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2019 | OriginalPaper | Buchkapitel

Investigating the Effect of Adding Nudges to Increase Engagement in Active Video Watching

verfasst von : Antonija Mitrovic, Matthew Gordon, Alicja Piotrkowicz, Vania Dimitrova

Erschienen in: Artificial Intelligence in Education

Verlag: Springer International Publishing

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Abstract

In order for videos to be a powerful medium for learning, it is crucial that learners engage in constructive learning. Historic interactions of previous learners can provide a rich resource to enhance interaction and promote engagement fostering constructive learning. This paper proposes such a novel approach of adding nudges to AVW-Space, a platform for video-based learning. We present the enhancements implemented in AVW-Space in the form of interactive visualizations and personalized prompts. A study focusing on presentation skills was conducted in a large first-year engineering course, in which AVW-Space provided an online resource for the students to use as they wish. The students were randomly divided into the control and experimental groups, which had access to the original and enhanced version of AVW-Space respectively. Our findings show that nudging is effective in fostering constructive learning: there was a significant difference in the percentage of constructive students in the two groups. The experimental group students wrote more comments, found AVW-Space easier to use, reported less frustration when commenting, and had higher confidence in their performance on commenting.

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Literatur
2.
Zurück zum Zitat Agarwala, M., Hsiao, I.H., Chae, H.S., Natriello, G.: Vialogues: videos and dialogues based social learning environment. In: Proceedings of the 12th IEEE International Conference on Advanced Learning Technologies, pp. 629–633. IEEE (2012) Agarwala, M., Hsiao, I.H., Chae, H.S., Natriello, G.: Vialogues: videos and dialogues based social learning environment. In: Proceedings of the 12th IEEE International Conference on Advanced Learning Technologies, pp. 629–633. IEEE (2012)
3.
Zurück zum Zitat Carlier, A., Charvillat, V., Ooi, W.T., Grigoras, R., Morin, G.: Crowdsourced automatic zoom and scroll for video retargeting. In: Multimedia 2010, pp. 201–210 (2010) Carlier, A., Charvillat, V., Ooi, W.T., Grigoras, R., Morin, G.: Crowdsourced automatic zoom and scroll for video retargeting. In: Multimedia 2010, pp. 201–210 (2010)
4.
5.
Zurück zum Zitat Chi, M.T., Wylie, R.: The ICAP framework: linking cognitive engagement to active learning outcomes. Educ. Psychol. 49(4), 219–243 (2014)CrossRef Chi, M.T., Wylie, R.: The ICAP framework: linking cognitive engagement to active learning outcomes. Educ. Psychol. 49(4), 219–243 (2014)CrossRef
6.
Zurück zum Zitat Davis, F.D.: Perceived usefulness, perceived ease of use, and user acceptance of information technology. MIS Q., 319–340 (1989)CrossRef Davis, F.D.: Perceived usefulness, perceived ease of use, and user acceptance of information technology. MIS Q., 319–340 (1989)CrossRef
7.
Zurück zum Zitat Dimitrova, V., Mitrovic, A., Piotrkowicz, A., Lau, L., Weerasinghe, A.: Using learning analytics to devise interactive personalised nudges for active video watching. In: Bielikova, M., Herder, E., Cena, F., Desmarais, M. (eds.) Proceedings 25th ACM UMAP Conference, Bratislava, Slovakia (2017) Dimitrova, V., Mitrovic, A., Piotrkowicz, A., Lau, L., Weerasinghe, A.: Using learning analytics to devise interactive personalised nudges for active video watching. In: Bielikova, M., Herder, E., Cena, F., Desmarais, M. (eds.) Proceedings 25th ACM UMAP Conference, Bratislava, Slovakia (2017)
8.
Zurück zum Zitat Dodson, S., Roll, I., Fong, M., Yoon, D., Harandi, N.M., Fels, S.: Active viewing: a study of video highlighting in the classroom. In: Proceedings of the 2018 Conference on Human Information Interaction and Retrieval, pp. 237–240. ACM (2018) Dodson, S., Roll, I., Fong, M., Yoon, D., Harandi, N.M., Fels, S.: Active viewing: a study of video highlighting in the classroom. In: Proceedings of the 2018 Conference on Human Information Interaction and Retrieval, pp. 237–240. ACM (2018)
9.
Zurück zum Zitat Giannakos, M., Sampson, D., Kidziński, Ł.: Introduction to smart learning analytics: foundations and developments in video-based learning. Smart Learn. Environ. 3(1), 1–9 (2016)CrossRef Giannakos, M., Sampson, D., Kidziński, Ł.: Introduction to smart learning analytics: foundations and developments in video-based learning. Smart Learn. Environ. 3(1), 1–9 (2016)CrossRef
10.
Zurück zum Zitat Guo, P.J., Kim, J., Rubin, R.: How video production affects student engagement: an empirical study of MOOC videos. In: Proceedings 1st ACM Conference Learning at Scale, pp. 41–50 (2014) Guo, P.J., Kim, J., Rubin, R.: How video production affects student engagement: an empirical study of MOOC videos. In: Proceedings 1st ACM Conference Learning at Scale, pp. 41–50 (2014)
11.
Zurück zum Zitat Hart, S.G.: NASA-task load index (NASA-TLX); 20 years later. In: Proceedings the Human Factors and Ergonomics Society Annual Meeting, vol. 50, no. 9, pp. 904–908. Sage Publications (2006) Hart, S.G.: NASA-task load index (NASA-TLX); 20 years later. In: Proceedings the Human Factors and Ergonomics Society Annual Meeting, vol. 50, no. 9, pp. 904–908. Sage Publications (2006)
12.
Zurück zum Zitat Hu, L.T., Bentler, P.M.: Cutoff criteria for fit indexes in covariance structure analysis: conventional criteria versus new alternatives. Struct. Equ. Model. Multi. J. 6(1), 1–55 (1999)CrossRef Hu, L.T., Bentler, P.M.: Cutoff criteria for fit indexes in covariance structure analysis: conventional criteria versus new alternatives. Struct. Equ. Model. Multi. J. 6(1), 1–55 (1999)CrossRef
13.
Zurück zum Zitat Kim, J., Guo, P.J., Cai, C.J., Li, S.W.D., Gajos, K.Z., Miller, R.C.: Data-driven interaction techniques for improving navigation of educational videos. In: Proceedings of the 27th ACM Symposium on User Interface Software and Technology, pp. 563–572. ACM (2014) Kim, J., Guo, P.J., Cai, C.J., Li, S.W.D., Gajos, K.Z., Miller, R.C.: Data-driven interaction techniques for improving navigation of educational videos. In: Proceedings of the 27th ACM Symposium on User Interface Software and Technology, pp. 563–572. ACM (2014)
14.
Zurück zum Zitat Kleftodimos, A., Evangelidis, G.: Using open source technologies and open internet resources for building an interactive video based learning environment that supports learning analytics. Smart Learn. Environ. 3(1), 1–23 (2016)CrossRef Kleftodimos, A., Evangelidis, G.: Using open source technologies and open internet resources for building an interactive video based learning environment that supports learning analytics. Smart Learn. Environ. 3(1), 1–23 (2016)CrossRef
15.
Zurück zum Zitat Koedinger, K.R., Kim, J., Jia, Z., McLaughlin, E., Bier, N.: Learning is not a spectator sport: doing is better than watching for learning from a MOOC. In: Proceedings 2nd ACM Conference Learning @ Scale, pp. 111–120 (2015) Koedinger, K.R., Kim, J., Jia, Z., McLaughlin, E., Bier, N.: Learning is not a spectator sport: doing is better than watching for learning from a MOOC. In: Proceedings 2nd ACM Conference Learning @ Scale, pp. 111–120 (2015)
16.
Zurück zum Zitat Kovacs, G.: Effects of in-video quizzes on MOOC lecture viewing. In: Proceedings 3rd Learning @ Scale, pp. 31–40 (2016) Kovacs, G.: Effects of in-video quizzes on MOOC lecture viewing. In: Proceedings 3rd Learning @ Scale, pp. 31–40 (2016)
18.
Zurück zum Zitat Mitrovic, A., Dimitrova, V., Weerasinghe, A., Lau, L.: Reflexive experiential learning using active video watching for soft skills training. In: Chen, W. et al. (eds.) Proceedings 24th International Conference Computers in Education, Mumbai, India, APSCE, pp. 192–201 (2016) Mitrovic, A., Dimitrova, V., Weerasinghe, A., Lau, L.: Reflexive experiential learning using active video watching for soft skills training. In: Chen, W. et al. (eds.) Proceedings 24th International Conference Computers in Education, Mumbai, India, APSCE, pp. 192–201 (2016)
19.
Zurück zum Zitat Mitrovic, A., Dimitrova, V., Lau, L., Weerasinghe, A., Mathews, M.: Supporting constructive video-based learning: requirements elicitation from exploratory studies. In: André, E., Baker, R., Hu, X., Rodrigo, M.M.T., du Boulay, B. (eds.) AIED 2017. LNAI, vol. 10331, pp. 224–237. Springer, Cham (2017). https://doi.org/10.1007/978-3-319-61425-0_19CrossRef Mitrovic, A., Dimitrova, V., Lau, L., Weerasinghe, A., Mathews, M.: Supporting constructive video-based learning: requirements elicitation from exploratory studies. In: André, E., Baker, R., Hu, X., Rodrigo, M.M.T., du Boulay, B. (eds.) AIED 2017. LNAI, vol. 10331, pp. 224–237. Springer, Cham (2017). https://​doi.​org/​10.​1007/​978-3-319-61425-0_​19CrossRef
20.
Zurück zum Zitat Münscher, R., Vetter, M., Scheuerle, T.: A review and taxonomy of choice architecture techniques. J. Behav. Decis. Making 29, 511–524 (2015)CrossRef Münscher, R., Vetter, M., Scheuerle, T.: A review and taxonomy of choice architecture techniques. J. Behav. Decis. Making 29, 511–524 (2015)CrossRef
21.
Zurück zum Zitat Ou, C., Goel, A.K., Joyner, D.A., Haynes, D.F.: Designing videos with pedagogical strategies: online students’ perceptions of their effectiveness. In: Proceedings of the 3rd ACM Conference on Learning@ Scale, pp. 141–144. ACM (2016) Ou, C., Goel, A.K., Joyner, D.A., Haynes, D.F.: Designing videos with pedagogical strategies: online students’ perceptions of their effectiveness. In: Proceedings of the 3rd ACM Conference on Learning@ Scale, pp. 141–144. ACM (2016)
22.
Zurück zum Zitat Pardo, A., Mirriahi, N., Dawson, S., Zhao, Y., Zhao, A., Gašević, D.: Identifying learning strategies associated with active use of video annotation software. In: Proceedings 5th International Conference Learning Analytics and Knowledge, pp. 255–259. ACM (2015) Pardo, A., Mirriahi, N., Dawson, S., Zhao, Y., Zhao, A., Gašević, D.: Identifying learning strategies associated with active use of video annotation software. In: Proceedings 5th International Conference Learning Analytics and Knowledge, pp. 255–259. ACM (2015)
23.
Zurück zum Zitat Pintrich, P.R., De Groot, E.V.: Motivational and self-regulated learning components of classroom academic performance. J. Educ. Psychol. 82(1), 33 (1990)CrossRef Pintrich, P.R., De Groot, E.V.: Motivational and self-regulated learning components of classroom academic performance. J. Educ. Psychol. 82(1), 33 (1990)CrossRef
24.
Zurück zum Zitat Piotrkowicz, A., Dimitrova, V., Mitrovic, A., Lau, L.: Self-regulation, knowledge, experience: which characteristics are useful to predict user engagement? In: HAAPIE Workshop, Adjunct Proceedings of the 26th ACM UMAP Conference, Singapore, 8–11 July 2018, pp. 63–68 (2018) Piotrkowicz, A., Dimitrova, V., Mitrovic, A., Lau, L.: Self-regulation, knowledge, experience: which characteristics are useful to predict user engagement? In: HAAPIE Workshop, Adjunct Proceedings of the 26th ACM UMAP Conference, Singapore, 8–11 July 2018, pp. 63–68 (2018)
25.
Zurück zum Zitat Risko, E., Foulsham, T., Dawson, S., Kingstone, A.: The collaborative lecture annotation system (CLAS): a new tool for distributed learning. IEEE Trans. Learn. Technol. 6(1), 4–13 (2013)CrossRef Risko, E., Foulsham, T., Dawson, S., Kingstone, A.: The collaborative lecture annotation system (CLAS): a new tool for distributed learning. IEEE Trans. Learn. Technol. 6(1), 4–13 (2013)CrossRef
26.
Zurück zum Zitat Shin, H., Ko, E.Y., Williams, J.J., Kim, J.: Understanding the effect of in-video prompting on learners and instructors. In: Proceedings of the CHI Conference on Human Factors in Computing Systems, p. 319. ACM (2018) Shin, H., Ko, E.Y., Williams, J.J., Kim, J.: Understanding the effect of in-video prompting on learners and instructors. In: Proceedings of the CHI Conference on Human Factors in Computing Systems, p. 319. ACM (2018)
27.
Zurück zum Zitat Thaler, R.H., Sunstein, C.R.: Nudge: Improving Decisions about Health, Wealth, and Happiness. Yale University Press, New Haven (2008) Thaler, R.H., Sunstein, C.R.: Nudge: Improving Decisions about Health, Wealth, and Happiness. Yale University Press, New Haven (2008)
28.
Zurück zum Zitat Wachtler, J., Hubmann, M., Zöhrer, H., Ebner, M.: An analysis of the use and effect of questions in interactive learning-videos. Smart Learn. Environ. 3(1), 13 (2016)CrossRef Wachtler, J., Hubmann, M., Zöhrer, H., Ebner, M.: An analysis of the use and effect of questions in interactive learning-videos. Smart Learn. Environ. 3(1), 13 (2016)CrossRef
29.
Zurück zum Zitat Wang, X., Wen, M., Rosé, C.P.: Towards triggering higher-order thinking behaviors in MOOCs. In: Proceedings 6th International Conference Learning Analytics & Knowledge, pp. 398–407. ACM (2016) Wang, X., Wen, M., Rosé, C.P.: Towards triggering higher-order thinking behaviors in MOOCs. In: Proceedings 6th International Conference Learning Analytics & Knowledge, pp. 398–407. ACM (2016)
30.
Zurück zum Zitat Yousef, A.M.F., Chatti, M.A., Schroeder, U.: The state of video-based learning: a review and future perspectives. Int. J. Adv. Life Sci. 6(3/4), 122–135 (2014) Yousef, A.M.F., Chatti, M.A., Schroeder, U.: The state of video-based learning: a review and future perspectives. Int. J. Adv. Life Sci. 6(3/4), 122–135 (2014)
Metadaten
Titel
Investigating the Effect of Adding Nudges to Increase Engagement in Active Video Watching
verfasst von
Antonija Mitrovic
Matthew Gordon
Alicja Piotrkowicz
Vania Dimitrova
Copyright-Jahr
2019
DOI
https://doi.org/10.1007/978-3-030-23204-7_27

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