Measurement of cognitive load in multimedia learning: a comparison of different objective measures

Development of NASA-TLX (Task Load Index): Results of Empirical and Theoretical Research

(1988) · Advances in Psychology · doi:10.1016/s0166-4115(08)62386-9 · Cited by 15,003 · see citing works

Eye movements in reading and information processing: 20 years of research

Rayner, K. (1998) · Psychological Bulletin · doi:10.1037/0033-2909.124.3.372 · Cited by 7,979 · see citing works

Multimedia Learning

Mayer, R. (2020) · doi:10.1017/9781316941355 · Cited by 7,777 · see citing works

Cognitive Architecture and Instructional Design

Sweller, J., van Merrienboer, J. J. G., & Paas, F. G. W. C. (1998) · Educational Psychology Review · doi:10.1023/a:1022193728205 · Cited by 6,023 · see citing works

Cognitive Load Theory

Sweller, J., Ayres, P., & Kalyuga, S. (2011) · Springer eBooks · doi:10.1007/978-1-4419-1428-6_446 · Cited by 5,538 · see citing works

Speed of processing in the human visual system

Thorpe, S., Fize, D., & Marlot, C. (1996) · Nature · doi:10.1038/381520a0 · Cited by 3,538 · see citing works

Cognitive Load Theory and Instructional Design: Recent Developments

Paas, F., Renkl, A., & Sweller, J. (2003) · Educational Psychologist · doi:10.1207/s15326985ep3801_1 · Cited by 3,041 · see citing works

Eye Tracking: A comprehensive guide to methods and measures

Holmqvist, K., Nyström, M., Andersson, R., Dewhurst, R. J., Jarodzka, H. M., & van de Weijer, J. (2015) · Lund University Publications (Lund University) · Cited by 2,919 · see citing works

Cognitive Load Measurement as a Means to Advance Cognitive Load Theory

Paas, F., Tuovinen, J. E., Tabbers, H., & Van Gerven, P. W. M. (2003) · Educational Psychologist · doi:10.1207/s15326985ep3801_8 · Cited by 2,527 · see citing works

The Cambridge handbook of multimedia learning

Mayer, R. E. (2006) · Choice Reviews Online · doi:10.5860/choice.43-5643 · Cited by 2,321 · see citing works

Multimedia Learning

Mayer, R. E. (2001) · doi:10.1017/cbo9781139164603 · Cited by 2,304 · see citing works

Training strategies for attaining transfer of problem-solving skill in statistics: A cognitive-load approach.

Paas, F. G. W. C. (1992) · Journal of Educational Psychology · doi:10.1037/0022-0663.84.4.429 · Cited by 2,150 · see citing works

Eye fixations and cognitive processes

Just, M. A., & Carpenter, P. A. (1976) · Cognitive Psychology · doi:10.1016/0010-0285(76)90015-3 · Cited by 1,730 · see citing works

The Role of interest in Learning and Development

Renninger, K. A., Hidi, S. E., Krapp, A., & Renninger, A. (2014) · Psychology Press eBooks · doi:10.4324/9781315807430 · Cited by 1,611 · see citing works

Multimedia Learning: SUBJECT INDEX

Mayer, R. E. (2001) · Cited by 1,175 · see citing works

The E-Z Reader model of eye-movement control in reading: Comparisons to other models

Reichle, E. D., Rayner, K., & Pollatsek, A. (2003) · Behavioral and Brain Sciences · doi:10.1017/s0140525x03000104 · Cited by 1,083 · see citing works

Development of an instrument for measuring different types of cognitive load

Leppink, J., Paas, F., Van der Vleuten, C. P. M., Van Gog, T., & Van Merriënboer, J. J. G. (2013) · Behavior Research Methods · doi:10.3758/s13428-013-0334-1 · Cited by 1,066 · cited 3× · see citing works

Instructional control of cognitive load in the training of complex cognitive tasks

Paas, F. G. W. C., & Van Merriënboer, J. J. G. (1994) · Educational Psychology Review · doi:10.1007/bf02213420 · Cited by 968 · see citing works

Untitled work

(1999) · Cited by 944 · see citing works

Aviation, space, and environmental medicine

(1981) · Journal of Sound and Vibration · doi:10.1016/0022-460x(81)90456-9 · Cited by 933 · see citing works

Direct Measurement of Cognitive Load in Multimedia Learning

Brunken, R., Plass, J. L., & Leutner, D. (2003) · Educational Psychologist · doi:10.1207/s15326985ep3801_7 · Cited by 896 · see citing works

Cognitive Load Theory: How Many Types of Load Does It Really Need?

Kalyuga, S. (2011) · Educational Psychology Review · doi:10.1007/s10648-010-9150-7 · Cited by 725 · see citing works

Cognitive Load Theory

Plass, J. L. (2010) · Cambridge University Press eBooks · doi:10.1017/cbo9780511844744 · Cited by 634 · see citing works

Reading Statistics and Research

Chung, E. (2011) · Korean journal of medical education · doi:10.3946/kjme.2011.23.2.141 · Cited by 558 · see citing works

A comparison of three measures of cognitive load: Evidence for separable measures of intrinsic, extraneous, and germane load.

DeLeeuw, K. E., & Mayer, R. E. (2008) · Journal of Educational Psychology · doi:10.1037/0022-0663.100.1.223 · Cited by 558 · see citing works

Effects of pairs of problems and examples on task performance and different types of cognitive load

Leppink, J., Paas, F., van Gog, T., van der Vleuten, C. P. M., & van Merriënboer, J. J. G. (2014) · Learning and Instruction · doi:10.1016/j.learninstruc.2013.12.001 · Cited by 520 · see citing works

Working memory capacity — facets of a cognitive ability construct

Oberauer, K., Süß, H., Schulze, R., Wilhelm, O., & Wittmann, W. W. (2000) · Personality and Individual Differences · doi:10.1016/s0191-8869(99)00251-2 · Cited by 496 · see citing works

Effects of the Physical Environment on Cognitive Load and Learning: Towards a New Model of Cognitive Load

Choi, H.-H., van Merriënboer, J. J. G., & Paas, F. (2014) · Educational Psychology Review · doi:10.1007/s10648-014-9262-6 · Cited by 413 · see citing works

Effects of 'Seductive Details' on Macroprocessing and Microprocessing in Adults and Children

Garner, R., Gillingham, M. G., & White, C. S. (1989) · Cognition and Instruction · doi:10.1207/s1532690xci0601_2 · Cited by 407 · see citing works

Does the modality principle hold for different media? A test of the method‐affects‐learning hypothesis

Moreno, R. (2006) · Journal of Computer Assisted Learning · doi:10.1111/j.1365-2729.2006.00170.x · Cited by 395 · see citing works

In the eyes of the beholder: How experts and novices interpret dynamic stimuli

Jarodzka, H., Scheiter, K., Gerjets, P. H., & van Gog, T. (2009) · Learning and Instruction · doi:10.1016/j.learninstruc.2009.02.019 · Cited by 392 · see citing works

Using subjective measures to detect variations of intrinsic cognitive load within problems

Ayres, P. (2006) · Learning and Instruction · doi:10.1016/j.learninstruc.2006.09.001 · Cited by 381 · see citing works

Attention guidance in learning from a complex animation: Seeing is understanding?

de Koning, B. B., Tabbers, H. K., Rikers, R. M. J. P., & PAAS, F. G. W. C. (2009) · Learning and Instruction · doi:10.1016/j.learninstruc.2009.02.010 · Cited by 311 · see citing works

Reading Statistics and Research

Huck, S. (2013) · Cited by 304 · see citing works

An examination of the seductive details effect in terms of working memory capacity

Sanchez, C. A., & Wiley, J. (2006) · Memory & Cognition · doi:10.3758/bf03193412 · Cited by 302 · see citing works

On the Psychophysics of Workload: Why Bother with Subjective Measures?

Gopher, D., & Braune, R. J. (1984) · Human Factors The Journal of the Human Factors and Ergonomics Society · doi:10.1177/001872088402600504 · Cited by 281 · see citing works

Emotional design and positive emotions in multimedia learning: An eyetracking study on the use of anthropomorphisms

Park, B., Knörzer, L., Plass, J. L., & Brünken, R. (2015) · Computers & Education · doi:10.1016/j.compedu.2015.02.016 · Cited by 276 · see citing works

Eye movement during skill acquisition: More evidence for the information-reduction hypothesis.

Haider, H., & Frensch, P. A. (1999) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/0278-7393.25.1.172 · Cited by 275 · see citing works

Effects of knowledge and display design on comprehension of complex graphics

Canham, M. S., & Hegarty, M. (2009) · Learning and Instruction · doi:10.1016/j.learninstruc.2009.02.014 · Cited by 265 · see citing works

A closer look at split visual attention in system- and self-paced instruction in multimedia learning

Schmidt‐Weigand, F., Kohnert, A., & Glowalla, U. (2009) · Learning and Instruction · doi:10.1016/j.learninstruc.2009.02.011 · Cited by 255 · see citing works

An eye movement analysis of the spatial contiguity effect in multimedia learning.

Johnson, C. I., & Mayer, R. (2012) · Journal of experimental psychology. Applied · doi:10.1037/a0026923 · Cited by 252 · see citing works

Unique contributions of eye-tracking research to the study of learning with graphics

Mayer, R. E. (2009) · Learning and Instruction · doi:10.1016/j.learninstruc.2009.02.012 · Cited by 252 · see citing works

Eye movements during information processing tasks: Individual differences and cultural effects

Rayner, K., Li, X., Williams, C. C., Cave, K. R., & Well, A. D. (2007) · Vision Research · doi:10.1016/j.visres.2007.05.007 · Cited by 248 · see citing works

Pupillary Stroop effects

Laeng, B., Ørbo, M. C., Holmlund, T. B., & Miozzo, M. (2010) · Cognitive Processing · doi:10.1007/s10339-010-0370-z · Cited by 225 · see citing works

What does germane load mean? An empirical contribution to the cognitive load theory

Debue, N., & van de Leemput, C. (2014) · Frontiers in Psychology · doi:10.3389/fpsyg.2014.01099 · Cited by 209 · see citing works

Measuring cognitive load with subjective rating scales during problem solving: differences between immediate and delayed ratings

Schmeck, A., Opfermann, M., van Gog, T., PAAS, F. G. W. C., & Leutner, D. (2014) · Instructional Science · doi:10.1007/s11251-014-9328-3 · Cited by 207 · see citing works

Identifying cognitive state from eye metrics.

Marshall, S. P. (2007) · PubMed · Cited by 207 · see citing works

Cognitive Load Theory: Historical Development and Relation to Other Theories

Moreno, R., & Park, B. (2010) · Cognitive Load Theory · doi:10.1017/cbo9780511844744.003 · Cited by 204 · see citing works

Does cognitive load moderate the seductive details effect? A multimedia study

Park, B., Moreno, R., Seufert, T., & Brünken, R. (2010) · Computers in Human Behavior · doi:10.1016/j.chb.2010.05.006 · Cited by 194 · see citing works

Triggering situational interest by decorative illustrations both fosters and hinders learning in computer-based learning environments

Magner, U., Schwonke, R., Aleven, V. A. W. M. M., Popescu, O., & Renkl, A. (2012) · Learning and Instruction · doi:10.1016/j.learninstruc.2012.07.002 · Cited by 192 · see citing works

Cognitive and affective effects of seductive details in multimedia learning

Park, B., Flowerday, T., & Brünken, R. (2014) · Computers in Human Behavior · doi:10.1016/j.chb.2014.10.061 · Cited by 183 · see citing works

Cognitive and affective processes in multimedia learning

Park, B., Plass, J. L., & Brünken, R. (2013) · Learning and Instruction · doi:10.1016/j.learninstruc.2013.05.005 · Cited by 161 · see citing works

Measuring Cognitive Load

Brünken, R., Seufert, T., & Paas, F. (2010) · Cognitive Load Theory · doi:10.1017/cbo9780511844744.011 · Cited by 143 · see citing works

Timing and Frequency of Mental Effort Measurement: Evidence in Favour of Repeated Measures

van Gog, T., Kirschner, F., Kester, L., & Paas, F. (2012) · Applied Cognitive Psychology · doi:10.1002/acp.2883 · Cited by 130 · see citing works

Reading Statistics and Research by Schuyler W. Huck

Savić, M. (2008) · RePEc: Research Papers in Economics · Cited by 129 · see citing works

"Seductive details" and learning from text.

Garner, R., Brown, R. L., Sanders, S., & Menke, D. (1992) · Cited by 129 · see citing works

The Rhythm Method: A New Method for Measuring Cognitive Load—An Experimental Dual‐Task Study

Park, B., & Brünken, R. (2014) · Applied Cognitive Psychology · doi:10.1002/acp.3100 · Cited by 104 · see citing works

Cross Cultural Model Testing: Inventory of School Motivation

McInerney, D. M., & Sinclair, K. E. (1991) · Educational and Psychological Measurement · doi:10.1177/0013164491511011 · Cited by 96 · see citing works

Human Factors for Assistance and Automation

de Waard, D., Flemisch, F. O., Lorenz, B. W. J., Oberheid, H., & Brookhuis, K. (2008) · elib (German Aerospace Center) · Cited by 89 · see citing works

Current Issues and Open Questions in Cognitive Load Research

Brünken, R., Plass, J. L., & Moreno, R. (2010) · Cambridge University Press eBooks · doi:10.1017/cbo9780511844744.014 · Cited by 81 · see citing works

Do Learner Characteristics Moderate the Seductive-Details-Effect? A Cognitive-Load-Study Using Eye-Tracking.

Park, B., Korbach, A., & Brünken, R. (2015) · Educational Technology & Society · Cited by 75 · see citing works

Commentary: The Perils of Seduction: Distracting Details or Incomprehensible Abstractions?

Goetz, E. T., & Sadoski, M. (1995) · Reading Research Quarterly · doi:10.2307/747628 · Cited by 64 · see citing works

Learner characteristics and information processing in multimedia learning: A moderated mediation of the seductive details effect

Korbach, A., Brünken, R., & Park, B. (2016) · Learning and Individual Differences · doi:10.1016/j.lindif.2016.08.030 · Cited by 60 · see citing works

Integrating psychophysiological measures of cognitive workload and eye movements to detect strategy shifts

Marshall, S. P., Pleydell-Pearce, C. W., & Dickson, B. T. (2003) · Hawaii International Conference on System Sciences (HICSS) · doi:10.1109/hicss.2003.1174298 · Cited by 46 · see citing works

Processing and Integrating Multimodal Material — The Influence of Color-Coding

Folker, S., Ritter, H. J., & Sichelschmidt, L. (2005) · Cited by 41 · see citing works

Measuring linguistically-induced cognitive load during driving using the ConTRe task

Demberg, V., Sayeed, A., Mahr, A., & Müller, C. A. (2013) · International Conference on Automotive User Interfaces and Interactive Vehicular Applications (AutomotiveUI) · doi:10.1145/2516540.2516546 · Cited by 28 · see citing works

The Perils of Seduction Revisited: A Reply to Wade, Alexander, Schraw, and Kulikowich

Goetz, E. T., & Sadoski, M. (1995) · Reading Research Quarterly · doi:10.2307/747630 · Cited by 23 · see citing works

From Neo-Behaviorism to Neuroscience: Perspectives on the Origins and Future Contributions of Cognitive Load Research

Clark, R. E., & Clark, V. P. (2010) · Cambridge University Press eBooks · doi:10.1017/cbo9780511844744.012 · Cited by 19 · see citing works

How instruction guides attention in multimedia learning

Brünken, R., Plass, J. L., & Leutner, D. (2004) · Cited by 12 · see citing works

Testing the additivity hypothesis of cognitive load theory

Park, B. (2010) · Publications of the UdS (Saarland University) · doi:10.22028/d291-23309 · Cited by 8 · see citing works

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 · see citing works

Cognitive load in multimedia learning environments: A systematic review

Bayraktar, D. M., Çoşğun, V., & Altan, T. (2019) · Computers & Education · doi:10.1016/j.compedu.2019.103618 · Cited by 337 · see citing works

Eye Movement and Pupil Measures: A Review

Mahanama, B., Jayawardana, Y., Rengarajan, S., Jayawardena, G., Chukoskie, L., Snider, J., & Jayarathna, S. (2022) · Frontiers in Computer Science · doi:10.3389/fcomp.2021.733531 · Cited by 317 · see citing works

Cognitive Load and Working Memory in Multimedia Learning: Conceptual and Measurement Issues

Anmarkrud, Ø., Andresen, A., & Bråten, I. (2019) · Educational Psychologist · doi:10.1080/00461520.2018.1554484 · Cited by 188 · see citing works

Keep it Coherent: A Meta-Analysis of the Seductive Details Effect

Sundararajan, N., & Adesope, O. (2020) · Educational Psychology Review · doi:10.1007/s10648-020-09522-4 · Cited by 176 · see citing works

How prior knowledge affects problem-solving performance in a medical simulation game: Using game-logs and eye-tracking

Lee, J. Y., Donkers, J. H. H. L. M., Jarodzka, H. M., & van Merriënboer, J. J. G. (2019) · Computers in Human Behavior · doi:10.1016/j.chb.2019.05.035 · Cited by 77 · see citing works

Looking at Mental Effort Appraisals through a Metacognitive Lens: Are they Biased?

Scheiter, K., Ackerman, R., & Hoogerheide, V. (2020) · Educational Psychology Review · doi:10.1007/s10648-020-09555-9 · Cited by 63 · see citing works

Heart rate variability reflects the effects of emotional design principle on mental effort in multimedia learning

Le, Y., Liu, J., Deng, C., & Dai, D. Y. (2018) · Computers in Human Behavior · doi:10.1016/j.chb.2018.07.037 · Cited by 61 · see citing works

Should learners use their hands for learning? Results from an eye‐tracking study

Korbach, A., Ginns, P., Brünken, R., & Park, B. (2019) · Journal of Computer Assisted Learning · doi:10.1111/jcal.12396 · Cited by 58 · see citing works

More Attractive or More Interactive? The Effects of Multi-Leveled Emotional Design on Middle School Students’ Multimedia Learning

Shangguan, C., Wang, Z., Gong, S., Guo, Y., & Xu, S. (2020) · Frontiers in Psychology · doi:10.3389/fpsyg.2019.03065 · Cited by 54 · see citing works

Something old, something new from cognitive load theory

Ayres, P. (2020) · Computers in Human Behavior · doi:10.1016/j.chb.2020.106503 · Cited by 53 · see citing works

The effects of emotional design on middle school students’ multimedia learning: the role of learners’ prior knowledge

Shangguan, C., Gong, S., Guo, Y., Wang, X., & Lu, J. (2020) · Educational Psychology · doi:10.1080/01443410.2020.1714548 · Cited by 52 · see citing works

The influence of interactive and static infographics on the academic achievement of reflective and impulsive students

Ismaeel, D. A., & Mulhim, E. N. A. (2020) · Australasian Journal of Educational Technology · doi:10.14742/ajet.6138 · Cited by 51 · see citing works

Confirmatory Factor Analysis of Cognitive Load Ratings Supports a Two-Factor Model

Jiang, D., & Kalyuga, S. (2020) · The Quantitative Methods for Psychology · doi:10.20982/tqmp.16.3.p216 · Cited by 50 · see citing works

Static and dynamic seductive illustration effects on text‐and‐graphic learning processes, perceptions, and outcomes: Evidence from eye tracking

Tsai, M., Wu, A., & Chen, Y. (2018) · Applied Cognitive Psychology · doi:10.1002/acp.3514 · Cited by 43 · see citing works

Complexity in declarative process models: Metrics and multi-modal assessment of cognitive load

Andaloussi, A. A., Burattin, A., Slaats, T., Kindler, E., & Weber, B. (2023) · Expert Systems with Applications · doi:10.1016/j.eswa.2023.120924 · Cited by 38 · see citing works

Neurophysiological measures and correlates of cognitive load in attention‐deficit/hyperactivity disorder (ADHD), autism spectrum disorder (ASD) and dyslexia: A scoping review and research recommendations

Cunff, A. L., Dommett, E. J., & Giampietro, V. (2023) · European Journal of Neuroscience · doi:10.1111/ejn.16201 · Cited by 35 · see citing works

Does thinking-aloud affect learning, visual information processing and cognitive load when learning with seductive details as expected from self-regulation perspective?

Park, B., Korbach, A., & Brünken, R. (2020) · Computers in Human Behavior · doi:10.1016/j.chb.2020.106411 · Cited by 35 · see citing works

Examining the Effect of the Task-Technology Fit of Game Mechanisms on Learning Outcomes in Online Gamification Platforms

Wang, W., & Sari, M. K. (2023) · Journal of Educational Computing Research · doi:10.1177/07356331231187285 · Cited by 31 · see citing works

A comparative study on the development of Chinese and English abilities of Chinese primary school students through two bilingual reading modes: human-AI robot interaction and paper books

Feng, Y., & Wang, X. (2023) · Frontiers in Psychology · doi:10.3389/fpsyg.2023.1200675 · Cited by 31 · see citing works

Applying online content-based knowledge awareness and team learning to develop students’ programming skills, reduce their anxiety, and regulate cognitive load in a cloud classroom

Cheng, Y.-P., Shen, P.-D., Hung, M.-L., Tsai, C.-W., Lin, C.-H., & Hsu, L. C. (2022) · Universal Access in the Information Society · doi:10.1007/s10209-020-00789-6 · Cited by 30 · see citing works

When two computer-supported learning strategies are better than one: An eye-tracking study

Ponce, H. R., Mayer, R. E., Loyola, M. S., López, M., & Méndez, E. E. (2018) · Computers & Education · doi:10.1016/j.compedu.2018.06.024 · Cited by 30 · see citing works

The effect of narrative-based E-learning systems on novice users' cognitive load while learning software applications

Darejeh, A., Marcus, N., & Sweller, J. (2021) · Educational Technology Research and Development · doi:10.1007/s11423-021-10024-5 · Cited by 29 · see citing works

Investigating the effectiveness of emotional design principle to attenuate ego depletion effect

Le, Y., Chen, Z., Liu, S., Pang, W., & Deng, C. (2021) · Computers & Education · doi:10.1016/j.compedu.2021.104311 · Cited by 27 · see citing works

Cognitive load theory and its measurement: a study of secondary tasks in relation to working memory

Greenberg, K., & Zheng, R. Z. (2022) · Journal of Cognitive Psychology · doi:10.1080/20445911.2022.2026052 · Cited by 26 · see citing works

Revisiting the debate on germane cognitive load versus germane resources

Greenberg, K., & Zheng, R. Z. (2022) · Journal of Cognitive Psychology · doi:10.1080/20445911.2022.2159416 · Cited by 25 · see citing works

Designing computer-based tests: design guidelines from multimedia learning studied with eye tracking

Dirkx, K., Skuballa, I. T., Manastirean-Zijlstra, C. S., & Jarodzka, H. M. (2021) · Instructional Science · doi:10.1007/s11251-021-09542-9 · Cited by 24 · see citing works

Competitive Agents and Adaptive Difficulty Within Educational Video Games

Nebel, S., Beege, M., Schneider, S., & Rey, G. D. (2020) · Frontiers in Education · doi:10.3389/feduc.2020.00129 · Cited by 23 · see citing works

Latest trends to optimize computer-based learning: Guidelines from cognitive load theory

Castro-Alonso, J. C., & de Koning, B. B. (2020) · Computers in Human Behavior · doi:10.1016/j.chb.2020.106458 · Cited by 23 · see citing works

Methods of User Centered Design and Evaluation for Learning Designers

Schmidt, M., Earnshaw, Y., Tawfik, A. A., & Jahnke, I. (2020) · Cited by 22 · see citing works

Learning from interactive video: the influence of self-explanations, navigation, and cognitive load

Beege, M., & Ploetzner, R. (2024) · Instructional Science · doi:10.1007/s11251-024-09693-5 · Cited by 21 · see citing works

Individual differences in visuospatial working memory capacity influence the modality effect

Greenberg, K., Zheng, R. Z., Gardner, M. K., & Orr, M. (2020) · Journal of Computer Assisted Learning · doi:10.1111/jcal.12519 · Cited by 19 · see citing works

Using insights from cognitive science for the teaching of clinical skills: AMEE Guide No. 155

Cecílio‐Fernandes, D., Patel, R. M., & Sandars, J. E. (2023) · Medical Teacher · doi:10.1080/0142159x.2023.2168528 · Cited by 21 · see citing works

Expository multimedia comprehension in E‐learning: Presentation format, verbal ability and working memory capacity

Burín, D. I., González, F., Martínez, M. A., & Marrujo, J. G. (2021) · Journal of Computer Assisted Learning · doi:10.1111/jcal.12524 · Cited by 20 · see citing works

Neurodiversity Positively Predicts Perceived Extraneous Load in Online Learning: A Quantitative Research Study

Cunff, A. L., Giampietro, V., & Dommett, E. J. (2024) · Education Sciences · doi:10.3390/educsci14050516 · Cited by 18 · see citing works

Effects of the Use of CDIO Engineering Design in a Flipped Programming Course on Flow Experience, Cognitive Load

Zhong, H.-X., Chiu, P., & Lai, C. (2021) · Sustainability · doi:10.3390/su13031381 · Cited by 18 · see citing works

A VR‐based wiring learning platform for promoting practice experience of electrical engineering

Xu, H., Zheng, Y., & Liang, J. S. (2023) · Computer Applications in Engineering Education · doi:10.1002/cae.22704 · Cited by 18 · see citing works

Student work: a re-conceptualization based on prior research on student workload and Newtonian concepts around physical work

D’Eon, M. F., & Yasinian, M. (2021) · Higher Education Research & Development · doi:10.1080/07294360.2021.1945543 · Cited by 16 · see citing works

How Learners Use Their Hands for Learning: an Eye-Tracking Study

Park, B., Korbach, A., Ginns, P., & Brünken, R. (2023) · Educational Psychology Review · doi:10.1007/s10648-023-09833-2 · Cited by 16 · see citing works

Digital ink and differentiated subjective ratings for cognitive load measurement in middle childhood

Altmeyer, K., Barz, M., Lauer, L., Peschel, M., Sonntag, D., Brünken, R., & Malone, S. (2023) · British Journal of Educational Psychology · doi:10.1111/bjep.12595 · Cited by 15 · see citing works

Fixation-related EEG frequency band power analysis

Scharinger, C. (2018) · Frontline Learning Research · doi:10.14786/flr.v6i3.373 · Cited by 15 · see citing works

An Item Response Modeling Approach to Cognitive Load Measurement

Ehrich, J. F., Howard, S. J., Bokosmaty, S., & Woodcock, S. (2021) · Frontiers in Education · doi:10.3389/feduc.2021.648324 · Cited by 14 · see citing works

Analysing the Relationship Between Mental Load or Mental Effort and Metacomprehension Under Different Conditions of Multimedia Design

Schnaubert, L., & Schneider, S. (2022) · Frontiers in Education · doi:10.3389/feduc.2021.648319 · Cited by 14 · see citing works

Choosing optimal means of knowledge visualization based on eye tracking for online education

Чан, Л., Liu, H., & Tan, Z. (2023) · Education and Information Technologies · doi:10.1007/s10639-023-11815-4 · Cited by 13 · see citing works

Difficulty level moderates the effects of another’s presence as spectator or co-actor on learning from video lectures

Pi, Z., Zhang, Y., Yu, Q., & Yang, J. (2023) · Educational Technology Research and Development · doi:10.1007/s11423-023-10256-7 · Cited by 13 · see citing works

Measuring (meta)cognitive processes in multimedia learning: Matching eye tracking metrics and think‐aloud protocols in case of seductive details

Stark, L., Korbach, A., Brünken, R., & Park, B. (2024) · Journal of Computer Assisted Learning · doi:10.1111/jcal.13051 · Cited by 14 · see citing works

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Khalijian, S., Pordelan, N., Khamsehzadeh, S., Askari, A., & Heydari, H. (2023) · Education and Information Technologies · doi:10.1007/s10639-023-11658-z · Cited by 11 · see citing works

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Pignatiello, G. A., Tsivitse, E., & Hickman, R. L. (2018) · Applied Nursing Research · doi:10.1016/j.apnr.2018.01.006 · Cited by 11 · see citing works

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Aguirre, E., Guzmán, C., & Otárola, L. G. (2023) · doi:10.31876/rcs.v29i2.39992 · Cited by 10 · see citing works

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Huangfu, Q., He, Q., Luo, S., Huang, W., & Yu, Y. (2025) · Journal of Computer Assisted Learning · doi:10.1111/jcal.13116 · Cited by 9 · see citing works

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Azar, A. S., & Tan, N. H. I. (2023) · Education and Information Technologies · doi:10.1007/s10639-023-11796-4 · Cited by 8 · see citing works

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Augereau, O., Tag, B., & Kise, K. (2018) · ACM International Joint Conference on Pervasive and Ubiquitous Computing (UbiComp) · doi:10.1145/3267305.3274119 · Cited by 8 · see citing works

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Bahari, A., Alavinia, P., & Mohammadi, M. (2024) · Journal of Computer Assisted Learning · doi:10.1111/jcal.13005 · Cited by 7 · see citing works

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Luna-Urquizo, J. (2019) · International Journal of Advanced Computer Science and Applications · doi:10.14569/ijacsa.2019.0101188 · Cited by 7 · see citing works

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Aguirre, E., Ferrer, M. D. L. Á., & Rojas, C. (2021) · Kepes · doi:10.17151/kepes.2021.18.23.8 · Cited by 7 · see citing works

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Queiroz, M. G. C., Specian, F. C., Filho, P. T. H., Santos, T. M., Schauber, S. K., Woltman, A. M., & Cecílio‐Fernandes, D. (2026) · Medical Education Online · doi:10.1080/10872981.2026.2621434 · Cited by 6 · see citing works

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Wang, Z., & Schroeder, N. L. (2022) · Applied Cognitive Psychology · doi:10.1002/acp.3932 · Cited by 5 · see citing works

Judgements of effort as a function of post-trial versus post-task elicitation

Ashburner, M., & Risko, E. F. (2021) · Quarterly Journal of Experimental Psychology · doi:10.1177/17470218211005759 · Cited by 5 · see citing works

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Rondon, S. M. G., Rojas, L. E. B., & García, M. F. M. (2021) · Avances en Interacción Humano-Computadora · doi:10.47756/aihc.y6i1.82 · Cited by 5 · see citing works

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Deviatko, I. F., & Лебедев, Д. В. (2017) · Monitoring obŝestvennogo mneniâ: èkonomičeskie i socialʹnye peremeny · doi:10.14515/monitoring.2017.5.01 · Cited by 5 · see citing works

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Jahn, K., Suren, M., Sanchez‐Stockhammer, C., & Rey, G. D. (2025) · Frontiers in Virtual Reality · doi:10.3389/frvir.2025.1550004 · Cited by 4 · see citing works

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Lee, J. Y. (2022) · doi:10.26481/dis.20220608jl · Cited by 4 · see citing works

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Yang, T., Li, H., Imtiaz, M. A., Heinrich, E., Eijgenraam, S., & Blagojevic, R. (2023) · Australian Conference on Computer-Human Interaction (OzCHI) · doi:10.1145/3638380.3638392 · Cited by 3 · see citing works

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Instituto Federal do Paraná, B., & Scamati, V. (2020) · ESPACIOS · doi:10.48082/espacios-a20v41n44p21 · Cited by 3 · see citing works

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Tepgeç, M., & Çevik, Y. D. (2025) · Technology Knowledge and Learning · doi:10.1007/s10758-025-09901-2 · Cited by 2 · see citing works

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Wyssenbach, T., Kaufmann, K., & Schwaninger, A. (2025) · International Journal of Human-Computer Interaction · doi:10.1080/10447318.2025.2546054 · Cited by 2 · see citing works

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Taneja, K., Singh, A., & Goel, A. K. (2026) · Lecture notes in computer science · doi:10.1007/978-3-032-29760-0_60 · Cited by 2 · see citing works

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Sohrabi, Z., Nosrati, S., Khaneghah, Z. N., Ramezanpor, E., Ghanavati, S., & Zhianifard, A. (2023) · Medical Journal of the Islamic Republic of Iran · doi:10.47176/mjiri.37.73 · Cited by 2 · see citing works

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Buttussi, F., & Chittaro, L. (2024) · IEEE Transactions on Learning Technologies · doi:10.1109/tlt.2024.3487898 · Cited by 2 · see citing works

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Schierhorst, N. J., Rick, V., Czerniak, J. N., Brandl, C., Mertens, A., & Nitsch, V. (2024) · Applied Ergonomics · doi:10.1016/j.apergo.2024.104242 · Cited by 2 · see citing works

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Dong, H., & Wei, P. (2023) · International Journal of Advanced Computer Science and Applications · doi:10.14569/ijacsa.2023.0140898 · Cited by 2 · see citing works

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de Jonge, T. H. S., Berti, A., van Schijndel, S., van Wermeskerken, M., & Kok, E. M. (2025) · Applied Cognitive Psychology · doi:10.1002/acp.70054 · Cited by 1 · see citing works

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Golrang, A., & Sharma, K. (2025) · Lecture notes in computer science · doi:10.1007/978-3-032-03870-8_14 · Cited by 1 · see citing works

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Varrasi, S., Vagnetti, R., Camp, N., Hough, J., Nuovo, A. G. D., Castellano, S., & Magistro, D. (2026) · Journal of Medical Internet Research · doi:10.2196/94738 · Cited by 1 · see citing works

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Özel, P., Bayraktar, D. M., Altan, T., Coşkun, V., & Olamat, A. (2023) · Advances in environmental engineering and green technologies book series · doi:10.4018/978-1-6684-5619-4.ch006 · Cited by 1 · see citing works

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Panduranga, S. N. (2023) · Advances in Social Sciences Research Journal · doi:10.14738/assrj.106.14988 · Cited by 1 · see citing works

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Reyes, D. E. S. (2020) · The Proceedings of the International Conference on Research in Education, Teaching and Learning. · doi:10.33422/3rd.icetl.2020.02.23 · Cited by 1 · see citing works

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Özel, P., Bayraktar, D. M., Altan, T., Coşkun, V., & Olamat, A. (2022) · Advances in bioinformatics and biomedical engineering book series · doi:10.4018/978-1-6684-3947-0.ch004 · Cited by 1 · see citing works

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Fusenig, J. (2019) · American Educational Research Association Annual Meeting (AERA) · doi:10.3102/1435827

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Feng, Y., Yu, Y., & Cao, L. (2022) · Studies in English Language Teaching · doi:10.22158/selt.v10n4p1

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Kolarik, S., Ziolkowski, K., & Schlüter, C. (2022) · Lecture notes in networks and systems · doi:10.1007/978-3-031-20617-7_14

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Hinkle, S., Soares, S., & Bohil, C. J. (2024) · PRESENCE Virtual and Augmented Reality · doi:10.1162/pres_a_00438

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Colliot, T. (2025) · The Journal of Experimental Education · doi:10.1080/00220973.2025.2513251

Validation of a French version of the subjective cognitive load scale among college students

Tordet, C., Cazes, M., Leconte, L., Rougeot, C., & Jamet, É. (2025) · Psychologie Française · doi:10.1016/j.psfr.2025.05.002

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Blagojevic, R., Imtiaz, M. A., Pendleton, M., Greatorex, C., Eijgenraam, S., & Hu, G. (2026) · Advances in Human-Computer Interaction · doi:10.1155/ahci/5016082

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Cai, Y., Naber, M., der Stigchel, S. V., & Strauch, C. (2026) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.64898/2026.05.29.728653

A redundant redundancy principle? examining the redundancy principle through cognitive load

Carranza, A., & Geller, E. H. (2026) · Educational Psychology · doi:10.1080/01443410.2026.2678483

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Meihan, S., Li, J., & Zhu, X. (2026) · Journal of the Society for Information Display · doi:10.1002/jsid.70094

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Reinwarth, L. M., & Wallach, D. (2026) · Lecture notes in computer science · doi:10.1007/978-3-032-30542-8_31

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Korbach, A., Brünken, R., & Park, B. (2018) · Educational Psychology Review · doi:10.1007/s10648-017-9404-8 · Cited by 153 · see citing works

Direct Measurement of Cognitive Load in Multimedia Learning

Brunken, R., Plass, J. L., & Leutner, D. (2003) · Educational Psychologist · doi:10.1207/s15326985ep3801_7 · Cited by 896 · see citing works

The multimedia mind: Measuring cognitive load in multimedia learning

Whelan, R. R. (2006) · Cited by 10 · see citing works

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Brünken, R., Plass, J. L., & Leutner, D. (2014)

Cognitive load in multimedia learning environments: A systematic review

Bayraktar, D. M., Çoşğun, V., & Altan, T. (2019) · Computers & Education · doi:10.1016/j.compedu.2019.103618 · Cited by 337 · see citing works