Abstract
The study aimed to examine how emotional design and digitalization/mobilization of textbooks influence students’ emotion, cognitive load, and cognitive performance. Research samples were 147 undergraduate students enrolling in the “Introduction to Internet” course at a university. They were randomly divided into three groups: 51 students in the control group using traditional paper textbooks; 49 students in the experimental group I using e-textbooks with emotional design; 47 students in the experimental group II consisted using e-textbooks without emotional design. The MANCOVA was adopted to analyze gathered data. The results revealed learners’ positive emotion was significantly higher when using e-textbooks with emotional design than when using paper textbooks. Three types of cognitive load was significantly better when using e-textbooks with emotional design than when using e-textbooks without emotional design and paper textbooks. Cognitive efficiency was significantly better when using two types of e-textbooks (with and without emotional design) than when using paper textbooks. In a word, “emotional design and digitalization/mobilization” of textbooks (i.e. e-textbooks with emotional design) would significantly improve positive emotion; emotional design would significantly decrease intrinsic and extraneous cognitive load when using e-textbooks, and significantly increase germane cognitive load; digitalization/mobilization of textbooks (i.e. e-textbooks) significantly improved cognitive efficiency. What the study learned was that learners might firstly adopt e-textbooks with emotional design, and those without emotional design secondly, and paper textbooks rank last; viz., digitalized/mobilized textbooks (namely e-textbooks) were better than paper textbooks. Practical and theoretical implications and suggestions were raised for practitioners and researchers to take as references.
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References
Astleitner, H. (2000). Designing emotionally sound instruction: The FEASP-approach. Instructional Science, 28(3), 169–198. https://doi.org/10.1023/A:1003893915778
Baddeley, A. (1998). Working memory. Comptes Rendus de l’Académie des Sciences - Series III - Sciences de la Vie, 321(2), 167–173. https://doi.org/10.1016/S0764-4469(97)89817-4
Bakhshi, S., & Gilbert, E. (2015). Red, purple and pink: The colors of diffusion on pinterest. PLoS One, 10(2), Article e0117148. https://doi.org/10.1371/journal.pone.0117148
Barak, M., Ashkar, T., & Dori, Y. J. (2011). Learning science via animated movies: Its effect on students’ thinking and motivation. Computers & Education, 56(3), 839–846. https://doi.org/10.1016/j.compedu.2010.10.025
Berg, S. A., Hoffmann, K., & Dawson, D. (2010). Not on the same page: Undergraduates’ information retrieval in electronic and print books. The Journal of Academic Librarianship, 36(6), 518–525. https://doi.org/10.1016/j.acalib.2010.08.008
Brom, C., Stárková, T., & D’Mello, S. K. (2018). How effective is emotional design? A meta-analysis on facial anthropomorphisms and pleasant colors during multimedia learning. Educational Research Review, 25, 100–119. https://doi.org/10.1016/j.edurev.2018.09.004
Chung, S., Cheon, J., & Lee, K.-W. (2015). Emotion and multimedia learning: An investigation of the effects of valence and arousal on different modalities in an instructional animation. Instructional Science, 43(5), 545–559. https://doi.org/10.1007/s11251-015-9352-y
Cohen, J. (1988). Statistical power analysis for the behavioral sciences. Routledge Academic. https://doi.org/10.4324/9780203771587
Connell, C., Bayliss, L., & Farmer, W. (2012). Effects of ebook readers and tablet computers on reading comprehension. International Journal of Instructional Media, 39(2), 131–140.
Cronjé, J. C. (2011). Using Hofstede’s cultural dimensions to interpret cross-cultural blended teaching and learning. Computers & Education, 56(3), 596–603. https://doi.org/10.1016/j.compedu.2010.09.021
Curum, B., & Khedo, K. K. (2021). Cognitive load management in mobile learning systems: Principles and theories. Journal of Computers in Education, 8(1), 109–136. https://doi.org/10.1007/s40692-020-00173-6
Desmet, P. (2003). Measuring emotion: Development and application of an instrument to measure emotional responses to products. In: M.A. Blythe, A.F. Monk, K. Overbeeke, & P.C. Wright (Eds.), Funology: from usability to enjoyment. Springer. https://books.google.com.tw/books?id=7Exv8MxJegMC&hl=zh-TW&source=gbs_book_other_versions
D'Ambra, J., Akter, S., & Mariani, M. (2022). Digital transformation of higher education in Australia: Understanding affordance dynamics in E-Textbook engagement and use. Journal of Business Research, 149, 283–295.
Efklides, A., Kourkoulou, A., Mitsiou, F., & Ziliaskopoulou, D. (2006). Metacognitive knowledge of effort, personality factors, and mood state: Their relationships with effort-related metacognitive experiences. Metacognition and Learning, 1(1), 33–49. https://doi.org/10.1007/s11409-006-6581-0
Elliot, A. J., Maier, M. A., Moller, A. C., Friedman, R., & Meinhardt, J. (2007). Color and psychological functioning: The effect of red on performance attainment. Journal of Experimental Psychology: General, 136(1), 154–168. https://doi.org/10.1037/0096-3445.136.1.154
Endres, T., Weyreter, S., Renkl, A., & Eitel, A. (2020). When and why does emotional design foster learning? Evidence for situational interest as a mediator of increased persistence. Journal of Computer Assisted Learning, 36(4), 514–525. https://doi.org/10.1111/jcal.12418
Gikas, J., & Grant, M. M. (2013). Mobile computing devices in higher education: Student perspectives on learning with cellphones, smartphones & social media. The Internet and Higher Education, 19, 18–26. https://doi.org/10.1016/j.iheduc.2013.06.002
Isen, A. M., Daubman, K. A., & Nowicki, G. P. (1987). Positive affect facilitates creative problem solving. Journal of Personality and Social Psychology, 52(6), 1122–1131. https://doi.org/10.1037/0022-3514.52.6.1122
Jeong, H. (2012). A comparison of the influence of electronic books and paper books on reading comprehension, eye fatigue, and perception. Electronic Library, 30(3), 390–408. https://doi.org/10.1108/02640471211241663
Kalyuga, S. (2010). Schema acquisition and sources of cognitive load. In J. L. Plass, R. Brünken, & R. Moreno (Eds.), Cognitive Load Theory (pp. 48–64). Cambridge University Press. https://doi.org/10.1017/CBO9780511844744.005
Kim, J. H. Y., & Jung, H. Y. (2010). South Korean digital textbook project. Computers in the Schools, 27(3–4), 247–265. https://doi.org/10.1080/07380569.2010.523887
Kirschner, P., Strijbos, J.-W., Kreijns, K., & Beers, P. J. (2004). Designing electronic collaborative learning environments. Educational Technology Research & Development, 52(3), 47–66. https://doi.org/10.1007/BF02504675
Knörzer, L., Brünken, R., & Park, B. (2016). Facilitators or suppressors: Effects of experimentally induced emotions on multimedia learning. Learning and Instruction, 44, 97–107. https://doi.org/10.1016/j.learninstruc.2016.04.002
Kukulska-Hulme, A. (2012). How should the higher education workforce adapt to advancements in technology for teaching and learning? The Internet and Higher Education, 15(4), 247–254. https://doi.org/10.1016/j.iheduc.2011.12.002
Le, Y., Chen, Z., Liu, S., Pang, W., & Deng, C. (2021). Investigating the effectiveness of emotional design principle to attenuate ego depletion effect. Computers & Education, 174, Article 104311. https://doi.org/10.1016/j.compedu.2021.104311
Le, Y., Liu, J., Deng, C., & Dai, D. Y. (2018). Heart rate variability reflects the effects of emotional design principle on mental effort in multimedia learning. Computers in Human Behavior, 89, 40–47. https://doi.org/10.1016/j.chb.2018.07.037
Leppink, J., Paas, F., Van der Vleuten, C. P. M., Van Gog, T., & Van Merriënboer, J. J. G. (2013). Development of an instrument for measuring different types of cognitive load. Behavior Research Methods, 45(4), 1058–1072. https://doi.org/10.3758/s13428-013-0334-1
Leutner, D. (2014). Motivation and emotion as mediators in multimedia learning. Learning and Instruction, 29, 174–175. https://doi.org/10.1016/j.learninstruc.2013.05.004
Liaw, S.-S., Hatala, M., & Huang, H.-M. (2010). Investigating acceptance toward mobile learning to assist individual knowledge management: Based on activity theory approach. Computers & Education, 54(2), 446–454. https://doi.org/10.1016/j.compedu.2009.08.029
Liew, T. W., Pang, W. M., Leow, M. C., & Tan, S.-M. (2022). Anthropomorphizing malware, bots, and servers with human-like images and dialogues: The emotional design effects in a multimedia learning environment. Smart Learning Environments, 9, Article 5. https://doi.org/10.1186/s40561-022-00187-w
Martin, F., & Ertzberger, J. (2013). Here and now mobile learning: An experimental study on the use of mobile technology. Computers & Education, 68, 76–85. https://doi.org/10.1016/j.compedu.2013.04.021
Mayer, R. E. (2009). Multimedia learning. Cambridge University Press. https://doi.org/10.1017/CBO9780511811678
Mayer, R. E. (2019). Thirty years of research on online learning. Applied Cognitive Psychology, 33(2), 152–159. https://doi.org/10.1002/acp.3482
Mayer, R. E., & Estrella, G. (2014). Benefits of emotional design in multimedia instruction. Learning and Instruction, 33, 12–18. https://doi.org/10.1016/j.learninstruc.2014.02.004
Mayer, R. E., & Moreno, R. (2003). Nine ways to reduce cognitive load in multimedia learning. Educational Psychologist, 38(1), 43–52. https://doi.org/10.1207/S15326985EP3801_6
Melo, C., Madariaga, L., Nussbaum, M., Heller, R., Bennett, S., Tsai, C.-C., & Braak, H. (2020). Editorial: Educational technology and addictions. Computers & Education, 145, Article 103730. https://doi.org/10.1016/j.compedu.2019.103730
Moorefield-Lang, H. (2013). An exploration of e-textbooks. Library Media Connection, 31(6), 18–19.
Moreno, R., & Mayer, R. (2007). Interactive multimodal learning environments. Educational Psychology Review, 19(3), 309–326. https://doi.org/10.1007/s10648-007-9047-2
Mourão-Miranda, J., Volchan, E., Moll, J., de Oliveira-Souza, R., Oliveira, L., Bramati, I., Gattass, R., & Pessoa, L. (2003). Contributions of stimulus valence and arousal to visual activation during emotional perception. NeuroImage, 20(4), 1955–1963. https://doi.org/10.1016/j.neuroimage.2003.08.011
Münchow, H., & Bannert, M. (2019). Feeling good, learning better? Effectivity of an emotional design procedure in multimedia learning. Educational Psychology, 39(4), 530–549. https://doi.org/10.1080/01443410.2018.1524852
Nelson, L. L., Arthur, E. J., Jensen, W. R., & Van Horn, G. (2011). Trading textbooks for technology: New opportunities for learning. Phi Delta Kappan, 92(7), 46. https://doi.org/10.1177/003172171109200709
Norman, D. A. (2004). Emotional design : Why we love (or hate) everyday things. Basic Books.
Paas, F., & Sweller, J. (2014). Implications of cognitive load theory for multimedia learning. In R. E. Mayer (Ed.), The Cambridge Handbook of Multimedia Learning (2 ed., pp. 27–42). Cambridge University Press. https://doi.org/10.1017/CBO9781139547369.004
Paivio, A. (1990). Mental Representations: A dual coding approach. Oxford University Press. https://doi.org/10.1093/acprof:oso/9780195066661.001.0001
Pan, Y. (2010). Attentional capture by working memory contents. Canadian Journal of Experimental Psychology, 64(2), 124–128. https://doi.org/10.1037/a0019109
Park, B., Knörzer, L., Plass, J. L., & Brünken, R. (2015). Emotional design and positive emotions in multimedia learning: An eyetracking study on the use of anthropomorphisms. Computers & Education, 86, 30–42. https://doi.org/10.1016/j.compedu.2015.02.016
Pekrun, R., Lichtenfeld, S., Marsh, H. W., Murayama, K., & Goetz, T. (2017). Achievement emotions and academic performance: Longitudinal models of reciprocal effects. Child Development, 88(5), 1653–1670. https://doi.org/10.1111/cdev.12704
Peng, X., Xu, Q., Chen, Y., Zhou, C., Ge, Y., & Li, N. (2021). An eye tracking study: Positive emotional interface design facilitates learning outcomes in multimedia learning? International Journal of Educational Technology in Higher Education, 18(1), Article 40. https://doi.org/10.1186/s41239-021-00274-x
Plass, J. L., & Kalyuga, S. (2019). Four ways of considering emotion in cognitive load theory. Educational Psychology Review, 31(2), 339–359. https://doi.org/10.1007/s10648-019-09473-5
Plass, J. L., Heidig, S., Hayward, E. O., Homer, B. D., & Um, E. (2014). Emotional design in multimedia learning: Effects of shape and color on affect and learning. Learning and Instruction, 29, 128–140. https://doi.org/10.1016/j.learninstruc.2013.02.006
Plass, J. L., Homer, B. D., MacNamara, A., Ober, T., Rose, M. C., Pawar, S., et al. (2020). Emotional design for digital games for learning: The effect of expression, color, shape, and dimensionality on the affective quality of game characters. Learning and Instruction, 70, Article 101194. https://doi.org/10.1016/j.learninstruc.2019.01.005
Rockinson-Szapkiw, A. J., Courduff, J., Carter, K., & Bennett, D. (2013). Electronic versus traditional print textbooks: A comparison study on the influence of university students’ learning. Computers & Education, 63, 259–266. https://doi.org/10.1016/j.compedu.2012.11.022
Schneider, S., Beege, M., Nebel, S., Schnaubert, L., & Rey, G. D. (2022). The cognitive-affective-social theory of learning in digital environments (CASTLE). Educational Psychology Review, 34, 1–38. https://doi.org/10.1007/s10648-021-09626-5
Seibert, P. S., & Ellis, H. C. (1991). Irrelevant thoughts, emotional mood states, and cognitive task performance. Memory & Cognition, 19(5), 507–513. https://doi.org/10.3758/BF03199574
Shangguan, C., Gong, S., Guo, Y., Wang, X., & Lu, J. (2020). The effects of emotional design on middle school students’ multimedia learning: The role of learners’ prior knowledge. Educational Psychology, 40(9), 1076–1093. https://doi.org/10.1080/01443410.2020.1714548
Stárková, T., Lukavský, J., Javora, O., & Brom, C. (2019). Anthropomorphisms in multimedia learning: Attract attention but do not enhance learning? Journal of Computer Assisted Learning, 35(4), 555–568. https://doi.org/10.1111/jcal.12359
Sweller, J. (2020). Cognitive load theory and educational technology. Educational Technology Research and Development, 68, 1–16. https://doi.org/10.1007/s11423-019-09701-3
Sweller, J., Ayres, P., & Kalyuga, S. (2011). Cognitive load theory. Springer.
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. https://doi.org/10.1007/s10648-019-09465-5
Tomita, K. (2022). Visual design as a holistic experience: How students’ emotional responses to the visual design of instructional materials are formed. Educational Technology Research and Development, 70, 469–502. https://doi.org/10.1007/s11423-022-10088-x
Tractinsky, N., Katz, A. S., & Ikar, D. (2000). What is beautiful is usable. Interacting with Computers, 13(2), 127–145. https://doi.org/10.1016/S0953-5438(00)00031-X
Um, E., Plass, J. L., Hayward, E. O., & Homer, B. D. (2012). Emotional design in multimedia learning. Journal of Educational Psychology, 104(2), 485–498. https://doi.org/10.1037/a0026609
Uzun, A. M., & Yıldırım, Z. (2018). Exploring the effect of using different levels of emotional design features in multimedia science learning. Computers & Education, 119, 112–128. https://doi.org/10.1016/j.compedu.2018.01.002
Venigalla, A. S. M., & Chimalakonda, S. (2023). TAnnotator: Towards annotating programming e-textbooks with facts and examples. Smart Learning Environments, 10(1), Article 9.
Verkuyl, M., Lapum, J.L., St-Amant, O., Bregstein, J., & Hughes, M. (2023). Healthcare students’ use of an e-textbook open educational resource on vital sign measurement: A qualitative study. Open Learning, 38(1), 22–37.
Vogel, D., Kennedy, D. M., Kuan, K., Ron, K., & Jean, L. (2007). Do mobile device applications affect learning? Paper presented at the 40th Annual Hawaii International Conference on System Sciences, Big Island, Hawaii, USA. https://doi.org/10.1109/HICSS.2007.181
Wang, Y., Zhou, Z., Gong, S., Jia, D., & Lei, J. (2021). The effects of emotional design on multimedia learning and appreciation of Chinese poetry. Frontiers in Psychology, 12, Article 621969. https://doi.org/10.3389/fpsyg.2021.621969
Wichmann, F. A., Sharpe, L. T., & Gegenfurtner, K. R. (2002). The contributions of color to recognition memory for natural scenes. Journal of Experimental Psychology: Learning Memory and Cognition, 28(3), 509–520. https://doi.org/10.1037/0278-7393.28.3.509
Wong, R. M., & Adesope, O. O. (2021). Meta-analysis of emotional designs in multimedia learning: A replication and extension study. Educational Psychology Review, 33, 357–385. https://doi.org/10.1007/s10648-020-09545-x
Wu, J., Jin, C., Zhang, L., Zhang, L., Li, M., & Dong, X. (2021). Emotionally sustainable design toolbox: A card-based design tool for designing products with an extended life based on the user’s emotional needs. Sustainability, 13, Article 10152. https://doi.org/10.3390/su131810152
Xu, Y., Yau, J. C., & Reich, S. M. (2021). Press, swipe and read: Do interactive features facilitate engagement and learning with e-books? Journal of Computer Assisted Learning, 37(1), 212–225. https://doi.org/10.1111/jcal.12480
Zheng, R., McAlack, M., Wilmes, B., Kohler-Evans, P., & Williamson, J. (2009). Effects of multimedia on cognitive load, self-efficacy, and multiple rule-based problem solving. British Journal of Educational Technology, 40(5), 790–803. https://doi.org/10.1111/j.1467-8535.2008.00859.x
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Chi-Cheng Chang made substantial contributions to conceptualization, formal analysis, methodology, project administration, resources, supervision, validation, writing—original draft and critical revision, writing—review & editing.
Tseng-Chuan Chen made substantial contributions to conceptualization, software, data acquisition and curation, data analysis and interpretation, investigation, methodology, validation, visualization, writing—original draft.
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Chang, CC., Chen, TC. Effects of digitization/mobilization and emotional design of textbooks on emotion, various cognitive load and cognitive performance. Educ Inf Technol 28, 14827–14855 (2023). https://doi.org/10.1007/s10639-023-11779-5
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DOI: https://doi.org/10.1007/s10639-023-11779-5