Advancing video research methodology to capture the processes of social interaction and multimodality

In this reflective methodological paper we focus on affordances and challenges of video data. We compare and analyze two research settings that use the latest video technology to capture classroom interactions in mathematics education, namely, The Social Unit of Learning (SUL) project of the University of Melbourne and the MathTrack project of the University of Helsinki. While using these two settings as examples, we have structured our reflections around themes pertinent to video research in general, namely, research methods, data management, and research ethics. SUL and MathTrack share an understanding of mathematics learning as social multimodal practice, and provide possibilities for zooming into the situational micro interactions that construct collaborative problem-solving learning. Both settings provide rich data for in-depth analyses of peer interactions and learning processes. The settings share special needs for technical support and data management, as well as attention to ethical aspects from the perspective of the participants' security and discretion. SUL data are especially suitable for investigating interactions on a broad scope, addressing how multiple interactional processes intertwine. MathTrack, on the other hand, enables exploration of participants' visual attention in detail and its role in learning. Both settings could provide tools for teachers' professional development by showing them aspects of classroom interactions that would otherwise remain hidden.Peer reviewe

Formative assessment tasks as indicators of student engagement for predicting at-risk students in programming courses

Previous studies have proposed many indicators to assess the effect of student engagement in learning and academic achievement but have not yet been clearly articulated. In addition, while student engagement tracking systems have been designed, they rely on the log data but not on performance data. This paper presents results of a non-machine learning model developed using ongoing formative assessment scores as indicators of student engagement. Visualisation of the classification tree results is employed as student engagement indicators for instructors to observe and intervene with students. The results of this study showed that ongoing assessment is related to student engagement and subsequent final programming exam performance and possible to identify students at-risk of failing the final exam. Finally, our study identified students impacted by the Covid-19 pandemic. These were students who attended the final programming exam in the semester 2019-2020 and who scored well in formative assessments. Based on these results we present a simple student engagement indicator and its potential application as a student progress monitor for early identification of students at risk.</p

From procrastination to engagement? An experimental exploration of the effects of an adaptive virtual assistant on self-regulation in online learning

Compared to traditional classroom learning, success in online learning tends to depend more on the learner’s skill to self-regulate. Self-regulation is a complex meta-cognitive skill set that can be acquired. This study explores the effectiveness of a virtual learning assistant in terms of (a) developmental, (b) general compensatory, and (c) differential compensatory effects on learners’ self-regulatory skills in a sample of N = 157 online learners using an experimental intervention-control group design. Methods employed include behavioural trace data as well as self-reporting measures. Participants provided demographic information and responded to a 24-item self-regulation questionnaire and a 20-item personality trait questionnaire. Results indicate that the adaptive assistance did not lead to substantial developmental shifts as captured in learners’ perceived levels of self-regulation. However, various patterns of behavioural changes emerged in response to the intervention. This suggests that the virtual learning assistant has the potential to help online learners effectively compensate for deficits (in contrast to developmental shifts) in self-regulatory skills that might not yet have been developed

Exploring tutors’ pedagogical practices in the teaching and learning of mathematics education: a case of three primary teachers’ colleges in Eastern Uganda.

The major purpose of this study was to explore tutors pedagogical practices in the teaching and learning of mathematics education in primary teachers colleges in Uganda. This study employed qualitative research approach. That being the case, Qualitative approach was based upon the interpretive constructivist underpinnings whose aim was to explain the phenomenon from the subjective reasoning based on participants’ opinions, realities, meanings, attitudes, and motivations that lie behind their social behaviour. This study used case study research design. A total of twelve (12) respondents participated in this study. These included six (6) Mathematics Tutors and six (6) Student teachers. Tutors were selected using purposive sampling technique also known as judgemental sampling and Pre-service students were selected using Convenience sampling. The study used face to face semi structured interviews and observation strategies for data collection. Data was collected using semi structured Interview guide and observation guide. From this study it was revealed that Tutors engage student teachers during the teaching and learning of mathematics through giving them a chance to respond to questions, through material production among others. They assess students through asking them oral questions projects and presentations. Finally, tutors provide feedback to student teachers verbally and sometimes in written form for example after marking their work. Upon thorough examination of the findings, the researcher discovered certain gaps and consequently, put forward the subsequent recommendations. Similar study should be done to cover a range of colleges to give a wider national picture for the best comparison on the extent to which pedagogical practices applied by tutors in Uganda influence the quality of prospective teachers in the teaching and learning of mathematics education. To enrich this study, another research can be conducted on integration of Information Communication and Technology (ICT) in acquisition of appropriate pedagogical practices by prospective teachers in the teaching and learning of mathematics