While the use of inferential statistics is a nearly universal practice in the social sciences, there are instances where its application is unnecessary and potentially misleading. This is true for a portion of research using administrative data in educational research in the United States. Surveying all research articles using administrative data…

In this paper, we argue that in order to bind Teach For All's universalizing statement of problems and solutions to the specificities and the special conditions of member programs' local contexts, what is needed is a shared set of discursive practices, a way of bringing together the commonalities found in each country while separating the noise of…

The past few decades have witnessed a global enforcement of "governance by data" in education policy, including a significant increase of assessments and quantified evaluation. Within this context, this article focuses particularly on the intensifying evolvement of new (digital) information technologies and "mediated"…

Throughout history, a disproportionate number of learners have been tracked into terminal vocational programs based on their race, income, gender and disability, leading to jobs with uncertain promise of economic growth and prosperity. While the quality of Career Technical Education (CTE) programs has significantly improved since then, many…

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…

Data-driven decision making continues to be a growing educational reform initiative across the globe. The effective use of data requires that teachers develop the knowledge and skills to analyze and use data to improve instruction. The purpose of this article is to examine teachers' capacity for and beliefs about data use. These issues are…

The use of big data in smart cities poses new questions about higher education and community-university engagement practices in addressing longstanding social and economic exclusion in urban communities. Drawing on transdisciplinary ideas in higher education, cultural theory, and science and technology studies, primary concerns in the era of big…

This chapter presents various definitions of big data and examines some of the assumptions regarding the value and power of big data, especially as it relates to issues of equity in community colleges. Finally, this chapter ends with a discussion of the opportunities and challenges of using big data, critically, for institutional researchers.

At the federal level, leaders can promote policies that reduce burdens on states, encourage collaboration across agencies, and help build the capacity of stakeholders to use data while ensuring the privacy of student information. The annual "Data for Action" survey measures states' progress toward achieving the 10 State Actions to Ensure…

Wikis continue to be used within technology environments of K-12 and higher education because they offer a collaborative environment for students to produce and receive content in concert with each other or on an individual basis (Kirkham, 2014). These online spaces are typically used as a course management system where students can both receive…

This article makes the case for an approach to reflective practice (RP) that is both evidence-based and data-led. We argue that, while RP within the field of TESOL enjoys a relatively high level of acceptance and status (perhaps even an orthodoxy), it has little corresponding knowledge base that demonstrates how RP "gets done". We…

State leaders are increasingly focused on improving college and university programs that prepare teachers as a route to a high-quality teacher workforce. This work requires significant data capacity to reliably and securely link teachers with their students' achievement and growth data with the state's teacher preparation programs. This fact sheet…

Educators, administrators, and policymakers are all working to ensure that students graduate high school ready for success in college and the workforce. High school feedback reports, reports that provide information on how a class of high school graduates fares in postsecondary, let school and district leaders know where their students go after…

This chapter provides a conceptual model that academic leaders can use to navigate the complex, and often contentious, organizational terrain of academic program development. The model includes concepts related to the institution's external environment, as well as internal organizational structures, cultures, and politics. Drawing from the…

It is often difficult and costly to obtain individual-level student achievement data, yet, researchers are frequently reluctant to use school-level achievement data that are widely available from state websites. We argue that public-use aggregate school-level achievement data are, in fact, sufficient to address a wide range of evaluation questions…