Data ethics have emerged as an essential topic in education. Educators must know how to use data effectively and responsibly. This is a complex and systemic issue that involves bringing awareness to all stakeholders, building human capacity, modifying policy, and considering equitable solutions to data use. This article posits an initial framework…

In this review, I examined the last two decades of research on data use in education to outline the ways in which principals used data to inform their own leadership practices. I found three themes: first, student achievement data were the most widespread form of data that principals used; second, principals' work has been reshaped by teacher…

Higher education has faced increased pressure to prove its quality through 'economic efficiency' and 'value for money', thrusting institutions into what researchers call an 'audit culture'. This study explores whether and how the audit culture has impacted educational developers in Canadian post-secondary institutions. Results include a summary of…

National interest in using school climate as an accountability measure makes it important to understand how school leaders view and make use of school climate data. The purpose of this study was to investigate how school and district administrators use climate data in Virginia, where a statewide school climate survey is annually administered.…

State and federal policymakers "see" school performance via formal measures -- data collected with attendance sheets and standardized tests. Such an approach, though not without its merits, is extremely limited and inherently exposed to the threat of systematic misperception and unintended consequences, especially as policymakers try to…

Undergirded by "economic theory of the principal-agent problem", the study investigated secondary school teachers' perception of the influence of large-scale testing accountability on teaching and learning. Cross-sectional survey design was used. Simple random sampling was also employed to select 200 teachers for this study. The…

Parents and the public use accountability data to judge if schools are doing a good or a bad job educating their students. However, using the current data, schools perceived as "good" tend to be in better-resourced districts and enroll higher percentages of wealthy and white students. Schools perceived as "bad" tend to be in…

In today's data-driven and data-informed educational landscape, leaders face increasing pressure to make decisions and present results based on what appear to be comprehensive statistical analyses. However, the ethical implications of these responsibilities can be complex, particularly when statistical results carry the potential to be…

Purpose: This study investigated the links between states' principal evaluation policies and student achievement. We focused on three levers that policymakers have used to hold principals accountable for improving student achievement: (1) including student academic growth data, (2) mandating observations of principal behavior (site visits), and…

Shifts in the education system to more student-centered learning will require state and local education agencies to rethink how they do their work. Current accountability systems focus on compliance with standards, as demonstrated in annual summative assessments. Mark Elgart explains that a new approach to accountability will offer more authentic…

Contemporary research on preservice teachers' data use opportunities, coursework, and interventions typically focuses on preservice teachers' perceptions about data use comfort, confidence, and preparedness. Despite the contribution of such research to understanding the efficacy of approaches to teacher preparation, understanding preservice…

The rapid recent use of learning analytics (LA) in higher education, specifically during the COVID-19 pandemic, allows the monitoring of users' behavior while learning. Using LA may promote students' learning outcomes but also intrude into their privacy. This study aimed to explore students' behaviour and perceptions towards privacy and data…

Early intervention (EI) home visitation programs are central to delivering services that support infants and toddlers displaying developmental delays or disabilities and their families. Entities that oversee such programs continually seek to strengthen the quality of program practices. The "Getting Ready" approach is a professional…

Despite the growing number of researches about performance-based accountability (PBA) in education, there is still scarce evidence on the mediating role of subjective variables (e.g., perceived pressure and alignment to PBA mandates) in the enactment of PBA in socially disadvantaged contexts. This is paradoxical because marginalized schools are…

The use of digital technologies within schools is leading to the increased generation, processing and circulation of data relating to students. To date, academic research around this 'datafication' of schools and schooling has tended to focus on institutional issues of governance and commercialisation, with relatively little consideration of…