The DOI matches its Crossref record; 63 of the 89 references it cites were found in a registry or an index; 5 of the 48 sources its claims cite were checked for support.
Taking the Load Off a Learner's Mind: Instructional Design for Complex Learning
Open accessAbstract
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.
Overview
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
Cites
Statistics
Verification
Claims the paper makes
5 of 48 cited sources checked · 3 supported · 0 flagged · accuracy not yet measured
The sources with a verdict support this claim; the rest weren’t checked yet, have no full text we could read, or their verdicts aren’t rated yet.
In the paper
“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).”
§ Taking the Load Off a Learner's Mind: Instructional Design for Complex Learning > Types of Learning Tasks
What the sources say
- Supportedcites van Gerven, Paas, van Merriënboer, & Schmidt, 2002 source
Section 4 states that worked examples are more likely than conventional problems to support schema construction and that numerous studies found superior performance and transfer. The Discussion says this paper's own experiment did not find a significant performance advantage, but the cited claim concerns the broader experimental literature the paper reports. (LLM, conf=0.90)
- Not checked — no full text of the sourcecites Sweller et al., 1998 source
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passes- Supported
The cited sources support only part of this claim — read each source’s verdict below.
In the paper
“Simultaneously performing the tasks and studying the information would almost certainly cause cognitive overload (Kester et al., 2001;Marcus, Cooper, & Sweller, 1996).”
§ Taking the Load Off a Learner's Mind: Instructional Design for Complex Learning > Supportive Information
What the sources say
- Partly supportedcites Kester et al., 2001 sourceExperimental — accuracy not yet measured
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)
- Not checked — no full text of the sourcecites Marcus, Cooper, & Sweller, 1996 source
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passes- Rests on an assumption: The human mind has limited processing capacity.
- Partly supported
Every source the paper cites for this claim was checked and supports it.
In the paper
“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).”
§ Taking the Load Off a Learner's Mind: Instructional Design for Complex Learning > JUST-IN-TIME INFORMATION PRESENTATION
What the sources say
- Supportedcites Kester, Kirschner, van Merriënboer, & Baumer, 2001 source
Section 2.1 states that prerequisite information is best presented during practice, when learners need it. Section 4.2.5 includes procedures for operating the system among that prerequisite information, supporting the citing sentence’s description of procedural how-to information. (LLM, conf=0.90)
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passes- Supported
The cited sources support only part of this claim — read each source’s verdict below.
In the paper
“For subsequent task classes, only new (additional) supportive information should be presented-extending the set of interacting elements (Pollock et al., 2002).”
§ Taking the Load Off a Learner's Mind: Instructional Design for Complex Learning > Supportive Information
What the sources say
- Partly supportedcites Pollock et al., 2002 sourceExperimental — accuracy not yet measured
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)
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passes- Partly supported
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Such embedded support is clearly more effective than nonintegrated support (i.e., the parent running alongside and shouting”
§ Taking the Load Off a Learner's Mind: Instructional Design for Complex Learning > SCAFFOLDING WHOLE-TASK PRACTICE
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passes- Rests on an assumption: Excessive or insufficient support can hamper the learning process.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“We conclude that CLT offers useful guidelines for decreasing intrinsic and extraneous cognitive load, so that sufficient processing capacity is left for genuine learning.”
§ Taking the Load Off a Learner's Mind: Instructional Design for Complex Learning > Abstract
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passes- Rests on an assumption: The human mind has limited processing capacity.
In the paper
“Since then, there has been accumulating evidence that both part-task approaches to sequencing and instructional design models driven by separate objectives do not work well for complex performances that require the integration of skills, knowledge, and attitudes and the extensive coordination of constituent skills in new problem situations (see van Merriënboer, 1997, for a complete discussion).”
§ Taking the Load Off a Learner's Mind: Instructional Design for Complex Learning > Simple-to-Complex Sequencing
What the sources say
- Not checked — no full text of the sourcecites van Merriënboer, 1997
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesThe paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“For novice learners, learning and performing conventional tasks are different and incompatible processes.”
§ Taking the Load Off a Learner's Mind: Instructional Design for Complex Learning > Types of Learning Tasks
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIn the paper
“But Naylor and Briggs (1963) already indicated in the early 1960s that they are not very suitable for learning complex tasks requiring much coordination between their distinct parts or constituent skills.”
§ Taking the Load Off a Learner's Mind: Instructional Design for Complex Learning > Simple-to-Complex Sequencing
What the sources say
- Not checked — no full text of the sourcecites Naylor and Briggs (1963) source
Load-bearingStrength:hedged· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIn the paper
“Each new task class contains learning tasks that are in the zone of proximal development of the learners (Vygotsky, 1934(Vygotsky, /1987)).”
§ Taking the Load Off a Learner's Mind: Instructional Design for Complex Learning > Simple-to-Complex Sequencing
What the sources say
- Not matchedcites Vygotsky, 1934/1987
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passes- Not matched
- It may state two separate claims as one. 13
- Probably not a substantial claim. 17
Every source the paper cites for this claim was checked and supports it.
In the paper
“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).”
§ Taking the Load Off a Learner's Mind: Instructional Design for Complex Learning > Simple-to-Complex Sequencing
What the sources say
- Supportedcites Pollock, Chandler, & Sweller, 2002 source
The Results and Discussion passage says complex material involves more interacting elements than working memory can process simultaneously unless they are incorporated into a schema. The passage on sources of cognitive load also describes a continuum from few elements with low interactivity to many elements with high interactivity, supporting the simpler-versus-more-complex comparison. (LLM, conf=0.92)
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
- Rests on an assumption: The human mind has limited processing capacity.
- Supported
A claim is checked only against the cited paper’s full text, never its abstract, and none is available for its sources.
In the paper
“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).”
§ Taking the Load Off a Learner's Mind: Instructional Design for Complex Learning > SCAFFOLDING WHOLE-TASK PRACTICE
What the sources say
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
- Rests on an assumption: The human mind has limited processing capacity.
In the paper
“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”
§ Taking the Load Off a Learner's Mind: Instructional Design for Complex Learning > Types of Learning Tasks
What the sources say
- Not checked — no full text of the sourcecites Sweller, 1988 source
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
- Rests on an assumption: The human mind has limited processing capacity.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“For information with a high-intrinsic complexity, it seems advisable to present the information before the learners start on the learning tasks.”
§ Taking the Load Off a Learner's Mind: Instructional Design for Complex Learning > JUST-IN-TIME INFORMATION PRESENTATION
Tests✓ Asserted: passes✗ Checkable: fails✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim. It may be too vague to check against evidence.
- Rests on an assumption: The human mind has limited processing capacity.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“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.”
§ Taking the Load Off a Learner's Mind: Instructional Design for Complex Learning > Simple-to-Complex Sequencing
Strength:boosted· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✗ Based: failsProbably not a substantial claim. The paper’s conclusions may not depend on it. The paper may give no reason why it holds.
- Rests on an assumption: The human mind has limited processing capacity.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“This necessary information must be active in working memory when performing the task to guide or influence behavior.”
§ Taking the Load Off a Learner's Mind: Instructional Design for Complex Learning > JUST-IN-TIME INFORMATION PRESENTATION
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✗ Based: failsProbably not a substantial claim. The paper may give no reason why it holds.
- Rests on an assumption: The human mind has limited processing capacity.
A claim is checked only against the cited paper’s full text, never its abstract, and none is available for its sources.
In the paper
“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).”
§ Taking the Load Off a Learner's Mind: Instructional Design for Complex Learning > Types of Learning Tasks
What the sources say
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“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.”
§ Taking the Load Off a Learner's Mind: Instructional Design for Complex Learning > Simple-to-Complex Sequencing
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIt may state two separate claims as one.
None of the sources cited for this claim have been checked yet.
In the paper
“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).”
§ Taking the Load Off a Learner's Mind: Instructional Design for Complex Learning > Abstract
What the sources say
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim.
- Also stated in: § Abstract · plain
In the paper
“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, &”
§ Taking the Load Off a Learner's Mind: Instructional Design for Complex Learning > Types of Learning Tasks
What the sources say
- Not checked — no full text of the sourcecites Kalyuga, Ayres, Chandler, & Sweller, 2003 source
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“it is critical to prevent split-attention effects when presenting this information.”
§ Taking the Load Off a Learner's Mind: Instructional Design for Complex Learning > Procedural Information
Load-bearingStrength:boosted· not yet calibratedTests✓ Asserted: passes✗ Checkable: fails✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim. It may be too vague to check against evidence.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“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”
§ Taking the Load Off a Learner's Mind: Instructional Design for Complex Learning > A DESIGN MODEL FOR COMPLEX LEARNING
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✗ Based: failsProbably not a substantial claim. The paper may give no reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“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).”
§ Taking the Load Off a Learner's Mind: Instructional Design for Complex Learning > A DESIGN MODEL FOR COMPLEX LEARNING
Load-bearingStrength:hedged· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✗ Based: failsProbably not a substantial claim. The paper may give no reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“The procedural information, in contrast, is presented just in time to perform the consistent, recurrent aspects of the learning tasks”
§ Taking the Load Off a Learner's Mind: Instructional Design for Complex Learning > A DESIGN MODEL FOR COMPLEX LEARNING
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Supportive information may be helpful in performing the nonrecurrent aspects of learning tasks.”
§ Taking the Load Off a Learner's Mind: Instructional Design for Complex Learning > Procedural Information
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✗ Based: failsProbably not a substantial claim. The paper may give no reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“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.”
§ Taking the Load Off a Learner's Mind: Instructional Design for Complex Learning > A DESIGN MODEL FOR COMPLEX LEARNING
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim. It may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“It preferably takes the form of direct, step-by-step, or how-to instruction and is quickly faded away for subsequent learning tasks.”
§ Taking the Load Off a Learner's Mind: Instructional Design for Complex Learning > A DESIGN MODEL FOR COMPLEX LEARNING
Load-bearingStrength:hedged· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✗ Based: failsProbably not a substantial claim. The paper may give no reason why it holds. It may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“For each subsequent task class, additional supportive information is presented to enable the learners to perform the more complex version of the whole task.”
§ Taking the Load Off a Learner's Mind: Instructional Design for Complex Learning > A DESIGN MODEL FOR COMPLEX LEARNING
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✗ Based: failsProbably not a substantial claim. The paper may give no reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“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.”
§ Taking the Load Off a Learner's Mind: Instructional Design for Complex Learning > A DESIGN MODEL FOR COMPLEX LEARNING
Load-bearingStrength:hedged· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✗ Based: failsProbably not a substantial claim. The paper may give no reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“the cognitive load imposed by instructional designs should be the preeminent consideration when determining design structures.”
§ Taking the Load Off a Learner's Mind: Instructional Design for Complex Learning > DISCUSSION
Tests✓ Asserted: passes✗ Checkable: fails✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim. It may be too vague to check against evidence.
- Rests on an assumption: Limited working memory is the most central aspect of human cognitive architecture.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“For those aspects, additional part-task practice may be provided-such as children drilling multiplication tables or musicians practicing musical scales.”
§ Taking the Load Off a Learner's Mind: Instructional Design for Complex Learning > A DESIGN MODEL FOR COMPLEX LEARNING
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim.
In the paper
“when learners have enough expertise, procedural information will become redundant and should thus be removed to decrease extraneous cognitive load (Kalyuga et al.,1998).”
§ Taking the Load Off a Learner's Mind: Instructional Design for Complex Learning > Procedural Information
What the sources say
- Not checked — no full text of the sourcecites Kalyuga et al.,1998 source
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Elaboration of the procedural information beforehand has no added value whatsoever; therefore, it is preferably presented precisely when learners need it.”
§ Taking the Load Off a Learner's Mind: Instructional Design for Complex Learning > Procedural Information
Load-bearingStrength:boosted· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“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.”
§ Taking the Load Off a Learner's Mind: Instructional Design for Complex Learning > Supportive Information
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
In the paper
“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).”
§ Taking the Load Off a Learner's Mind: Instructional Design for Complex Learning > Supportive Information
What the sources say
- Not matchedcites Holland, Holyoak, Nisbett, & Thagard, 1986
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIt may state two separate claims as one.
- Not matched
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“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.”
§ Taking the Load Off a Learner's Mind: Instructional Design for Complex Learning > A DESIGN MODEL FOR COMPLEX LEARNING
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“This is repeated for each subsequent task class, yielding a saw-tooth pattern of support throughout the whole training program.”
§ Taking the Load Off a Learner's Mind: Instructional Design for Complex Learning > A DESIGN MODEL FOR COMPLEX LEARNING
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim.
None of the sources cited for this claim could be matched to a paper in Crossref, so there is nothing to check it against.
In the paper
“They are highly domain specific and allow only for the same use of the same knowledge for performing recurrent aspects of tasks.”
§ Taking the Load Off a Learner's Mind: Instructional Design for Complex Learning > Procedural Information
What the sources say
- Not matchedcites Anderson, 1993
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Not matchedcites Anderson, 1996
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Not matchedcites Newell, 1991
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIt may state two separate claims as one.
- Not matched
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”
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?
The cited source says what the claim attributes to it.
In the citing paper
“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
In the citing paper
“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
In the citing paper
“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
Citations
Cites
The magical number seven, plus or minus two: Some limits on our capacity for processing information.
Miller, G. A. (1994) · Psychological Review · doi:10.1037/0033-295x.101.2.343 · Cited by 17,559
Cognitive Load During Problem Solving: Effects on Learning
Sweller, J. (1988) · Cognitive Science · doi:10.1016/0364-0213(88)90023-7 · Cited by 11,048
Axten, N., Newell, A., & Simon, H. A. (1973) · Contemporary Sociology A Journal of Reviews · doi:10.2307/2063712 · Cited by 6,886
Newell, A. (1972) · Cited by 6,222
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
(1991) · Choice Reviews Online · doi:10.5860/choice.28-5376 · Cited by 4,218
(1987) · Medical Entomology and Zoology · Cited by 2,399
Induction: Processes of Inference, Learning, and Discovery
Holland, J. H., Holyoak, K. J., Nisbett, R. E., Thagard, P. R., & Smoliar, S. W. (1987) · IEEE Expert · doi:10.1109/mex.1987.4307100 · Cited by 2,305
Instructional Design Theories and Models
(1983) · doi:10.4324/9780203824283 · Cited by 2,192 · cited 1×
“Instructional theories developed in the 1960s and 1970s (see Reigeluth, 1983) typically advocated the use of part-task approaches to avoid early exposure to tasks that are too complex.”
BackgroundPaas, F. G. W. C. (1992) · Journal of Educational Psychology · doi:10.1037/0022-0663.84.4.429 · Cited by 2,150
First principles of instruction
Merrill, M. D. (2002) · Educational Technology Research and Development · doi:10.1007/bf02505024 · Cited by 2,092
Kalyuga, S., Ayres, P., Chandler, P., & Sweller, J. (2003) · Educational Psychologist · doi:10.1207/s15326985ep3801_4 · Cited by 1,927
(1993) · Medical Entomology and Zoology · Cited by 1,882
Knowing, Learning, and Instruction
(2018) · Routledge eBooks · doi:10.4324/9781315044408 · Cited by 1,824
Why Some Material Is Difficult to Learn
Sweller, J., & Chandler, P. (1994) · Cognition and Instruction · doi:10.1207/s1532690xci1203_1 · Cited by 1,455
Cognitive Apprenticeship: Teaching the Craft of Reading, Writing and Mathematics
Collins, A., Brown, J. S., Newman, S. E., & Montclair State University (1988) · Thinking: The Journal of Philosophy for Children · doi:10.5840/thinking19888129 · Cited by 1,299
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 1×
“For example, it is essential that the learning tasks within the same task class show a high variability on all dimensions that also vary in the real world to reach transfer of learning (Paas & van Merriënboer, 1994; Quilici & Mayer, 1996; van Merriënboer, Schuurman, et al., 2002).”
Self-citationMayer, R. E., & Sims, V. K. (1994) · Journal of Educational Psychology · doi:10.1037/0022-0663.86.3.389 · Cited by 1,191
Chunking mechanisms in human learning
GOBET, F., LANE, P., CROKER, S., CHENG, P., JONES, G., OLIVER, I., & PINE, J. (2001) · Trends in Cognitive Sciences · doi:10.1016/s1364-6613(00)01662-4 · Cited by 1,157
Instructional-design Theories and Models
Reigeluth, C. M. (2013) · Routledge eBooks · doi:10.4324/9781410603784 · Cited by 1,103
Felder, R. M., & Brent, R. (2003) · Cited by 1,090
ACT: A simple theory of complex cognition.
Anderson, J. R. (1996) · American Psychologist · doi:10.1037/0003-066x.51.4.355 · Cited by 910
Aids to computer-based multimedia learning
Mayer, R. E., & Moreno, R. (2002) · Learning and Instruction · doi:10.1016/s0959-4752(01)00018-4 · Cited by 801
THE SPLIT‐ATTENTION EFFECT AS A FACTOR IN THE DESIGN OF INSTRUCTION
CHANDLER, P., & SWELLER, J. (1992) · British Journal of Educational Psychology · doi:10.1111/j.2044-8279.1992.tb01017.x · Cited by 767
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
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 2×
“For subsequent task classes, only new (additional) supportive information should be presented—extending the set of interacting elements (Pollock et al., 2002).”
Cognitive apprenticeship : Teaching the craft of reading, writing, and mathematics
Collins, A. J. (1989) · Defense Technical Information Center (DTIC) · Cited by 692
(1997) · University of Twente Research Information · Cited by 661
Self-citationLevels of Expertise and Instructional Design
Kalyuga, S., Chandler, P., & Sweller, J. (1998) · Human Factors: The Journal of the Human Factors and Ergonomics Society · doi:10.1518/001872098779480587 · Cited by 520
Interfacing Thought: Cognitive Aspects of Human-Computer Interaction
Carroll, J. M. (2003) · Medical Entomology and Zoology · Cited by 408
(1987) · Cited by 378
Learning from Worked-Out Examples: The Effects of Example Variability and Elicited Self-Explanations
Renkl, A., Stark, R., Gruber, H., & Mandl, H. (1998) · Contemporary Educational Psychology · doi:10.1006/ceps.1997.0959 · Cited by 374
(1992) · Educational leadership · Cited by 313
From Example Study to Problem Solving: Smooth Transitions Help Learning
Renkl, A., Atkinson, R. K., Maier, U. H., & Staley, R. (2002) · The Journal of Experimental Education · doi:10.1080/00220970209599510 · Cited by 312
Role of examples in how students learn to categorize statistics word problems.
Quilici, J. L., & Mayer, R. E. (1996) · Journal of Educational Psychology · doi:10.1037/0022-0663.88.1.144 · Cited by 311
van Merriënboer, J. J. G., Schuurman, J. G., de Croock, M. B. M., & Paas, F. G. W. C. (2002) · Learning and Instruction · doi:10.1016/s0959-4752(01)00020-2 · Cited by 298
Self-citationManaging cognitive load—recent trends in cognitive load theory
Bannert, M. (2002) · Learning and Instruction · doi:10.1016/s0959-4752(01)00021-4 · Cited by 294
Causal model progressions as a foundation for intelligent learning environments
White, B. Y., & Frederiksen, J. R. (1990) · Artificial Intelligence · doi:10.1016/0004-3702(90)90095-h · Cited by 273
van Merriënboer, J. J. G., Jelsma, O., & Paas, F. G. W. C. (1992) · Educational Technology Research and Development · doi:10.1007/bf02297047 · Cited by 265
Causal Model Progressions as a Foundation for Intelligent Learning Environments
White, B. Y., & Frederiksen, J. R. (1990) · The MIT Press eBooks · doi:10.7551/mitpress/1167.003.0004 · Cited by 248
Marcus, N., Cooper, M., & Sweller, J. (1996) · Journal of Educational Psychology · doi:10.1037/0022-0663.88.1.49 · Cited by 244
Wiggins, G. (1992) · Educational leadership · Cited by 231
Strategies for Programming Instruction in High School: Program Completion vs. Program Generation
van Merriënboer, J. J. G. (1990) · Journal of Educational Computing Research · doi:10.2190/4nk5-17l7-twqv-1ehl · Cited by 222
Self-citationStrategies for Computer-Based Programming Instruction: Program Completion vs. Program Generation
Van Merriënboer, J. J. G., & De Croock, M. B. M. (1992) · Journal of Educational Computing Research · doi:10.2190/mjdx-9pp4-kfmt-09pm · Cited by 207
Cognitive load theory and aging: effects of worked examples on training efficiency
Van Gerven, P. W. M., Paas, F. G. W. C., Van Merriënboer, J. J. G., & Schmidt, H. G. (2002) · Learning and Instruction · doi:10.1016/s0959-4752(01)00017-2 · Cited by 205 · cited 1×
“…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; alsoseeSweller etal., 1998, for anoverview).”
Self-citationNaylor, J. C., & Briggs, G. E. (1963) · Journal of Experimental Psychology · doi:10.1037/h0041060 · Cited by 198
van Merriënboer, J. J. G., & PAAS, F. G. W. C. (1990) · Computers in Human Behavior · doi:10.1016/0747-5632(90)90023-a · Cited by 139
Self-citationBlocking Learner Error States in a Training-Wheels System
Carroll, J. M., & Carrithers, C. (1984) · Human Factors: The Journal of the Human Factors and Ergonomics Society · doi:10.1177/001872088402600402 · Cited by 132
Just-in-time information presentation and the acquisition of complex cognitive skills
Kester, L., Kirschner, P. A., van Merriënboer, J. J. G., & Baumer, A. (2001) · Computers in Human Behavior · doi:10.1016/s0747-5632(01)00011-5 · Cited by 119
Self-citationConditions and effects of example elaboration
Stark, R., Mandl, H., Gruber, H., & Renkl, A. (2002) · Learning and Instruction · doi:10.1016/s0959-4752(01)00015-9 · Cited by 105
van Merriënboer, J. J. G., & Krammer, H. P. M. (1987) · Instructional Science · doi:10.1007/bf00120253 · Cited by 98
Self-citationAutomating instructional design : concepts and issues
Spector, J. M., Polson, M. C., & Muraida, D. J. (1993) · Educational Technology Publications eBooks · Cited by 93
The Magical Number Seven, Plus or Minus Two: Some Limits on Our Capacity for Processing Information
Miller, G. A. (2003) · The MIT Press eBooks · doi:10.7551/mitpress/2834.003.0029 · Cited by 88
Paas, F., Camp, G., & Rikers, R. (2001) · Journal of Educational Psychology · doi:10.1037/0022-0663.93.1.181 · Cited by 87
ACT: A simple theory of complex cognition.
Anderson, J. R. (1996) · American Psychologist · doi:10.1037//0003-066x.51.4.355 · Cited by 87
Schank, R. C. (1999) · Cambridge University Press eBooks · doi:10.1017/cbo9780511527920.011 · Cited by 70
Three worlds of instructional design: State of the art and future directions
van Merriënboer, J. J. G., & Kirschner, P. A. (2001) · Instructional Science · doi:10.1023/a:1011904127543 · Cited by 69
Self-citationSweller, J., Ayres, P., & Kalyuga, S. (2011) · Cognitive Load Theory · doi:10.1007/978-1-4419-8126-4_12 · Cited by 68
Double‐fading support — a training approach to complex software systems
Leutner, D. (2000) · Journal of Computer Assisted Learning · doi:10.1046/j.1365-2729.2000.00147.x · Cited by 43
Fisk, A. D., & Gallini, J. K. (1989) · Human Factors: The Journal of the Human Factors and Ergonomics Society · doi:10.1177/001872088903100408 · Cited by 39
Cheng, M. H. M., Delisle, E., Erickson, A., et al. (2010) · Western Canadian Conference on Computing Education · doi:10.1145/1806512.1806535 · Cited by 30
Component Practice and Exposure to a Problem-Solving Context
Carlson, R. A., Khoo, B. H., & Elliott, R. G. (1990) · Human Factors: The Journal of the Human Factors and Ergonomics Society · doi:10.1177/001872089003200302 · Cited by 28
The end of software training ?
van Merriënboer, J. J. G. (2000) · Journal of Computer Assisted Learning · doi:10.1046/j.1365-2729.2000.00149.x · Cited by 10
Self-citation
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
- [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).
- [22]22. Miller, G. A. (1956). The magical number seven plus or minus two. Psycho- logical Review, 63, 81-96.
- [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).
- [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.
- [38]38. Rosenshine, B. V., & Meister, C. (1992). The use of scaffolds for teaching less structured cognitive tasks. Educational Leadership, 49(7), 26-33.
- [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.
- [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
Sorted by citations
Cognitive Architecture and Instructional Design: 20 Years Later
Sweller, J., van Merriënboer, J. J. G., & Paas, F. (2019) · Educational Psychology Review · doi:10.1007/s10648-019-09465-5 · Cited by 2,337
Self-citationCognitive 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
“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 (van Merriënboer et al., 2003).”
BackgroundKalyuga, S., Ayres, P., Chandler, P., & Sweller, J. (2003) · Educational Psychologist · doi:10.1207/s15326985ep3801_4 · Cited by 1,927
Scaffolding in Teacher–Student Interaction: A Decade of Research
van de Pol, J., Volman, M., & Beishuizen, J. (2010) · Educational Psychology Review · doi:10.1007/s10648-010-9127-6 · Cited by 1,873
“1 This chapter is based on: Van de Pol, J., Volman, M., & Beishuizen, J. (2010).”
InfluentialCognitive 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
Self-citation
Metadata
- 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
- 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
- bronze
- doi.org
- 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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