This study has three primary objectives. First to provide insight into possibilities for moderation/mediation analysis in education research by discussing analytical methods based on the counterfactual and developed in other disciplines. Second is to highlight specific issues related to mediation and the estimation of effects when the outcome is…

Video has become a widespread tool for capturing naturalistic behavioral data. While mixed methods show great potential in understanding the active nature of children's interaction, only a few studies have developed mixed methods for video-based interaction research. This paper presents a mixed methods embodied interaction model appropriate for…

This volume provides alternatives for tackling existing empirical, methodological, and analytical challenges. It does so by providing a broad overview of less established, as well as emerging methods, which are of great relevance for current research on professional learning and development. As such, it offers a comprehensive collection of…

A small subset of education studies analyzes school data collected seasonally (separating the summer from the school year). At first, this work was primarily known for documenting learning loss in the summers, but scholars have since recognized that observing how inequality changes between summer and school periods provides leverage for…

Multimodality in learning analytics and learning science is under the spotlight. The landscape of sensors and wearable trackers that can be used for learning support is evolving rapidly, as well as data collection and analysis methods. Multimodal data can now be collected and processed in real time at an unprecedented scale. With sensors, it is…

This article summarizes the methods, observations, challenges and implications for exploratory analysis drawn from two learning analytics research projects. The cases include an analysis of a games-based virtual performance assessment and an analysis of data from 52,000 students over a 5-year period at a large Australian university. The complex…

Determining the researcher role is an important, yet challenging decision for any project. It is especially difficult for new educational researchers whose prior experiences as teachers, administrators, and students may make it challenging to disengage from participant roles. In this case, we offer an example of a research project in which we…

Learning analytics is an emerging discipline and, as such, benefits from new tools and methodological approaches. This work reviews and summarizes our workshop on microgenetic data analysis techniques using R, held at the second annual Learning Analytics Summer Institute in Cambridge, Massachusetts, on 30 June 2014. Specifically, this paper…

This article explores the use of iPads as part of a child-centred data collection approach to understand young children's creativity. Evidence is presented from a small study of three- to five-year-old children's creative play. Analysis of the children's engagement with iPad video diaries and free-to-use tablet applications was logged across two…

We consider how research participants engage alongside researchers as choreographers of data generation and highlight the everyday practices of researchers and participants "in motion" within and across time and space. Data for this case analysis were generated during a two-year qualitative study investigating multimodal literacies,…

Identifying and describing teaching practice is not an easy task. Current educational research aims at explaining teachers' work focusing on the concept of practice. Teachers' practical knowledge is a sensitive and tacit knowledge, produced, and effused by the body. In this perspective, the teachers' work can be considered as an expressive…

As aspiring professionals, pre-service teachers must become good consumers of educational research as well as competent researchers who can use tools of inquiry to improve their practice and conduct their own educational research. Many, however, resist learning research skills or find difficulties in doing so. This article presents ways in which…

This article chronicles the development of a video-based ethnography project documenting daily life in a Kansas elementary and a secondary classroom. The project, which took nearly two years of planning, allows a direct link to two classrooms approximately 250 miles away to provide a virtual field experience for undergraduates and a wide array of…

In this paper, we discuss a scalable approach for integrating learning analytics into an online K-12 science curriculum. A description of the curriculum and the underlying pedagogical framework is followed by a discussion of the challenges to be tackled as part of this integration. We include examples of data visualization based on teacher usage…

Ethnographic research is an emerging research technique in the field of education. Ethnographic research was a procedure usually used in anthropology but now it is getting popular in educational field. This kind of research relies on qualitative data, its perspective is holistic and its procedures of data analysis involve contextualization. Data…