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…

The U.S. education system is facing severe challenges, including student learning loss, declining academic performance, a youth mental health crisis, and increasing absenteeism. Yet these challenges also provide a catalyst for transformational change. But a new paradigm for education cannot be done without the support for transformative school…

This study examines what forms of data school leaders use, how they matter for students' learning, and which school contexts matter for such leadership practices to succeed. Utilizing hierarchical linear modeling, we analyzed survey responses from 1,381 school leaders and administrative data from 269 Florida schools. We find that although school…

State leaders are grappling with generation-defining challenges as they work to fully understand and address the impact of the pandemic on students and communities. As leaders turn their attention to the upcoming school year, data continues to be a critical tool for informing recovery efforts. Data Quality Campaign's (DQC) 2021 public opinion…

After decades of accountability and market-based reforms in education, school systems are now organizing more around improving teaching and learning. Yet these efforts frequently yield unintended, superficial, or even counterproductive changes at the school level. In this article, Maxwell Yurkofsky develops the concept of technical ceremonies as a…

This qualitative case study identified how rural school principals utilized the transformation turnaround model in conjunction with the eight turnaround principles to promote and sustain academic success within their schools. The transformation turnaround model focuses on the following key strategies: replace the principal and work towards…

Juxtaposed with the emerging body of literature about datafication in schooling, this paper examines the increasing encroachment of data into the Japanese education system, in particular, the use of data associated with standardised academic assessments for governance purposes. In so doing, we use the Japanese 'case' to expose the possible limits…

In 1989, New Zealand started to follow an international trend of reforming education policy according to the neoliberal principles of competition, choice and self-managing schools. Since then, the increasing availability of digital data in schools has corresponded with the development of student achievement measurement tools and benchmarking of…

This report describes examples of actions that school principals have taken in trying to lead turnaround. Most principals have either not worked in a turnaround situation or have fallen short in a turnaround attempt, despite their best efforts. Not all of the principals highlighted in this report have successfully turned around their schools, but…

This publication describes new ways that States redesigning their educator effectiveness systems are measuring growth in student achievement, including value-added models and student learning objectives. The publication concludes with a brief discussion of communicating the results of student growth measures, such as monitoring correlations…