Conventional approaches to causation in the social sciences draw on approaches in the Philosophy of Science in which a causal force acts on cases and generates change in the form of events. This relies on just one of the Aristotelian conceptions of cause - efficient cause - what brings the effect in to being. We should also pay attention to Final…

Based on three vignettes taken from interviews with friends who were members of a social-ecological transition initiative of which I was both an active participant and a researcher, this paper explores ethnography in friendship. Breaking with the methodological proposals known as friendship as method, this text proposes to reflect on the ways…

Social scientists have frequently sought to understand the distinct effects of age, period, and cohort, but disaggregation of the three dimensions is difficult because cohort = period - age. We argue that this technical difficulty reflects a disconnection between how the cohort effect is conceptualized and how it is modeled in the traditional…

This paper explores research in the always already colonized spaces of academia with people in what is now the United States. In research projects, Wilson (2008) reminds us to begin with community relationships. Through ethnographic work, we trouble the idea of beginning research via local powerbrokers, who may privilege particular narratives and…

In the complex world of educational policy, causal inferences will be debated. As we review non-experimental designs in educational policy, we focus on how to clarify and focus the terms of debate. We begin by presenting the potential outcomes/counterfactual framework and then describe approximations to the counterfactual generated from the…

The research-practice divide between social scientists and educators is a persistent problem for the accurate communication and translation of social scientific research into pedagogical practice. This paper uses mindset theory as a case study, arguing that the social scientific theories transcending the research-practice divide tend to be those…

This article examines a longstanding university-sponsored summer internship program for doctoral students in the humanities and social sciences at the University of Michigan's Rackham Graduate School. Four years of student reflection data suggest that an internship is an enriching experiential learning opportunity that contributes to both…

Pedagogies for movement learning have been affected by a gap between natural science and social science. The gap has meant that pedagogy tend to focus relatively more on either product, material context, and normative ways of moving, or process, learners, social context, and non-normative ways of moving. Here, I suggest that philosopher and…

In analyzing the disseminated call, the commentary suggests the need for a consciousness consistent with a quote from Maya Angelou concerning identity. It is applied--in this case--to the situation of social science and specifically developmental science vis-à-vis published scholarship pertaining to communities of color. Questioned is the field's…

Debates surrounding the use of data science in educational AI are frequently rather entrenched, revolving around commercial models and talk of teacher replacement. This article explores the potential for digital textual analysis within humanities and social science education, advocating for a sociologically-driven approach that complements, rather…

I argue that what-makes-it-possible questions are a distinct and important kind of sociological research question. What is social phenomenon "P" made possible or enabled by? Results won't be about "P's" causes and causal relationships, but about its enablers and enabling relationships. I examine the character of…

Despite calls to increase the focus on explainability and interpretability in EDM and, in particular, student success prediction, so that it becomes useful for personalized intervention systems, only few efforts have been undertaken in that direction so far. In this paper, we argue that this is mainly due to the limitations of current Explainable…

This paper examines Jean Floud's assessment of the work of Karl Mannheim, against the background of the development of British sociology of education in the 1940s and 50s. She compared his approach with that of Durkheim, concluding that both adopted a focus on social statics rather than dynamics, this reflecting their conservative political…

Reflexivity, defined as the critical analysis of how one's identity and values influence their scholarship, has been underscored as a crucial element of antioppressive scholarship. Despite its importance, reflexivity, and particularly its documentation, remains relatively uncommon in school psychology scholarship. In the following commentary, we…

Scholarship on multimethod case selection in the social sciences has developed rapidly in recent years, but many possibilities remain unexplored. This essay introduces an attractive and advantageous new alternative, involving the selection of extreme cases on the treatment variable, net of the statistical influence of the set of known control…