Schooling in Australia has become subject to increased processes of data-based governance. This article draws upon the insights of an experienced teacher, 'Meriam', who, having taught more than 34-years over almost a 50-year span, reflected upon the nature of such changes. Utilising theorising in relation to datafication processes and…

The Aurora Institute has released state policy recommendations to enable our education system to transition from an industrial age "one-size-fits-all" model, to a future-focused model that supports education innovation, student agency, builds knowledge, and prioritizes mastery of skills and knowledge over seat time. The six identified…

In an international policy environment of intensified high-stakes accountability, pupil assessment data are an invaluable commodity and critical indicator of both school and teacher effectiveness. Teachers' engagement with pupil data and the associated experiences of increased accountability are of great consequence, and highly contentious for…

The purpose of this commentary is to push the boundaries (real and perceived) of how we think about teacher accountability, education and the purpose of schooling in contemporary times. It takes as a starting point a view that recent changes to the Every Student Succeeds Act does little to shift the underpinning logics of high-stakes teacher…

Under emerging policy structures in California, the responsibility for school improvement is increasingly placed upon local school districts, with County Offices of Education (COEs) playing a critical support role. In this system, districts are responsible for school improvement, with counties in charge of ensuring quality across districts and…

The notion of schools as "loosely coupled" organizations has been widely discussed in the research literature. Many argue it is either a protective mechanism for schools to buffer external pressure or a barrier for implementing new reforms. Against the backdrop of systemic change and accountability, we applied a two-level hierarchical…

A long overdue, much needed transformation is underway in the higher education system. It started a decade ago, when federal and state policy­makers first began to collect data on what students earn after pursuing a postsecondary education. But new data are fundamentally differ­ent. Unlike broad-based national statistics, such as how much someone…

The current accountability conversation in teacher education is the direct result of the policy paradigms that shape our understandings of schooling and reform. The authors present cases from Georgia and Missouri illustrating how these policy paradigms have resulted in outcomes-based accountability initiatives for teacher education. Specifically,…

Tarrant County College's Achieving the Dream transformation has not only changed the college but all who engaged in the initiative. In four years, through ATD TCC became a college with one purpose, one goal, and one focus--student success through data informed decision making. From TCC Chancellor Dr. Erma Johnson Hadley to campus administrators,…

Data has played an important role in England's recent school improvement journey. The evolution of the approach has not been perfect but the National Pupil Database has become a vital tool for health checking the education system, driving accountability, directing education policymaking, and tracking the educational attainment of key vulnerable…

The implementation of personalized learning (PL) models is growing rapidly; however, research on these models is limited. In particular, little is known about teachers' experiences as they implement technology-based PL models. Additionally, few studies have sought to understand how teachers make sense of PL. Examining teachers' experiences with…

The contemporary English policy discourse in higher education of "Putting Students at the Heart of the System" has led to an increasing use of managing by performance "smart-data" reinforcing a consumer-led representation of students as "partners" in the "business of learning" within the academy. This…

The pivot point for educational change is now firmly placed with the district, rebalancing the position of the state and the school relative to the local education agency (LEA). The state education agency (SEA) has been shifting its emphasis for decades, from a compliance-focused authority to a change agent equipped with systems, processes,…

This commentary on the special issue on data use highlights the distinctions between data systems intended to improve the performance of school staff and those intended to hold schools and districts accountable for outcomes. It advises researchers to be alert to the differences in the policy logics connected with each approach.

In this case, Sharon Rowley, a veteran principal, volunteers to participate in a new community-driven accountability initiative and encounters dilemmas about what it means to be a "data-driven" instructional leader. This case provides an opportunity for aspiring school leaders to explore and apply data-use theory to the work of leading…