Research Library

Every source, annotated and linked.

These are the peer-reviewed studies, reviews and meta-analyses that Cognitive Lab cites. Each links to its DOI or publisher and says, in plain language, what it shows. Key sources have a full research record: design, findings, limitations and our interpretation, kept separate.

PrototypeAnnotations are written by the Cognitive Lab team and have not yet been checked by external reviewers. Read the original source before relying on a claim.

11 sources · sources with full research records listed first

Theoretical paper2024
Mayer, R. E. (2024). The past, present, and future of the cognitive theory of multimedia learning. Educational Psychology Review, 36, Article 8.
A recent overview of the cognitive theory of multimedia learning by its originator: its assumptions (dual channels, limited capacity, active processing), its design principles, and open questions.
doi:10.1007/s10648-023-09842-1(opens in a new tab)
Research recorddesign, findings, limitations
Research question
What has the theory claimed, what evidence supports its principles, and where should research go next?
Design
A theoretical review by the originator of the cognitive theory of multimedia learning.
What it found
Restates three assumptions: separate verbal and visual channels, limited capacity in each, and learning as active processing.
Distinguishes extraneous, essential and generative processing, with design principles aimed at each.
Notes boundary conditions, such as principles that matter most for learners with less prior knowledge.
Limitations
A review by the theory’s author rather than an independent appraisal.
Much underlying research uses short, system-paced lessons with university students.
Educational implications
Remove material that does not serve the explanation, place labels near what they describe, and signal what matters.
Cognitive Lab interpretation
Cognitive Lab treats the design principles as well-supported defaults that should be adapted, especially for more expert learners.
Editorial summary · last checked 2026-10-18 · not independently reviewed
Systematic review2021
Perry, T., Lea, R., Jørgensen, C. R., Cordingley, P., Shapiro, K., & Youdell, D. (2021). Cognitive science approaches in the classroom: A review of the evidence. Education Endowment Foundation.
A systematic review of classroom evidence for approaches derived from cognitive science. Concludes that the principles are promising but that classroom evidence is more variable than laboratory evidence and implementation matters.
Publisher page(opens in a new tab)
Research recorddesign, findings, limitations
Research question
What does classroom evidence say about approaches such as spacing, retrieval, interleaving, dual coding and cognitive load?
Design
A systematic review of classroom evidence for cognitive-science-informed approaches.
What it found
The principles are broadly promising, but classroom evidence is more limited and variable than laboratory evidence.
How an approach is implemented, and with which content and pupils, appears to matter.
Limitations
Classroom studies differ widely in quality and design.
Some approaches have very few school-based studies.
Educational implications
Treat cognitive science as a set of principles to adapt thoughtfully and check, not a fixed set of routines.
Cognitive Lab interpretation
This review is one reason Cognitive Lab separates established findings from classroom applications.
Editorial summary · last checked 2026-10-18 · not independently reviewed
Narrative review2008/2009
Pashler, H., McDaniel, M., Rohrer, D., & Bjork, R. (2008/2009). Learning styles: Concepts and evidence. Psychological Science in the Public Interest, 9(3), 105–119.
Set out what evidence would be needed to support matching instruction to “learning styles” and found that adequate support was lacking.
doi:10.1111/j.1539-6053.2009.01038.x(opens in a new tab)
Research recorddesign, findings, limitations
Research question
Does matching instruction to a learner’s preferred style improve learning?
Design
A review that set out the evidence needed to support the learning-styles hypothesis, then examined the literature against it.
What it found
Supporting the hypothesis requires a specific crossover interaction: each style group learns better with its matched method.
Very few studies used a design capable of testing this, and those that did largely did not find the predicted pattern.
Limitations
Concludes there is no adequate evidence, which is not the same as proving no individual differences exist.
Educational implications
Do not sort students by visual, auditory or kinaesthetic “style”. Choose representations to suit the content.
Cognitive Lab interpretation
Dual coding is about combining words and visuals for everyone — not about matching a style.
Editorial summary · last checked 2026-10-18 · not independently reviewed
Book2020
Mayer, R. E. (2020). Multimedia learning (3rd ed.). Cambridge University Press.
The book-length presentation of the cognitive theory of multimedia learning and its evidence-based design principles.
Narrative review2016
Fiorella, L., & Mayer, R. E. (2016). Eight ways to promote generative learning. Educational Psychology Review, 28(4), 717��741.
Reviewed generative strategies such as summarising, mapping, drawing, self-testing and self-explaining.
doi:10.1007/s10648-015-9348-9(opens in a new tab)
Meta-analysis2016
Richter, J., Scheiter, K., & Eitel, A. (2016). Signaling text-picture relations in multimedia learning: A comprehensive meta-analysis. Educational Research Review, 17, 19–36.
Found a small-to-moderate overall benefit of cues that highlight how text and pictures relate, with the benefit concentrated among learners with less prior knowledge.
doi:10.1016/j.edurev.2015.12.003(opens in a new tab)
Meta-analysis2006
Ginns, P. (2006). Integrating information: A meta-analysis of the spatial contiguity and temporal contiguity effects. Learning and Instruction, 16(6), 511–525.
Pooled studies comparing integrated with separated words and pictures. Placing related text and graphics together, or presenting them at the same time, generally supported learning.
doi:10.1016/j.learninstruc.2006.10.001(opens in a new tab)
Meta-analysis2006
Nesbit, J. C., & Adesope, O. O. (2006). Learning with concept and knowledge maps: A meta-analysis. Review of Educational Research, 76(3), 413–448.
Pooled studies comparing concept and knowledge maps with reading text, attending lectures and discussion. Benefits were found across many comparisons, with effects varying by how maps were used and what they were compared against.
doi:10.3102/00346543076003413(opens in a new tab)
Narrative review2003
Mayer, R. E., & Moreno, R. (2003). Nine ways to reduce cognitive load in multimedia learning. Educational Psychologist, 38(1), 43–52.
Summarised design principles for combining words and pictures, derived from a programme of multimedia learning experiments.
doi:10.1207/S15326985EP3801_6(opens in a new tab)
Narrative review2003
Kalyuga, S., Ayres, P., Chandler, P., & Sweller, J. (2003). The expertise reversal effect. Educational Psychologist, 38(1), 23–31.
Describes how instructional supports that help novices can become unhelpful — or counter-productive — as learners gain expertise. The basis for fading support.
doi:10.1207/S15326985EP3801_4(opens in a new tab)
Theoretical paper1991
Clark, J. M., & Paivio, A. (1991). Dual coding theory and education. Educational Psychology Review, 3(3), 149–210.
Applied dual coding theory — separate but connected verbal and non-verbal representations — to educational questions.
doi:10.1007/BF01320076(opens in a new tab)