Learning analytics and flipped learning in online teaching for supporting preservice teachers’ learning of quantitative research methods
DOI:
https://doi.org/10.7577/seminar.4686Keywords:
Research methods, Quantitative methods, Preservice teacher, Learning analytics, Flipped Learning, Online teachingAbstract
Research methods, including those of a quantitative nature, are an important part of preservice teacher training in Finland. However, quantitative research methods are considered challenging, often feared, and even hated among preservice teachers. This may be due to previous negative experiences and emotions associated with their use, which also influence other aspects of learning such as self-regulation, self-efficacy, and orientations. Given such circumstances, new ways to teach and support the learning of quantitative methods are needed. Here, we investigate the self-regulation, self-efficacy, orientations, and emotions of preservice teachers (N = 38) enrolled in a quantitative methods online course incorporating learning analytics and a flipped learning approach. Dispositional learning analytics data from five measurement points were used, and data were analyzed via descriptive statistics, internal consistency (Cronbach alpha), bootstrapped paired sample t-test (between first and final measurement point), and profiles based on mean. The results demonstrate that in this teaching context, preservice teachers’ time management skills can be improved, and task avoidance, anxiety, and boredom towards quantitative methods decreased. The meaning of these results from the teaching context perspective are also examined, as are the limitations and implications of this study.
Downloads
Published
How to Cite
Issue
Section
License
Copyright (c) 2022 Erkko Sointu, Teemu Valtonen, Susanne Hallberg , Jenni Kankaanpää , Sanna Väisänen , Lasse Heikkinen , Mohammed Saqr , Ville Tuominen , Laura Hirsto
This work is licensed under a Creative Commons Attribution 4.0 International License.
Seminar.net is a fully open access journal, which means that all articles are available on the internet to all users immediately upon publication. Use and distribution in any medium is permitted, provided the author and the journal are properly credited. The journal allow reuse and remixing of content in accordance with a Creative Commons license CC-BY
- The journal allows the author(s) to hold the copyright without restrictions.
- The journal allows the author(s) to retain publishing rights without restrictions.
- Seminar.net does not charge authors for publishing with us.