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Ville Heilala

Teaching people and machines

Publications

Explainable Student Agency Analytics (Open Access)
Saarela, Mirka; Heilala, Ville; Jääskelä, Päivikki; Rantakaulio, Anne; Kärkkäinen, Tommi
IEEE Access, 9, 2021, pp. 137444-137459
Keywords: explainable artificial intelligence, decision making, higher education, student agency

Course Satisfaction in Engineering Education Through the Lens of Student Agency Analytics
Heilala, Ville; Saarela, Mirka; Jääskelä, Päivikki; Kärkkäinen, Tommi
Proceedings of the 2020 IEEE Frontiers in Education Conference (FIE), 2020, pp. 1-9
Keywords: course satisfaction, student agency, exploratory statistics, supervised machine learning
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Understanding the Study Experiences of Students in Low Agency Profile: Towards a Smart Education Approach
Heilala, Ville; Jääskelä, Päivikki; Kärkkäinen, Tommi; Saarela, Mirka
SmartICT 2019: Advances in Smart Technologies Applications and Case Studies, 2020, pp. 498-508
Keywords: student agency analytics, learning analytics, robust clustering, thematic analysis, knowledge graph
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Let Me Hack It: Teachers' Perceptions About `Making' in Education
Heilala, Ville; Saarela, Mirka; Reponen, Sanna; Kärkkäinen, Tommi
SmartICT 2019: Advances in Smart Technologies Applications and Case Studies, 2020, pp. 509-518
Keywords: making in education, maker movement, digital humanities, student agency
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Student agency analytics: learning analytics as a tool for analysing student agency in higher education
Jääskelä, Päivikki; Heilala, Ville; Häkkinen, Päivi; Kärkkäinen, Tommi
Behaviour & Information Technology, 40(8), 2021
Keywords: student agency, learning analytics, robust statistics
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