Missing data is endemic in much educational research. However, practices such as step-wise regression common in the educational research literature have been shown to be dangerous when significant data are missing, and multiple imputation (MI) is generally recommended by statisticians. In this paper, we provide a review of these advances and their…

This paper draws on data from a project undertaken with children (N?=?72) in Mongolia and Zambia. The research is distinctive in bringing together diverse children, ranging from those living on the street to those in mainstream education and involving them in discussions about educational research. Being conscious of critiques of adult-initiated…

The present paper discusses three types of research perspective on the insider-outsider continuum: outsider research, (insider's) outsider research, and insider research. It examines the essential features of the insider-outsider distinction with reference to categories such as researcher, students, classroom context, contribution, control of…

This paper revisits the use of effect sizes in the analysis of experimental and similar results, and reminds readers of the relative advantages of the mean absolute deviation as a measure of variation, as opposed to the more complex standard deviation. The mean absolute deviation is easier to use and understand, and more tolerant of extreme…

Reflection on subjectivity in the qualitative research process is fundamental to the methodology. Although much attention is paid to what to do (identify subjectivities), there is much less emphasis on how one should do this. Furthermore, a researcher engaged in an intimately familiar setting, such as a typical American classroom, faces the unique…

There has never been a published discursive review of equity measurement methodology in educational effectiveness research, though the literature on equity is growing. This paper sets out several indices that have the potential to measure it in terms of pupil attainment or in terms of how far a school (or group of schools) is from having a…

The gender-related challenges facing males entering the primary-school teaching profession have been well documented in the academic literature over recent decades. The majority of these data have come about through qualitative reports. Whilst qualitative methods provide important perspectives into these issues, the use of valid and reliable…

Growing numbers of educational researchers are using rhizoanalytic approaches based on the work of Deleuze and Guattari to think differently in their research practices. However, as those engaging in debates about post-qualitative research suggest, thinking differently is not without its challenges. This paper uses three complex challenges…

In a randomized controlled trial (RCT), treatments are assigned randomly and treatments are withheld from participants. Is it ethically permissible to conduct an RCT in a social setting? This paper addresses two conditions for justifying RCTs: that there should be a state of equipoise and that the trial should be scientifically promising.…

Social network research on teachers and schools has risen exponentially in recent years as an innovative method to reveal the role of social networks in education. However, scholars are still exploring ways to incorporate traditional quantitative methods of Social Network Analysis (SNA) with qualitative approaches to social network research. This…

This article presents a dialogic qualitative interview design for a narrative study of six international UK university students' motivation for learning English. Based on the work of Mikhail Bakhtin, this design was developed in order to address the limitations of member-checking [Lincoln, Y. S., and E. G. Guba. 1985. "Naturalistic…

In this methodological discussion, the authors detail and reflect on the processes of using photo-elicitation interviewing as a way to align with positive qualitative methodologies, to gain access to participant beliefs and values, and to highlight participant voices through their choices of words and visuals. A review of the literature and an…

This paper explores how factors operating at the state and community levels are associated with the prevalence of late school enrolment in Nigeria. We investigate the following three research themes. First, whether late entry varies across states and across communities and how much of this variation can be explained by the composition of…

Video is currently used in many studies to document the interaction in conversation analytical (CA) studies on learning. The discussion on the method used in these studies has primarily focused on the analysis or the data construction, whereas the relation between data construction and analysis is rarely brought to attention. The aim of this…

The aim of this article is to address how online tools and digital technologies can influence data collection opportunities. We are still at the early stages of piecing together a more holistic picture of the role of digital media in young people's everyday lives, especially regarding digital gaming among younger children. Digital technologies…