 source

  • May combine two claims.

    Interpretationreasoning

    Elaboration of procedural information beforehand has no added value; therefore, procedural information is preferably presented precisely when learners need it.

    “Elaboration of the procedural information beforehand has no added value whatsoever; therefore, it is preferably presented precisely when learners need it.”
    Quote in the paperSubstantial claim

  • May combine two claims.

    Interpretationreasoning

    Supportive information for each subsequent task class is an addition to or an embellishment of previous information, allowing learners to do things they could not do before.

    “The supportive information for each subsequent task class is an addition to or an embellishment of previous information-allowing learners to do things they could not do before.”
    Quote in the paperSubstantial claim

  • May combine two claims.

    Premisecitation

    Induction is important for constructing new knowledge and adapting existing schemas to make them more appropriate to given experiences.

    “This process of induction is important for constructing new knowledge and, especially, for adapting existing schemas to make them more appropriate to the given experiences (Holland, Holyoak, Nisbett, & Thagard, 1986).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Holland, Holyoak, Nisbett, & Thagard, 1986

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Classified as probably not a substantial claim.

    Interpretationnone given

    The 4C/ID model presupposes that well-designed learning environments for complex learning always consist of four components: learning tasks, supportive information, procedural information, and part-task practice.

    “This four-component instructional design model (referred to hereafter as the 4C/ID model) presupposes that well-designed learning environments for complex learning always consist of four components: (a) learning tasks, (b) supportive information, (c) procedural information, and (d) part-task practice.”
    Quote in the paperSubstantial claim

  • Classified as probably not a substantial claim.

    Interpretationreasoning

    This sequence is repeated for each subsequent task class, yielding a saw-tooth pattern of support throughout the whole training program.

    “This is repeated for each subsequent task class, yielding a saw-tooth pattern of support throughout the whole training program.”
    Quote in the paperSubstantial claim

  • May combine two claims.

    Premisecitation

    Automated schemas connecting particular conditions to particular actions are highly domain specific and allow only for the same use of the same knowledge for performing recurrent aspects of tasks.

    “They are highly domain specific and allow only for the same use of the same knowledge for performing recurrent aspects of tasks.”
    Quote in the paperNot a substantial claim0 of 3 sources checked
    • cites Anderson, 1993

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites Anderson, 1996

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites Newell, 1991

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

28 of 28

  • The authors state this as an assumption.

    Authentic learning tasks help learners integrate knowledge, skills, and attitudes; coordinate constituent skills; and transfer what is learned to daily life or work settings.

    “The general assumption is that such tasks help learners to integrate the knowledge, skills, and attitudes necessary for effective task performance; give them the opportunity to learn to coordinate constituent skills that make up complex task performance; and eventually enable them to transfer what is learned to their daily life or work settings.”

  • The paper relies on this without support.

    The human mind has limited processing capacity.

    “due to the complexity of those tasks, learning may be hampered by the limited processing capacity of the human mind.”

  • The paper relies on this without support.

    Excessive or insufficient support can hamper the learning process.

    “Because excessive or insufficient support can hamper the learning process, it is critical to determine the right type and amount of support and to fade at the appropriate time and rate.”

  • The paper relies on this without support.

    Recent instructional theories tend to focus on real-life tasks as the driving force for learning.

    “This article started from the observation that recent instructional theories tend to focus on real-life tasks as the driving force for learning.”

  • The paper relies on this without support.

    Limited working memory is the most central aspect of human cognitive architecture.

    “limited working memory is no doubt the most central aspect of human cognitive architecture.”

  • The paper relies on this without support.

    Real-life tasks are typically associated with a very high cognitive load.

    “Such tasks are typically associated with a very high-cognitive load”
6 of 6

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?

  • Certain authors have suggested that the learner's cognitive load is reduced with the aid of scaffolding, allowing the learner to perform parts of a task that he or she would otherwise not be able to perform.

    “Certain authors have suggested, for example, that the learner's cognitive load is reduced with the aid of scaffolding and that this thus allows the learner to perform parts of a task that he or she would otherwise not be able to perform”

    From Scaffolding in Teacher–Student Interaction: A Decade of Research (2010) · cites this paper as Van Merriënboer et al. 2003

  • Compilation and strengthening are the most relevant cognitive processes for automating schemas.

    “For the automation of schemas, compilation and strengthening are the most relevant cognitive processes (Anderson 2000;Van Merriënboer 1997;Van Merriënboer et al. 2003).”

    From Interactivity in Video-based Models (2007) · cites this paper as Van Merriënboer et al. 2003

  • Elaboration and induction are important for constructing adequate schemas.

    “To construct adequate schemas two types of cognitive processes are important; elaboration and induction (Van Merriënboer 1997;Van Merriënboer et al. 2003).”

    From Interactivity in Video-based Models (2007) · cites this paper as Van Merriënboer et al. 2003

Cites

Flagged first, then by citations

26 of the 89 references couldn’t be matched to a known paper.

Research works printed but not linked: 7

  1. [13]13. Jonassen, D. H. (1999). Designing constructivist learning environments. In C. M. Reigeluth (Ed.), Instructional design theories and models: A new paradigm of instructional theory (Vol. 2, pp. 371-396).
  2. [22]22. Miller, G. A. (1956). The magical number seven plus or minus two. Psycho- logical Review, 63, 81-96.
  3. [34]34. Reigeluth, C. M. (1999b). The elaboration theory: Guidance for scope and sequence decisions. In C. M. Reigeluth (Ed.), Instructional design theo- ries and models: A new paradigm of instructional theory (Vol. 2, pp. 425-453).
  4. [37]37. Romiszowski, A. (1997). Web-based distance learning and teaching: Revo- lutionary invention or reaction to necessity? In B. Khan (Ed.), Web-based instruction (pp. 25-37). Englewood Cliffs, NJ: Educational Technology Publications.
  5. [38]38. Rosenshine, B. V., & Meister, C. (1992). The use of scaffolds for teaching less structured cognitive tasks. Educational Leadership, 49(7), 26-33.
  6. [39]39. Scandura, J. M. (1983). Instructional strategies based on the structural learn- ing theory. In C. M. Reigeluth (Ed.), Instructional design theories and models (pp. 213-246). Hillsdale, NJ: Lawrence Erlbaum Associates, Inc.
  7. [40]40. Schank, R. C., Berman, T. R., & MacPerson, K. A. (1999). Learning by do- ing. In C. M. Reigeluth (Ed.), Instructional design theories and models: A new paradigm of instructional theory (Vol. 2, pp. 161-181).

Cited by

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Related

Authors
van Merrienboer, J. J. G., Kirschner, P. A., & Kester, L.
Affiliations
Open University of the Netherlands (NL)
ORCID
Kirschner, Paul A.
Venue
Educational Psychologist
Publisher
Informa UK Limited
Published
2003-01-01
Volume
38
Issue
1
Pages
5-13
ISSN
  • 0046-1520 (ISSN-L)
  • 1532-6985
DOI
10.1207/s15326985ep3801_2
OpenAlex
W2127791224
Semantic Scholar
5672feb8343dabd71bddf54a434d641ca7a5b7b8
Cited by
857
References
89
Citations by year
2026: 28 · 2025: 51 · 2024: 27 · 2023: 33 · 2022: 36 · 2021: 36 · 2020: 44 · 2019: 43 · 2018: 41 · 2017: 28 · 2016: 45 · 2015: 48 · 2014: 44 · 2013: 43 · 2012: 42
FWCI
39.13
Type
journal article
Language
en
Open access
Locations
  • Educational Psychologist (publishedVersion)
  • Utrecht University Repository (Utrecht University) (submittedVersion, other-oa)
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 › Psychology › Developmental and Educational Psychology › Educational Strategies and Epistemologies
Keywords
complex learning, cognitive load theory, scaffolding, instructional design, authentic learning tasks, transfer of learning, design model

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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.

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