Investigating the Effectiveness of Videos Designed Using Cognitive Load Theory on Biology Students’ Academic Achievement
Abstract
This study seeks to investigate the effect of videos designed based on cognitive load theory on students’ academic performance. A one-group pre-test-post-test design was employed, with 25 lower sixth Biology students from one of the sixth form centres in Brunei as participants of the study, conveniently selected (non-random sampling). Twelve cycles of lessons on 12 different biology topics were conducted; for each cycle, a pretest was administered before students watched the videos (self-learning), followed by a posttest after the videos were watched. This study found a significant increase in test scores after students watched the videos for all of the cycles, with a large effect size ranging from .76 to .93 according to Cohen’s interpretation. The study shows how the cognitive load theory can help instructional designers create better learning content to encourage student learning. It can therefore be concluded that carefully curated videos are able to help reduce students’ extrinsic load. Thus, this finding has implications for the importance of theory-based video creation in helping students’ learning that most technologically innovative pedagogies seem to leverage on. One recommendation for future study worth delving into would be to directly measure students’ comparative cognitive load to investigate how their cognitive load changes before and after watching videos.
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Ayres, P. (2006). Impact of reducing intrinsic cognitive load on learning in a mathematical domain. Applied Cognitive Psychology: The Official Journal of the Society for Applied Research in Memory and Cognition, 20(3), 287-298.
Bokosmaty, R., Bridgeman, A., & Muir, M. (2019). Using a Partially Flipped Learning Model to Teach First Year Undergraduate Chemistry. Journal of Chemical Education, 96(4), 629–639.
Bokosmaty, S., Sweller, J., & Kalyuga, S. (2015). Learning Geometry Problem Solving by Studying Worked Examples: Effects of Learner Guidance and Expertise. American Educational Research Journal, 52(2), 307–333.
Brame, C. J. (2016). Effective educational videos: Principles and guidelines for maximizing student learning from video content. CBE Life Sciences Education, 15(4).
De Jong, T. (2010). Cognitive load theory, educational research, and instructional design: Some food for thought. Instructional Science, 38(2), 105–134.
Fyfield, M., Henderson, M., Heinrich, E., & Redmond, P. (2019). Videos in higher education: Making the most of a good thing. Australasian Journal of Educational Technology, 35(5), 1–7.
Fyfield, M., Henderson, M., & Phillips, M. (2019). 25 Principles for effective instructional video design. ASCILITE 2019 - Conference Proceedings - 36th International Conference of Innovation, Practice and Research in the Use of Educational Technologies in Tertiary Education: Personalised Learning. Diverse Goals. One Heart., 418–423.
Gouia, R., & Gunn, C. (2016). Making mathematics meaningful for freshmen students: investigating students’ preferences of pre-class videos. Research and Practice in Technology Enhanced Learning, 11(1).
Hadie, S. N. H., Tan, V. P. S., Omar, N., Nik Mohd Alwi, N. A., Lim, H. L., & Ku Marsilla, K. I. (2021). COVID-19 disruptions in health professional education: use of cognitive load theory on students' comprehension, cognitive load, engagement, and motivation. Frontiers in Medicine, 8, 739238.
Heale, R., & Twycross, A. (2015). Validity and reliability in quantitative studies. Evidence-based nursing, 18(3), 66-67.
Jensen, J. L., Holt, E. A., Sowards, J. B., Heath Ogden, T., & West, R. E. (2018). Investigating Strategies for Pre-Class Content Learning in a Flipped Classroom. Journal of Science Education and Technology, 27(6), 523–535.
Kalyuga, S., Chandler, P., & Sweller, J. (1998). Levels of expertise and instructional design. Human Factors, 40(1), 1–17.
Kay, R. H. (2014). Developing a framework for creating EffectiveInstructional Video Podcasts. International Journal of Emerging Technologies in Learning, 9(1), 22–30.
Kirschner, F., Paas, F., & Kirschner, P. A. (2009). Individual and group-based learning from complex cognitive tasks: Effects on retention and transfer efficiency. Computers in Human Behavior, 25(2), 306–314.
Latif, A., Waznah, S., Matzin, R., Jawawi, R., Mahadi, M. A., Jaidin, J. H., ... & Shahrill, M. (2017). Implementing the flipped classroom model in the teaching of history. Journal of Education and Learning, 11(4), 374-381.
Mancinetti, M., Guttormsen, S., & Berendonk, C. (2019). Cognitive load in internal medicine: What every clinical teacher should know about cognitive load theory. European Journal of Internal Medicine, 60(September 2018), 4–8.
Mooring, S. R., Mitchell, C. E., & Burrows, N. L. (2016). Evaluation of a Flipped, Large-Enrollment Organic Chemistry Course on Student Attitude and Achievement. Journal of Chemical Education, 93(12), 1972–1983.
Nawi, N., Jawawi, R., Matzin, R., Jaidin, J. H., Shahrill, M., & Mundia, L. (2015). To Flip or Not to Flip: The Challenges and Benefits of Using Flipped Classroom in Geography Lessons in Brunei Darussalam. Review of European Studies, 7(12), 133–145.
Ou, C., Goel, A. K., Joyner, D. A., & Haynes, D. F. (2016, April). Designing videos with pedagogical strategies: Online students' perceptions of their effectiveness. In Proceedings of the Third (2016) ACM Conference on Learning@ Scale (pp. 141-144).
Pachman, M., Sweller, J., & Kalyuga, S. (2013). Levels of knowledge and deliberate practice. Journal of Experimental Psychology: Applied, 19(2), 108–119.
Schmid, R. F., Bernard, R. M., Borokhovski, E., Tamim, R. M., Abrami, P. C., Surkes, M. A., … Woods, J. (2014). The effects of technology use in postsecondary education: A meta-analysis of classroom applications. Computers and Education, 72, 271–291.
Seery, M. K., & Donnelly, R. (2012). The implementation of pre-lecture resources to reduce in-class cognitive load: A case study for higher education chemistry. British Journal of Educational Technology, 43(4), 667–677.
Seng Toh, T., Amilin Tengah, K., Shahrill, M., Tan, A., & Leong, E. (2017). The flipped classroom strategy: The effects of implementation at the elementary school level mathematics lessons (Vol. 3, pp. 186–197).
Skulmowski, A., & Xu, K. M. (2021). Understanding Cognitive Load in Digital and Online Learning: a New Perspective on Extraneous Cognitive Load. Educational Psychology Review.
Stockwell, B. R., Stockwell, M. S., Cennamo, M., & Jiang, E. (2015). Blended Learning Improves Science Education. Cell, 162(5), 933–936.
Sweller, J. (1988). Cognitive load during problem solving: Effects on learning. Cognitive Science, 12(2), 257–285.
Sweller, J., Ayres, P., & Kalyuga, S. (2011a). Emerging Themes in Cognitive Load Theory: The Transient Information and the Collective Working Memory Effects. In Cognitive Load Theory (pp. 219–233). sage.
Sweller, J., Ayres, P., & Kalyuga, S. (2011b). Measuring Cognitive Load. In Cognitive Load Theory (pp. 71–85). Springer US.
Sweller, J., Ayres, P., & Kalyuga, S. (2011c). The Split-Attention Effect. In Cognitive Load Theory (pp. 111–128). Springer US.
Sweller, J., & Cooper, G. A. (1985). The Use of Worked Examples as a Substitute for Problem Solving in Learning Algebra. Cognition and Instruction, 2(1), 59–89.
Sweller, J., van Merriënboer, J. J. G., & Paas, F. (2019). Cognitive Architecture and Instructional Design: 20 Years Later. Educational Psychology Review, 31(2), 261–292.
Talip, S. B., Ismail, Z. I. M., & Hadie, S. N. H. (2021). Investigating the Benefits of Integrated Anatomy Instruction: A Cognitive Load Theory perspective. Education in Medicine Journal, 13(3), 1–14.
Torío, H. (2019). Teaching as coaching: Experiences with a video-based flipped classroom combined with project-based approach in technology and physics higher education. Journal of Technology and Science Education, 9(3), 404–419.
Turan, Z., & Goktas, Y. (2016). The flipped classroom: Instructional efficiency and impact on achievement and cognitive load levels. Journal of E-Learning and Knowledge Society, 12(4), 51–62.
Van Alten, D. C., Phielix, C., Janssen, J., & Kester, L. (2019). Effects of flipping the classroom on learning outcomes and satisfaction: A meta-analysis. Educational Research Review, 28, 100281.
Van Merriënboer, J. J. G., Kirschner, P. A., & Kester, L. (2003). Taking the load off a learner’s mind: Instructional design for complex learning. Educational Psychologist, 38(1), 5–13.
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