Work in progress
Managing mental effort in learning
Cognitive Load Theory explains how the limitations of working memory affect learning and how instruction can be designed to align with those limits.
What Is Cognitive Load Theory?
This part is not original work, but partly the result of using an LLM
The opinions on LLMs are divided. I see them as a tool, and as long as people are open on what is theirs, and what is not I have no problem with it.
Cognitive Load Theory (CLT) is an instructional theory developed by John Sweller in the late 1980s. It is grounded in cognitive psychology and focuses on how human cognitive architecture influences learning. The theory emphasizes that our working memory has a limited capacity, and effective instruction must consider this constraint to optimize learning.
Key Concepts
1. Working Memory vs Long-Term Memory
- Working memory: The space where information is temporarily held and processed. It is limited—usually about 7 ± 2 items can be held at once, and only for a few seconds.
- Long-term memory: Where information is stored more permanently and in a structured way (as schemas).
2. Types of Cognitive Load
Cognitive Load Theory identifies three types of cognitive load:
- Intrinsic load: The inherent complexity of the material, based on how many elements need to be processed simultaneously. It cannot be eliminated but can be managed.
- Extraneous load: Load imposed by the way information is presented or taught. This can be reduced with better instructional design.
- Germane load: The mental effort devoted to processing, constructing, and automating schemas. This is beneficial for learning and should be encouraged.
3. Instructional Implications
To support learning, instruction should:
- Minimize extraneous load (e.g., avoid unnecessary graphics or confusing layouts).
- Manage intrinsic load (e.g., by breaking content into smaller steps).
- Maximize germane load (e.g., through problem-solving and meaningful practice).
Practical Applications
Here are common instructional strategies that align with CLT:
- Worked examples: Show step-by-step solutions to reduce extraneous load and support schema acquisition.
- Segmented learning: Break complex tasks into smaller parts to manage intrinsic load.
- Modality effect: Present information using both visual and auditory channels (e.g., narrated diagrams).
- Avoid split-attention: Integrate text and visuals to prevent learners from dividing their attention.
Conclusion
Cognitive Load Theory provides a framework for understanding how to design learning materials that align with our brain’s natural limitations. By reducing unnecessary mental effort and promoting productive engagement, instructors can significantly improve learning outcomes.
Sources
(not yet sorted)
- Sweller, J. (1988) Cognitive load during problem solving: Effects on learning Cognitive Science, 12(2), 257–285. https://doi.org/10.1207/s15516709cog1202_4
- Sweller, J., Ayres, P., & Kalyuga, S. (2011). Cognitive Load Theory. Springer.
- van Merriënboer, J. J. G., & Sweller, J. (2005). Cognitive load theory and complex learning: Recent developments and future directions. Educational Psychology Review, 17(2), 147–177. https://doi.org/10.1007/s10648-005-3951-0
- Clark, R. C., Nguyen, F., & Sweller, J. (2006). Efficiency in Learning: Evidence-Based Guidelines to Manage Cognitive Load. Pfeiffer.
- Sweller, J., van Merriënboer, J. J. G., & Paas, F. G. W. C. (1998). Cognitive architecture and instructional design. Educational Psychology Review, 10(3), 251–296. https://doi.org/10.1023/A:1022193728205
- Paas, F., Renkl, A., & Sweller, J. (2003). Cognitive load theory and instructional design: Recent developments. Educational Psychologist, 38(1), 1–4. https://doi.org/10.1207/S15326985EP3801_1
Literature notes old
- “Cognitive load” relates to the amount of information that working memory can hold at one time. Sweller said that, since working memory has a limited capacity, instructional methods should avoid overloading it with additional activities that don’t directly contribute to learning.
- Cognitive Load Theory also shows us that working memory can be extended in two ways. First, the mind processes visual and auditory information separately. Auditory items in working memory do not compete with visual items in the same way that two visual items, for example a picture and some text, compete with one another.
- This is known as the “Modality Effect.” So, for example, explanatory information has less impact on working memory if it is narrated, rather than added to an already complex diagram.
- Second, working memory treats an established schema as a single item, and a highly practiced “automated” schema barely counts at all. So, learning activities that draw upon your existing knowledge expand the capacity of your working memory.
- This means that pre-training, or teaching people prerequisite skills before introducing a more complex topic, will help them establish schemas that extend their working memory; and this then means that they can understand and learn more difficult information.
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Links
- Cognitive Load Theory - Learning Skills From MindTools.com
- Cognitive Load During Problem Solving: Effects on Learning - Sweller - 1988 - Cognitive Science - Wiley Online Library
- Cognitive load theory - Danny Hatcher - Obsidian Publish
- A comparison of three measures of cognitive load: Evidence for separable measures of intrinsic, extraneous, and germane load. - PsycNET
- Cognitive principles of multimedia learning: The role of modality and contiguity. - PsycNET