The extent to which teachers collect, interpret, and use information from multiple data sources is a key distinction between novice and expert data users. Understanding and exploring this dimension of teachers' instructional decision making requires a shift in contemporary perspectives toward the interconnectedness of data sources within teachers'…

This paper examines processes of datafication in early childhood education (ECE) settings for children from birth-five years in England and how this relates to increased formalisation. Unusually, ECE in England includes a standardised curriculum and formative and statutory assessments; thus it has been described as subject to both datafication and…

The Wabash National Study was created by the authors of this article in the early 2000s as a response to increasing pressure for institutions to get serious about assessment. The Wabash National Study was a multimillion dollar, 40-plus-institution, longitudinal research and assessment project that measured liberal learning outcomes and the good…

Data use in teaching is at the heart of current educational policy and school improvement efforts. Dispelling magical thinking that it is a simple solution to underachieving schools, this timely book explores what data use in teaching really is, how it works in theory and practice, and why it sometimes fails to achieve expected goals. Drawing on…

In this essay, disciplinary "convergence" is offered as a construct that references the blurring of disciplinary walls, academic borders and institutional divisions, a construct that can frame conversations about the role of disciplines in addressing today's student needs in higher education. Convergence as a construct allows for a…

This chapter provides guidance and encouragement about working with assessment data to improve practice and includes a research primer.

This interview-based study explores the nature of reflective practice among postsecondary faculty by examining the types of teaching-related data faculty use during their reflection, their reflective practice process, and the contextual factors that influence that process. Our findings indicate faculty drew on both numeric and non-numeric data…

The ability of a scientific discipline to build cumulative knowledge depends on its predominant method of data analysis. A steady accumulation of knowledge requires approaches which allow researchers to consider results from comparable prior research. Bayesian statistics is especially relevant for establishing a cumulative scientific discipline,…

Knowledge mobilisers (people who move knowledge into action) face a number of challenges. These include making sense of diverse definitions, navigating through fragmented literature and identifying helpful models and tools. This paper presents a framework designed to help. Based on a review of 47 knowledge mobilisation models, it consists of four…

While designs of professional learning have expanded exponentially beyond the required-attendance inservice day workshop model, infusing meaningful data into daily decisions and conversations has not gained as much traction. Leaders of professional learning are increasingly coming under pressure to demonstrate that evidence is not an anathema in…

In a randomized controlled trial of a teacher data-use intervention, the Linking Study tested the impacts of a cyclical and collaborative process that linked teachers' data on instructional practice with data on their students' learning. This article describes the theory of the intervention and its roots in the literature as a backdrop for an…

By the first decade of the 21st century, the idea of data use in education had swept into U.S. schooling from other fields, such as manufacturing, sports, and medicine. Its enthusiasts included funders, entrepreneurs, policymakers, and district leaders eager to help foster the use of data in schools. They argued that data could drive…

The use of data to improve learning, instruction and student achievement has been a popular educational intervention in countries across the globe. Yet, with all the available data generated by standardized tests or through the course of instruction, systematic use of data as a lever for school change still remains elusive. This article is an…

Thanks to extraordinary and exponential improvements in data storage and computing capacities, it is now possible to collect, manage, and analyze data in magnitudes and in manners that would have been inconceivable just a short time ago. As the world has developed this remarkable capacity to store and analyze data, so have the world's governments…

This study investigated how teachers who support children with learning difficulties utilise psychologists' reports in their teaching practice. Previous research has examined teachers' preferences for how reports should be written, rather than how they might be used. Semi-structured, qualitative interviews with 12 teachers (seven primary, four…