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Selling Student Success: A Critical Analysis of Predictive Analytics Vendors in Higher Education
As predictive analytics become increasingly embedded in higher education, commercial vendors offering these tools play a growing role in shaping institutional decision making, particularly through identifying students deemed “at risk.” In this qualitative study, we analyzed 132 publicly available materials from 15 vendors to examine these companies’ marketing of predictive analytics. Drawing… more →
Discipline Beyond Suspensions: Racial/Ethnic Disparities Across the Spectrum of Disciplinary Actions
Little research examines whether the alternatives to suspension reduce racial/ethnic discipline disparities. Using unusually rich administrative data from a large district in the South, we investigate how schools use a range of disciplinary actions and the racial/ethnic gaps in their use. School leaders may respond to discipline incidents with a variety of guidance-based and punitive actions,… more →
Conditional Hypothesis Generation for LLM-Based Text Analysis with Researcher-Specified Covariates
A core goal of computational social science is to discover interpretable differences in how language varies across outcomes of interest, such as political affiliation or instructional quality. Recent LLM-based hypothesis generation methods describe such differences in natural language, but select for globally discriminative patterns without accounting for covariates — identified through… more →
“Does it fit in a box we can check off?” The interpretive work of identifying doubled-up homeless students
Identifying doubled-up homeless students is crucial to securing their educational rights and understanding the extent of housing insecurity among school-aged children. Drawing on a survey and focus groups conducted with NYC district and school staff, we introduce interpretive work as a central but underexamined feature of the identification process.
Teacher Localness, Early-Career Effectiveness, and Retention
Recruiting locally connected individuals has gained policy attention under recent “Grow-Your-Own” initiatives, yet evidence linking teacher localness to student achievement and retention is limited. Using statewide Maryland data on teachers’ high school enrollment, postsecondary training, prior school employment, and certification, we examine three dimensions of localness: growing up locally,… more →
Family Language Transmission Under Institutional Language Regimes Shapes Adolescent Mental Health Through Peers
In many societies, institutional languages shape participation, recognition, and belonging, while families transmit language backgrounds across generations. These inherited backgrounds may contribute to children’s communication and, once children enter shared peer environments, to the experiences of their classmates. I show evidence that family language backgrounds travel across households… more →