This essay draws from a pragmatic feminist approach. It outlines the importance of relational ethics and Deweyan democracy to educational practices using the exploitative situation of emergency remote learning and women teachers to show the impact of systems that were in place before the COVID-19 pandemic, but which have become more concerning…

This paper explores how trust in teacher professional judgment has been reconstituted through the globalised trends of performative accountability and reductive data-driven logics. The article draws upon empirical research from interviews with teachers and school leaders as well as observations of teacher preparation days, classroom and staff…

The purpose of this qualitative multiple case study was to understand how leaders at two community colleges that participated in Guided Pathways used early momentum metrics (EMMs) to change institutional policies or practices to improve student success and degree completion rates. By focusing on EMMs as short-term indicators, leaders could track…

Achievement in mathematics, particularly in advanced mathematics courses (such as trigonometry, precalculus, calculus, or Advanced Placement courses), is important for long-term college and career success. However, many students--particularly students who are Black, Hispanic, or from low-income households--do not have access to advanced…

Despite long-standing efforts to address and eliminate disproportionality in special education, inequities remain and continue to negatively impact Black, Indigenous, and other students of color with Individualized Education Programs. This brief from the Western Educational Equity Assistance Center (WEEAC) supports state education agencies, local…

Collective efficacy has become a prominent feature in educational policy and practice with growing evidence that a strong sense of collective efficacy amongst educators leads to better outcomes for students. With growing interest in the importance of collective efficacy and how to cultivate it, the Collective Efficacy Tracking Tool was created to…

Educational analytics tend toward aggregation, asking what a "normative" learner does. In "The Left Hand of Data," educational researchers Matthew Berland and Antero Garcia start from a different assumption--that outliers are, and must be treated as, valued individuals. Berland and Garcia argue that the aim of analytics should…

Research from Complete College America has shown that the majority of students don't take enough credits to complete their degree on-time. While there are many factors that contribute to this, a student's ability to access the courses they need, when they need them plays a critical role in this discussion. Similarly, research has found that 65% of…

My dissertation comprises three studies designed to explore nuances of data use in education that presently confound the relationship between variation in teachers' practice of data use and student outcomes: (1) the relationships between different data sources within and across instructional practices; (2) the dimensionality of teachers' practice…

This chapter explores how the Wisconsin Technical College System Student Success Center and the Success Center for Ohio Community Colleges provided support that encouraged data-informed decision-making among 2-year college stakeholders. A case study for each Center is presented to illustrate data-related strategies and lessons learned. The…

This national snapshot presents findings on the current use of evidence by teachers and leaders in Australian schools. The authors examine attitudes towards and use of various types of evidence, and challenges and enablers in using evidence. In examining the use of evidence, they distinguish between: (1) research evidence: academic research, such…

Context: The pervasiveness of deficit-based discourses about multilingual students has long been documented in the scholarly literature. Such discourses severely erode the learning and well-being of multilingual youth. One of the spaces in which deficit-based discourses about students may be transformed is professional development. Focus of the…

This paper is based on: (1) a literature review focussing on the impact of learning analytics on supporting learning and teaching; (2) a Delphi study involving international expert discussion on current opportunities and challenges of learning analytics; as well as (3) outlining a research agenda for closing identified research gaps. Issues and…

Artificial intelligence and data analysis (AIDA) are increasingly entering the field of education. Within this context, the subfield of learning analytics (LA) has, since its inception, had a strong emphasis upon ethics, with numerous checklists and frameworks proposed to ensure that student privacy is respected and potential harms avoided. Here,…

Education practice often requires teachers and other school personnel to adapt interventions over time in order to address between-student heterogeneity in response to intervention (e.g., what works for one student may not work for the other) or within-student heterogeneity (e.g., what works now may not work in the future for the same student). An…