EdWorkingPapers
Who Belongs in Math? Gendered Peer Math Beliefs and Girls' Gender Beliefs, Math Beliefs, and Achievement
This paper studies how exposure to gendered peer math beliefs shapes girls' gender-math beliefs, their own math beliefs, and mathematics achievement. I exploit quasi-random variation in girls' exposure to peer math beliefs generated by random classroom assignment at entry into Chinese middle schools. Exposure to girls' and boys' peer math beliefs has opposite effects on gender-math beliefs: girls… more →
“Can we fight this fight?”: How Racial Politics Shape the Implementation of Culturally Responsive and Sustaining Education Teaching Standards
In this study, we investigate the role of teacher education (TE) programs in filtering the implementation of Culturally Responsive and Sustaining Education teaching guidelines in Pennsylvania. Drawing on a comparative case study of three TE programs across diverse institutional and political contexts, we find that implementation varied from surface-level adoption of the guidelines to deeper… more →
Head Start Plus: The Case for Piloting a Cadillac Public ECE Program
The long-term impacts of early childhood education (ECE) programs at scale are smaller than those produced by influential demonstration programs half a century ago. Several factors likely contribute, some of which are in the control of policymakers and the designers of ECE programs (e.g., targeting and quality), and some of which are not (quality of conditions for children not served by ECE… more →
23 Years of State Pre-K Expansion: How States Balance Investment, Access, and Quality in the Modern Era
We describe state-funded pre-kindergarten (pre-K) expansion in the modern era from 2002 to 2024, documenting patterns of investment and reach. Although spending and enrollment increased substantially, states pursued widely varying expansion strategies. A 200% increase in pre-K enrollment did not reduce spending on enrolled children. Instead, we observed an average increase of 21% in per-pupil… more →
Unpacking Treatment Effect Heterogeneity in a Large-Scale Dropout-Prevention Experiment
Timely high school completion is a critical step in successful transitions to post-secondary schooling and the labor market. This randomized controlled trial, deployed in two urban, disadvantaged school districts, tests the effectiveness of a mature and comprehensive student-support program on an unusually large scale (n=2,528). While overall effects on graduation rates are small and… more →
Mapping the Mechanisms of Interdisciplinary Learning Transfer from Reading to Math Achievement: Evidence from a Large-Scale Randomized Controlled Trial
Far transfer—the application of learning across distant domains—remains elusive in intervention research, and even when it is found, its mechanisms remain unclear or unexplored. This study analyzes data from the Model of Reading Engagement (MORE), a sustained content literacy intervention implemented in Grades 1-3 that demonstrated positive treatment effects on both near transfer reading and far… more →
Tracking to Retain Higher-Income Students: Evidence from the Addition of Advanced Courses
Public schools may introduce academic tracks to attract or retain higher-income students. The role of intra-school policies in shaping higher-income families’ demand for public schools has been underexplored. Using variation in the timing of advanced course introductions in Texas high schools, I find that adding an advanced course increases lower-income students’ share of higher-income classmates… more →
Do Faculty Affect Student Partisanship?
We study whether Democratic college professors make their students more liberal. We link voter data to salary records from 33 state flagships and show that faculty skew Democratic, especially in the humanities and social sciences. We then use student transcripts from one flagship to estimate causal effects. Students become more liberal during college regardless of major and sort toward… more →
An Applied Researchers’ Guide to Estimating Effects from Blocked Cluster Randomized Trials: Estimands, Estimators, and Estimates
Blocked cluster randomized trials (CRTs) are widely used to evaluate educational interventions. In such trials, researchers face critical choices about how to define and estimate the average treatment effect (ATE). These choices—both the estimand (e.g., person- vs. cluster-weighted) and the estimator (e.g., regression models, multilevel models)—can influence study conclusions. This paper provides… more →
An Analysis of Academic School Spending in Higher Education
Academic schools, such as colleges and their constituent departments within larger universities, are increasingly being expected to increase revenues and reduce expenditures in a challenging financial environment. Yet relatively little is known about schools’ resource allocation decisions. In this research, I used detailed personnel spending data from HelioCampus to examine personnel expenses per… more →
School-Based Support Staff and Chronic Absenteeism: Evidence from North Carolina
In this paper, I investigate the causal impact of school-based support staff on student absences and chronic absenteeism using the introduction of the Child and Family Support Team (CFST) program in North Carolina. Introduced during the 2006/07 school year, the CFST program funded two-person teams composed of a nationally-certified school nurse and a state-licensed school social worker in 43… more →
No Pay? No Way! Teacher Compensation Reforms and the Market for Graduate Degrees
Graduate degrees in education serve as both a salary-boosting credential for teachers and a vital revenue source for institutions. But given a lack of evidence of their effectiveness, reformers have sought to decouple teacher pay from these credentials. Without a wage premium, educators may skip advanced study, reducing enrollment at nearby universities. Using a natural experiment in Tennessee,… more →
Better Together? Female Instructors, Female Advisors, and Women’s Persistence in Economics
Female instructors and female advisors each matter for women’s persistence in economics. We ask whether the two work better together than apart and whether this is specific to women. Using administrative records from a broad-access public university, we combine quasi-random instructor assignment with plausibly exogenous advisor assignment. Among women, the share taking an advanced economics… more →
Why Fadeout is (Probably) Worse Than We Think: Adjusting for Correlated Sampling Error in Meta-Analyses of Behavioral Interventions
The extent to which intervention effects persist or fade over time is an important question in the behavioral sciences. In meta-analysis, persistence is often assessed by meta-regressing effect sizes at followup on effect sizes at endline. While common, the standard meta-regression does not adjust for the shared sampling error between effect sizes across time points. We show that in general,… more →
Mechanisms of Effect Size Differences Between Researcher Developed and Independently Developed Outcomes: An Item-Level Meta-Analysis
Differences in effect sizes between researcher developed (RD) and independently developed (ID) outcome measures are widely documented but poorly understood in education research. We conduct a meta-analysis using item-level outcome data to test potential mechanisms that explain differences in effects by RD or ID outcome type. Our analysis of 54 effect sizes from 32 studies shows that greater… more →
“A Ragtag Team of Like[-Minded] Individuals Who Are Willing to Help”: The Implementation and Evolution of Student Support Services at Community Colleges with Promise Programs
As promise programs have become increasingly popular at community colleges, these institutions have either created or repurposed student services for their promise students, in addition to covering their tuition and fees. Using a multiple case study design, we interviewed 32 community college administrators and analyzed documents to understand how support services associated with promise programs… more →
Racial Status Threat and Anti-DEI Efforts in Local School Districts
This study draws on political science theory to analyze how perceived status threats to White social dominance influence local educational politics. We examine the relationship between racial status threat (RST) and the rise of anti-diversity, equity, and inclusion (DEI) ideas (contentious school board elections and book challenges) and policies (policy enactments and book bans) in U.S. school… more →
The Effect of Retention Threat on Student Learning Gains: Evidence from Ohio
Grade retention policies create incentives for students to make adequate progress ahead of evaluation. The threat of retention thus has the potential to affect all students’ academic outcomes, increasing achievement especially among students with test scores near the retention policy’s threshold. By using unique data from Ohio which allows us to implement a regression discontinuity design, we… more →
The Geography of Gifted Education: Exploring School and Neighborhood Predictors of Access to Gifted & Talented Programs in New York City
This study examines the community factors associated with the presence and geographic availability of Gifted and Talented (G&T) programs across New York City public schools from 2010 to 2024. Using machine learning methods (Random Forest and Classification Trees) and cross-classified multilevel logistic regression, we identify school and neighborhood characteristics associated with G&T… more →
An inequitable distribution of teacher talent: How micropolitics shape the master schedule
Each year, school leaders must balance the competing interests of students and teachers when creating the master schedule and assigning teachers to courses. Using a micropolitical lens, this study draws on interviews with 17 secondary school leaders to examine how they navigate this process. We find that the course assignment process is largely centered on teacher satisfaction, with teacher… more →
The Labor Market Value of Community College Bachelor’s Degrees: Initial Evidence from a Resume Audit Study in Early Childhood Education
Community colleges are more financially, academically, and geographically accessible than four-year colleges. Despite most community college students intending to earn a bachelor’s degree, few transfer to a four-year institution and even fewer earn bachelor’s degrees, leading policymakers to explore alternative strategies for increasing postsecondary access and success. Community College… more →
Sustaining AI-Enabled Student Support: A Four-Year Implementation and Impact Study
AI-enabled chatbots are increasingly used to support student success, yet evidence on their long-term sustainability and impacts remains limited. We examine the implementation of an AI-enabled text-messaging chatbot at a large, urban public university. Drawing on system observation, discussions with administrators, and a four-year randomized controlled trial, we assess institutional conditions… more →
Parental Health Behaviors Spill Over Through Peers to Shape Risk Environments and Adolescent Mental Health
I study whether peer-family health composition affects adolescent risk environments, school relationships, and mental health. Using nationally representative data from the China Education Panel Survey, I exploit quasi-random variation in the share of a student's middle school classmates whose parents report that they never smoke and never drink. A one-standard-deviation increase in exposure to… more →
The Role of Course Delivery Modality in Dual Enrollment
Dual enrollment, or college courses offered in high school, can be delivered using a variety of modalities. Conducted in North Carolina, this study uses a statewide dataset to examine participation in and outcomes for three different delivery modalities for general academic courses and Career and Technical Education (CTE) dual enrollment courses: 1) on the college campus; 2) online; and 3) at a… more →
Making Civics Salient: Local Political Knowledge for Democratic Participation
Civic education can provide students with the knowledge, skills, and dispositions to become informed and engaged citizens. However, empirical research reveals that civics curricula have achieved limited or inconsistent success in meeting these democratic imperatives for young people in a pluralistic and multiracial United States. Drawing from scholarship on personal issue salience and local… more →
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 on… 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 →
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, but… 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. While the broad and flexible federal definition… more →
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 →
Course Failure in Dual Enrollment and the Impact on College-Going
Dual enrollment (DE) has expanded rapidly as a strategy to broaden access to college-level coursework, particularly for students historically excluded from advanced academic opportunities. This study examines the characteristics of students who fail dual enrollment, the consequences of failure, and whether attempting DE retains value even for students who do not succeed. Using administrative data… 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 →
Resegregating the Academy: How Anti-DEI Politics Dismantle Faculty Racial Equity Infrastructure
Since 2021, state legislatures and then the federal government have moved to dismantle programs and offices built over seventy-five years to reduce barriers for racially marginalized people in American higher education—losses largely examined in scholarship and media piecemeal, one policy or state at a time. We argue that the supports under assault constitute a system of faculty racial equity… more →
Examining the Relationship Between Randomization Strategies and Contamination in Higher Education Interventions
Randomized controlled trials (RCTs) are the reference method for causal inference. To conduct field experiments in educational settings, study design must balance statistical power with the risk of treatment-control contamination. This study investigates both crossover and spillover contamination in a large-enrollment, in-person college course in which we tested an AI-enabled chatbot intervention… more →
The Maternal Labor Market Effects of State Pre-K Funding
Public pre-kindergarten (pre-K) is primarily designed as an educational policy for young children but has attracted attention as a potential lever to support maternal employment. This study provides national evidence on the maternal labor market effects of state pre-K funding, exploiting variation in public investment across states and over time (academic years 2002-2024). Using a triple-… more →
Institutional Resources or Changing Compositions? Unpacking Neighborhood Effects on Education
Children in neighborhoods marked by concentrated poverty and racial isolation face persistent educational barriers, yet the mechanisms underlying neighborhood effects remain poorly understood. This study employs a multi-method analysis of the Near North Side Choice Neighborhoods Initiative (CNI) in St. Louis, Missouri—the nation's largest mixed-income redevelopment program—to unpack two core… more →
Teacher Sorting and Preferences over School Disadvantage: Evidence from Performance Pay in Texas
In this paper I study how performance-based compensation affects teacher mobility and sorting using the Texas Teacher Incentive Allotment (TIA), a statewide program introduced in 2019. TIA gives teachers a tiered quality designation, Recognized, Exemplary, or Master, based on performance evaluations and value-added measures. These designations are portable across schools and come with a salary… more →
Why Are Bureaucrats More Left-Wing?
Government employees often have policy beliefs that do not reflect those of the public. Civil servants are frequently more supportive of redistribution, which critics attribute to a state that socializes employees to be self-interested. But left-leaning citizens may instead self-select into public jobs. We test these two explanations using the case of Brazilian teachers. Leveraging selection… more →
Career and Technical Education as a Strategy to Improve Long-term Outcomes for English Language Learners
Career and Technical Education (CTE) has emerged as a strategy to enhance college and labor market outcomes for all students, yet little is known about its implications for multilingual students classified as English Learners (ML-ELs). Using longitudinal data from Massachusetts, this study provides some of the first evidence on ML-ELs’ CTE participation and its relationship with long-term… more →
Compounded Disadvantage: Intersectional Inequities in Chronic Absenteeism Prevalence and Recovery During the COVID-19 Era
This study applies an intersectional lens to examine how chronic absenteeism evolved across intersecting dimensions of race, gender, economic disadvantage, disability status, and housing instability before, during, and after the COVID-19 pandemic using statewide, administrative data from Georgia. Consistent with national evidence, chronic absenteeism roughly doubled from prepandemic levels and… more →
Let’s Chat: Leveraging Chatbot Outreach for Improved Course Performance
This study provides pre-registered, experimental evidence on the use of non-generative artificial intelligence (AI) chatbots to support students in large-enrollment undergraduate courses. We find the chatbot messaging increased students’ final grades and engagement with academic supports, such as tutoring. Treatment effects were generally consistent across student demographics, with the exception… more →
Boosting Dual Enrollment Participation by Simplifying Access for High School Students
Despite the promise of dual enrollment to expand college access, racial disparities in participation persist, and limited research examines policies designed to reduce access barriers. Using statewide student-level data from 2013–14 to 2021–22 and difference-in-differences approaches, I estimate the causal impact of College and Career Access Pathways (CCAP) partnerships, which aimed to reduce… more →
Principal Effects on Teacher Working Conditions
Research on school principals highlights their role in shaping teachers’ work environments, but most evidence is qualitative or correlational. We provide plausibly causal estimates of how principals affect a wide range of teacher working conditions using data from Illinois, where the State Board of Education collects detailed information on working conditions annually. Our identification strategy… more →
Unequal Foundations: Racial Disparities in School Building Conditions in New York State
School infrastructure is a critical yet often overlooked factor shaping student health, learning, and well-being. This study examines racial disparities in public school building conditions across New York State using building inspection data linked to demographic and fiscal data. Schools serving more students of color are significantly more likely to have poor overall conditions, inadequate… more →
Quantifying the Double Advantage: A Multilevel Bayesian Analysis of Same-Race (Black) Teacher Matching on Literacy and Promotion
A growing body of research has highlighted the positive impact of Black teachers on the academic outcomes of Black students. This experimental study contributes to that literature by examining the relationship between teacher–student race matching and the likelihood of grade retention for third-grade Black students in Jackson, Mississippi. This study built on the historical legacy of Black… more →
Does Relative Performance Feedback Improve Academic Outcomes? Evidence from a Randomised Controlled Trial in a Spanish University
The effects of relative performance feedback on student achievement remain contested in the economics of education literature. Some studies find that providing students with information about their standing relative to peers improves academic outcomes, while others show negative effects driven by reduced effort among students who learn they perform better than expected. This paper provides new… more →
The Anatomy of a High-Price Question: Text, Skills, and the Economics of Achievement Measurement
Standardized test scores aggregate item (question) responses into a single scalar, collapsing distinct skills into an undifferentiated measure of proficiency. Which of these component skills matter most for long-run economic outcomes is a question that aggregate scores cannot answer. We develop a framework that looks both inside the score - re-weighting items by their predictive power for a… more →
Access is Not Enough: Human Support Improves Engagement with AI Tutoring
AI tutoring platforms offer a promising path to scaling personalized instruction, but only if students use them. We report findings from two randomized controlled trials in which elementary students were assigned to use an AI literacy platform independently or with an in-person tutor focused on engagement, not direct instruction. Despite dedicated session time, nearly half of students in the… more →
Comparative Cost Analyses of Community College Student Success Initiatives
Limited resources hinder community college completion. Even with strategies shown to improve outcomes, decisionmakers still ask: What does it cost? Can we afford it? I present the first comparative cost analyses of six student success initiatives: basic needs supports, college/career success courses, early alerts, embedded tutoring, retention/emergency aid, and first-year experience programming.… more →
Property Tax Salience and Public Good Investment: Evidence from School Bond Elections
In 2019, Texas passed legislation requiring that the ballot text for all school bond referenda include the phrase “THIS IS A PROPERTY TAX INCREASE,” highlighting property taxes as their primary funding mechanism. Evaluating the impact of this policy change on voter behavior in a difference-in-differences framework, we find that the introduction of property tax disclaimers reduced the passage rate… more →