Despite increasing calls to build equitable data infrastructures, the education field has yet to have a shared guideline around equitable education data management and stewardship. To address this gap, we propose one framework from the data governance literature: the FAIR (Findable, Accessible, Interoperable, Reusable) data management principles…

This book addresses governing by numbers and human capital policy in higher education by asking how higher education is quantified, how the quantitative information is used in educational governance, and how the information is perceived by students, teachers, managers, and policymakers, and affects decision-making. It also thematically discusses…

Data infrastructures exist in a variety of formats. This article draws on the insights of senior personnel involved in developing a new data dashboard in one state jurisdiction in Australia. While literature on dashboards often focuses on the teachers and learners influenced by them, there is less attention to those involved in their development…

The use of data to govern education is increasingly supported by the use of knowledge-based technologies, including algorithms, artificial intelligence (AI), and tracking technologies [Fenwick, T., E. Mangez, and J. Ozga. 2014. "Governing Knowledge: Comparison, Knowledge-Based Technologies and Expertise in the Regulation of Education."…

Data infrastructures are suffused with stories of their past, present, and future that govern their use. This article draws on research into 'OneSchool', the state schooling data infrastructure used to manage student data in Queensland, Australia. The political, social, and technical histories of OneSchool's development are shown to govern its…

The rise of data collection in the public and private sectors has presented policymakers with an unprecedented opportunity to leverage vast amounts of data to create more efficient systems, improve program performance, and drive equitable outcomes. Empowering policymakers and practitioners with functional access to accurate data has the potential…

This study focus on how administrators in districts approach data and data use in education differently. Based on data material from local policy documents, interviews with district administrators and observations from meetings with district administrators, school leaders and teachers, we reveal how different views on learning outcomes manifest in…

Over the past several years, policymakers across the country have enacted and updated policies designed to address safe data use in modern and evolving classrooms; now, changes in teaching practice are happening on an unprecedented scale and pace following the rapid transition to online learning. States will need to move quickly to provide student…

Research interest in educational governance has increased in recent years with the rise to prominence of transnational organisations such as the Organisation for Economic Co-operation and Development (OECD) and the importance attached to international comparison of educational systems. However, rarely do educational researchers consider the…

Since the 1990s, European school policy has been steered by management dreams that systematic monitoring and assessment would guide schools and society toward a future of greater quality, efficiency, and growth. This article, drawing on Jean Baudrillard, explores whether it makes sense to rearticulate this dream of optimization by assessment in…

Amid rising concerns in recent decades about the performance, equity, and efficiency of education systems, policy-makers worldwide have sought to reform educational governance. Key reform elements include standardized testing, teacher monitoring and evaluation, and accountability, often in combination with other features such as decentralization…

Determining whether a state's young people are on track for a life of opportunity is a difficult task for governors and state leaders. States can be both awash in data and unable to easily access and use that data to inform policy. State longitudinal data systems that meaningfully connect workforce, higher education, K-12, and early childhood…

This playbook provides ways in which Higher Education Agencies (sometimes referred as the State Higher Education Executive Officers) and teams can blur the lines between high school, postsecondary education, and the workforce. Higher Education Agencies (HEAs) play a significant role to Raise the Bar for student success by developing an…

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…

This article explores the deployment of numerical criteria in the practices of steering by presenting a local case of governing early childhood education (ECE). In this case, a specific numerical tool for governance, namely, child-staff ratio is used in various ways in the everyday life of preschools. This paper uses data from interviews of…