Predictive analytics is widely used in various domains, including education, to inform decision-making and improve outcomes. However, many predictive models are proprietary and inaccessible for evaluation or modification by researchers and practitioners, limiting their accountability and ethical design. Moreover, predictive models are often opaque…

Following a randomized controlled trial that showed effectiveness of an equity-centered positive behavioral interventions and supports (PBIS) professional development intervention on student discipline in elementary schools, we studied the extent to which the intervention had differential effects on individual teachers' use of exclusionary…

This report derives its findings from Summer/Fall 2023 phone interviews with 22 facilitators and eight administrators following their participation in Math for All during the 2022-23 school year. The findings, summarized below, provide insight into the implementation experience, including challenges, areas of success, and plans for sustaining and…

Colleges and universities are increasingly turning to algorithms that predict college-student success to inform various decisions, including those related to admissions, budgeting, and student-success interventions. Because predictive algorithms rely on historical data, they capture societal injustices, including racism. In this study, we examine…

This article explores a promising new approach to college admissions: direct admissions. Direct admissions bypasses traditional college admissions processes such that students are automatically and proactively admitted to college. There are both state and institutional direct admissions systems. In some state-level programs, all students are…

This paper presents a vulnerability framework as a means to contextualize inequities in reading achievement among children who are vulnerable to poor reading outcomes. Models to understand vulnerability have been applied in the social sciences and public health to identify population disparities and design interventions to improve outcomes.…

It has only recently become possible to assess librarian staffing at school level, due to the long interval between the two most recent datasets from NCES's periodic sample survey of schools. In 2023, the National Teacher and Principal Survey (NTPS) released long-awaited 2020-21 school-level data--the first from that survey since 2015-16. These…

We center the voice of Dwyan Moore, a Black 12-year-old boy, during his transition of being diagnosed with a learning dis/Ability. We do so to grapple with the problem of disproportionate representation in special education along race and dis/Ability, with particular attention to educational leadership. Disproportionate representation is a…

This report examines common practices in providing support to deaf students across various postsecondary institutions in the United States, identifying both successful strategies and areas needing improvement. By evaluating the availability and effectiveness of services such as speech-to-text and interpreting, this report highlights gaps and…

This study examines how a mathematics professional learning (PL) program can contribute to building the capacity of local facilitators to implement PL designed to make high-quality instruction accessible to all students. Thirty-one local facilitators were trained in the use of the Math for All PL program and implemented it over one school year.…

This article explores the use of Extended Reality (XR) technologies, such as Augmented Reality (AR) and motion capture, in mathematics instruction, specifically focusing on geometry learning. Our research highlights the challenges students face in learning geometry due to its abstract nature and the potential of XR technologies to create…

Systems for learning and producing knowledge, such as career and technical education (CTE), often reproduce inequities unless an equity-focused lens is used when designing, implementing, and evaluating programs. This framework presents guidance for conducting CTE research with an intentional focus on equity. Developed by the CTE Research Network's…

It is particularly important to identify and address issues of fairness and equity in educational contexts as academic performance can have large impacts on the types of opportunities that are made available to students. While it is always the hope that educators approach student assessment with these issues in mind, there are a number of factors…

The goal of the Maximize Program is to collaborate with educators to develop resources and procedures to facilitate teachers' use of equity-focused behavioral supports. In this study, we describe teachers' responses to the first iteration of the interactive Maximize Technology Platform. Ninety elementary school teachers from three schools were…

To address inequality, philanthropists support "no excuses" schools in majority-Black low-income communities. While the model has raised achievement, its practices are problematic from a social justice lens. Montessori is a highly contrasting model, and over 25% of public Montessori students are Black. Here we examine whether Montessori…