Abstract
An intelligent system can provide sufficient collaborative opportunities and support yet fail to be pedagogically effective if the students are unwilling to participate. One of the common ways to assess motivation is using self-report questionnaires, which often do not take the context and the dynamic aspect of motivation into account. To address this, we propose personas, a user-centered design approach. We describe two design iterations where we: identify motivational factors related to students’ collaborative behaviors; and develop a set of representative personas. These personas could be embedded in an interface and be used as an alternative method to assess motivation within ITS.
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References
Mawasi, A., et al.: Using design-based research to improve peer help-giving in a middle school math classroom. In: International Conference of the Learning Sciences (ICLS) (2020)
Albrechtsen, C., Pedersen, M., Pedersen, N.F., Jensen, T.W.: Proposing co-design of personas as a method to heighten validity and engage users: a case from higher education. Int. J. Sociotechnol. Knowl. Dev. (IJSKD) 8(4), 55–67 (2016)
Ali Amer Jid Almahri, F., Bell, D., Arzoky, M.: Personas design for conversational systems in education. In: Informatics, vol. 6, no. 4, p. 46. Multidisciplinary Digital Publishing Institute, December 2019
Cooper, A.: The Inmates are Running the Asylum. Macmillan (1999)
Choi, N.: Self-efficacy and self-concept as predictors of college students’ academic performance. Psychol. Sch. 42(2), 197–205 (2005)
Dörnyei, Z.: Motivation in action: towards a process-oriented conceptualisation of student motivation. Br. J. Educ. Psychol. 70(4), 519–538 (2000)
Hew, K.F., Cheung, W.S., Ng, C.S.L.: Student contribution in asynchronous online discussion: a review of the research and empirical exploration. Instr. Sci. 38(6), 571–606 (2010)
Järvenoja, H., et al.: A collaborative learning design for promoting and analyzing adaptive motivation and emotion regulation in the science classroom. In: Frontiers in Education, vol. 5, p. 111. Frontiers, July 2020
Johnson, D.W., Johnson, R.T.: Cooperative Learning and Achievement (1990)
Marsh, H.W., Trautwein, U., Lüdtke, O., Köller, O., Baumert, J.: Integration of multidimensional self-concept and core personality constructs: construct validation and relations to well-being and achievement. J. Pers. 74(2), 403–456 (2006)
Noponen, M.: Learners’ motivation to collaborate in online learning environments: a situational and social network analysis (2016)
Olsen, J.K., Rummel, N., Aleven, V.: Investigating Effects of Embedding Collaboration in an Intelligent Tutoring System for Elementary School Students. Grantee Submission (2016)
Porter, S.R., Whitcomb, M.E., Weitzer, W.H.: Multiple surveys of students and survey fatigue. New Dir. Inst. Res. 2004(121), 63–73 (2004)
Sankupellay, M., Mealy, E., Niesel, C., Medland, R.: Building personas of students accessing a peer-facilitated support for learning program. In: Proceedings of the Annual Meeting of the Australian Special Interest Group for Computer Human Interaction, pp. 412–416, December 2015
Walker, E., Rummel, N., Koedinger, K.R.: Adaptive intelligent support to improve peer tutoring in algebra. Int. J. Artif. Intell. Educ. 24(1), 33–61 (2014)
Warin, B., Kolski, C., Toffolon, C.: Living persona technique applied to HCI education. In: 2018 IEEE Global Engineering Education Conference (EDUCON), pp. 51–59. IEEE, April 2018
Webb, N.M., Farivar, S.: Promoting helping behavior in cooperative small groups in middle school mathematics. Am. Educ. Res. J. 31(2), 369–395 (1994)
Varela, S., Hall, C., Bang, H.J.: Creating middle school child-based personas for a digital math practice application. In: EdMedia+ Innovate Learning, pp. 532–537. Association for the Advancement of Computing in Education (AACE), June 2015
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This work is supported by the National Science Foundation under Grant No 1736103.
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Ahmed, I., Clark, A., Metzger, S., Wylie, R., Bergner, Y., Walker, E. (2021). Interactive Personas: Towards the Dynamic Assessment of Student Motivation within ITS. In: Roll, I., McNamara, D., Sosnovsky, S., Luckin, R., Dimitrova, V. (eds) Artificial Intelligence in Education. AIED 2021. Lecture Notes in Computer Science(), vol 12749. Springer, Cham. https://doi.org/10.1007/978-3-030-78270-2_7
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