This paper adds an algorithmic epistemology perspective to previous works that examine the datafication of subjective social and emotional characteristics, perceptions, and behaviours. The paper employs a comparative epistemological approach to explore two behavioural educational platforms: RedCritter Teacher and Panorama Education. We unpack…

By using equity theory through a social justice lens, the authors intend to highlight how data are currently being used to solve the "what" and not the "why" as it relates to achievement gaps for marginalized students in urban settings. School practitioners have been utilizing quantitative data, such as district and state…

Decades of research show that exclusionary discipline practices (e.g., office discipline referrals, suspensions) are disproportionately applied for specific racial groups. Losen and Skiba (2010) found that African American students are three times more likely to be suspended as their White peers. Although the problem of disciplinary inequity is…

For years, schools have tended to approach budgets with some basic assumptions and aspirations and general wish lists but with scant data to drive the budget conversation. Suppose there were a better way? What if the conversation started with a review of the last five to ten years of data on three key mission- and strategy-driven indicators:…

This paper explores the growing importance of measures of progress in judgements of schools' effectiveness in England, with a focus on the role of the early years (settings for children aged 2-5) in providing data for these measures. Qualitative data from a research project involving three diverse school-based and pre-compulsory early years…

Education reform efforts have mandated the use of student achievement data in schools. This Q-methodology study investigates the perceptions of principals and teachers about how data are used or misused. Principals in the sample were found to use data mostly to evaluate the school, make improvements, and model best practices of data use. Teachers…

To meet the constantly changing needs of schools and diverse learners, educators must frequently monitor student learning, revise curricula, and improve instruction. Consequently, it is critical that careful analyses of student performance data are ongoing components of curriculum decision-making processes. The primary purpose of this study is to…

The word "data" connotes math, science, and technology: digits and quantifiable units. Data imply objectification--reducing ideas, and perhaps even students and teachers, to products that can be measured and compared. Ironically, however, this conception of data is itself reductive, and it minimizes the richness and potential of data.…