Literaturnachweis - Detailanzeige
Autor/inn/en | Olsen, Jennifer; Aleven, Vincent; Rummel, Nikol |
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Titel | Statistically Modeling Individual Students’ Learning Over Successive Collaborative Practice Opportunities. |
Quelle | In: Journal of educational measurement, (2017) 1, S.123-138Infoseite zur Zeitschrift
PDF als Volltext (1); PDF als Volltext (2); PDF als Volltext (3) |
Dokumenttyp | gedruckt; online; Zeitschriftenaufsatz |
ISSN | 0022-0655 |
DOI | 10.1111/jedm.12137 |
Schlagwörter | Educational tests & measurements; Collaborative learning; Data mining |
Abstract | Within educational data mining, many statistical models capture the learning of students working individually. However, not much work has been done to extend these statistical models of individual learning to a collaborative setting, despite the effectiveness of collaborative learning activities. We extend a widely used model (the additive factors model) to account for the effect of collaboration on individual learning, including having the help of a partner and getting to observe/help a partner. We find evidence that models that include these collaborative features have a better fit than the original models for performance data and that learning rates estimated using the extended models provide insights into how collaboration benefits individual students’ learning outcomes. |
Erfasst von | OLC |
Update | 2023/3/07 |