EdWorkingPapers
The Anatomy of a High-Return 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 →
Practitioner Voices Summit: How Teachers Evaluate AI Tools through Deliberative Sensemaking
Teachers face growing pressure to integrate AI tools into their classrooms, yet are rarely positioned as agentic decision-makers in this process. Understanding the criteria teachers use to evaluate AI tools, and the conditions that support such reasoning, is essential for responsible AI integration. We address this gap through a two-day national summit in which 61 U.S. K–12 mathematics educators… more →
Staffing and Resource Allocation in College Access Reform: How Dual Credit Shifts Educational Costs
Objective. Dual credit (DC), or dual enrollment, is college-level coursework that confers credit towards both high school graduation and a postsecondary degree. As DC has grown rapidly across the country, this study provides needed evidence about how these courses shift resources and cost burdens among community colleges, school districts, and families.Methods. We use economic evaluation methods… more →
Student and Faculty Same-Race Matching at Research Universities
Racial disparities in college persistence and completion remain substantial, yet relatively little evidence exists on how student–faculty interactions contribute to these gaps in research universities. This study examines the prevalence and consequences of student–faculty same-race matching using administrative data covering first-time, first-year students enrolled in 10 Texas public research… more →
Understanding the Construction of Compliance with Anti-"DEI" Legislation
Despite documented harms of anti-“DEI” laws, little is known about the mechanisms that shape implementation to give these laws expanded and suppressive meaning. Guided by legal mobilization theory and repressive legalism, we examine how institutional actors implement legislation restricting diversity, equity, and inclusion initiatives at a public university. Findings reveal a three-phase… more →
Supporting Females in STEM: Evidence on Student-Instructor Gender-Matching in 4-Year Research Universities in Texas
Despite progress in overall educational attainment, female students remain underrepresented in STEM fields. One proposed mechanism for improving female students' outcomes is exposure to same-gender faculty, yet evidence on both the prevalence and impacts of student–instructor gender matching in higher education remains limited. Using administrative data from ten public research universities in… more →
Supplanting or Supplementing? The Stickiness of Title I Revenues in Post-Adequacy Era
This paper examines how school districts respond to federal Title I funding in the postadequacy era. I find that fiscal adjustment occurs through capital investment rather than operating budgets. Using a regression discontinuity design centered on the Title I Concentration Grant eligibility threshold with district-level data from 2008–2017, I show that districts at the eligibility margin have… more →
A Dynamic Model of the Economic Returns to Adolescent Social Skills
Social-skill formation during adolescence depends on peer environments, but those environments are equilibrium outcomes shaped by individual choices. To account for this endogeneity, we develop and estimate a dynamic model in which parents invest in adolescents, adolescents choose whether to participate in social activities (athletics and extracurricular clubs), and these choices jointly… more →
The Static Nature of the Childcare Workforce, 1990 to 2025
Despite decades of policy attention aimed at strengthening the early childhood care and education workforce, concerns about low pay, high turnover, and limited economic security persist. This paper revisits whether the composition and economic conditions of the childcare workforce have meaningfully changed by documenting long-run trends from 1990 to 2025. Using nationally representative data from… more →
Practice-Based, Online Modules for Expediting Teacher Skill Development
The time available for preservice teacher education is increasingly limited. Teacher preparation programs must find innovative ways to develop teachers’ skills within contracted timeframes. One approach is to cover content with online modules. However, most modules teach about skills but do not provide opportunities to practice doing the skills. In this study, we randomly assigned 149 teachers to… more →
The Effects of Capped Piece-Rate Teacher Bonuses: Evidence from Advanced Placement
I study a proficiency-based incentive program that rewards Advanced Placement (AP) teachers a piece-rate for each student scoring 3 or higher on the standardized exam. Using student-course-level administrative data and exploiting both withinand across-teacher variation, I find the program increased the probability that an AP enrollment results in a score of 3 or higher by 2.4 percentage points. I… more →
Classroom Composition Affects Teacher Performance Ratings
Teacher evaluations should reflect teaching performance rather than the characteristics of the students assigned to a teacher. Exploiting naturally occurring year-to-year variation in classroom composition within teachers, this paper examines whether teacher performance ratings assigned by evaluators and students are influenced by classroom context. We find that teachers with higher-achieving and… more →
The Effect of School-Based Health Centers on Adolescent Mental Health and Behavior
Adolescent mental health has experienced significant declines in the past decade, yet take-up of mental health services has remained low among adolescents. This paper examines whether localized access to mental health services has meaningful impacts on adolescent mental health and behavior. I study the effect of school-based health centers — full-service clinics located in K-12 schools that offer… more →
Immigration Enforcement Actions and Empty Desks: Persistent and Acute Attendance Effects
How do immigration enforcement actions (IEAs) affect student attendance, and through what channels? We use student-by-day administrative records from a mid-size school district to estimate the causal effect of heightened federal immigration enforcement following the January 2025 presidential inauguration on student attendance using a difference-in-differences design. We find that IEAs cause a… more →
State Merit Aid: Effects on College Enrollment, Labor Market Outcomes, and Government Revenue
This paper evaluates long-run effects of state merit aid programs that subsidize in-state college attendance. Using national survey data on college enrollment and U.S. Census data, I exploit staggered program adoption across states. Merit aid shifts students from out-of-state to in-state institutions, which are on average relatively less selective. There is little evidence that these programs… more →
Democratizing School Reform: Race, Participation, and Redistribution in Education
This paper examines a school-based participatory budgeting initiative as a form of race-conscious democratic design. Drawing on a multi-year study of Participatory Redistribution (PR) in middle schools, I analyze whether embedding deliberative structures into schools can empower racially marginalized youth. Survey evidence from two years shows mixed results: treatment students demonstrated… more →
Towards a Developmental Model of Democratic Family Rights Policy Regimes: Tracing Federal Literacy Policy, 1968-1990
By excavating submerged dynamics underlying literacy accountability policy, this historical case study conceptualizes its institutional logic and political drivers. Bridging and extending theorization in American political development and racial political behavior, I contribute an original developmental model of democratic and respectable family rights policy regimes to address when, how, and why… more →
The Politics of Administrative Ease: Public Access to Local Special Education Information
What political and administrative resources contribute to the realization of rights in the United States? We examine this puzzle in the context of rights to education for students with disabilities by measuring the administrative ease of accessing local special education information: the extent to which governments actively reduce learning costs and make information accessible. To measure… more →
Homelessness and Student Outcomes by Gender, Race/Ethnicity, and School Level
A substantial number of U.S. students experience homelessness, yet our understanding of how homelessness shapes student outcomes is limited. We use seven years of longitudinal data on Indiana students in kindergarten through eighth grade, including more than 40,000 students who experienced homelessness, to examine the associations between homelessness and academic and behavioral outcomes. Our… more →
Cultural Relevance at Scale: The Effects of an Ethnic Studies Expansion on Academic Outcomes
Ethnic Studies is a culturally relevant curriculum designed to address the instructional needs of an increasingly diverse student population. However, evidence regarding its effectiveness at scale remains limited. This study evaluates the impact of district-wide implementation using a student-level difference-in-differences design with two-way fixed effects. We find that enrollment increases… more →
Nudging Parents out the Door: The Impacts of Parental Encouragement on School Choice and Test Scores
This study evaluates a large-scale SMS outreach program to engage caregivers of students in private primary schools in Kenya. Using a two-stage randomization design, we tested two types of weekly SMS messages: growth-mindset encouragement and personalized performance information. We find two main effects: First, outreach improved test scores by 0.07 standard deviations, with particularly strong… more →
Title I and IDEA as Complementary Federal Responses: Distinguishing Opportunity-Mediated and Opportunity-Independent Underachievement
Title I and IDEA are complementary federal responses to different sources of low achievement. Title I targets opportunity-mediated underachievement, while IDEA targets persistent underachievement for which deficits in ordinary educational opportunity are not the primary explanation. A simple framework and stylized simulation show that performance-based IDEA increasingly converges toward the same… more →
Operational Funding and Early Educator Wage Growth: Evidence from Massachusetts
Early educators are among the lowest-paid workers in the United States, in part because most early care and education (ECE) programs operate within constrained business models. In Massachusetts, the Commonwealth Cares for Children (C3) program distributes noncompetitive grants to licensed providers that can be used for operational expenses, including workforce investments. Using monthly… more →
A Degree of Choice: Educational Decision-Making after College
Despite the growing share of college-educated adults returning to higher education, we know little about how individuals weigh the consequential decision to go to graduate school. In this paper, we ask how individuals decide to pursue a particular graduate program within a field of study. We draw on two independent but complementary interview studies to examine this question across the two most… more →
The Reliability of Classroom Observations and Student Surveys in Non-Research Settings: Evidence from a Middle-Income Country
We present one of the first Generalizability studies of non-test measures of teaching effectiveness administered by practitioners in a middle-income country. The reliability of observations varies widely (from 0 to 0.75 on a 0-1 scale) and depends upon their context (whether they are conducted during training or on the job) and rater assignment configurations. The reliability of surveys varies… more →
Transitioning Teacher Talent: An Ethnoracial Descriptive Portrait of the Paraprofessional-to-Teacher Pipeline in New York City Public Schools
Districts nationwide seek to diversify the educator workforce, yet pathways for paraprofessionals—typically more ethnoracially and linguistically diverse than the general teacher pipeline—remain understudied. Using administrative data from New York City Public Schools (NYCPS), this study examines paraprofessionals’ demographic, transition, and exit patterns. Between 2016–17 and 2023–24, the… more →
A Sandbox for Hard Choices: Using Simulation to Explore School Closure Scenarios and Their Consequences
School closures are often justified through seemingly neutral criteria such as enrollment or performance, but these metrics can unintentionally deepen educational disparities. This study uses a large urban district’s administrative data to simulate 5,040 closure scenarios, systematically varying seven policy design principles, including proximity, enrollment, seat utilization, building quality,… more →
Closing the Gaps: An Examination of Early Impacts of Dallas ISD’s Opt-out Policy on Advanced Course Enrollment
Advanced high school courses predict subsequent student success, but fewer Black and Hispanic students take advanced courses compared to their White peers. One strategy to increase advanced course enrollment is to use an “opt-out” approach, in which all students are enrolled in advanced courses unless they decline. We use a synthetic control design to evaluate the impact of an optout policy in a… more →
Landscape Analysis of the Teaching Profession
The following report represents our attempt both to synthesize the current landscape of the teaching profession in the United States and to identify areas of research, policy, and practice which show promise in strengthening the profession. To guide our development of this landscape analysis, we conducted a robust review of existing research on the state of the teaching profession, as well as of… more →
Does Civic Education Impact Primary-School Students’ Civic Outcomes? Experimental Evidence from Liberia
We present experimental evidence on a civic education program in Liberia's public primary schools across 140 schools serving grades 3 and 4. The program provided new civic textbooks, teacher training, bi-weekly instruction, and regular classroom monitoring. After one school year, treatment students scored 0.38 SDs higher on civic knowledge assessments. Gains were concentrated in factual knowledge… more →
School Finance in the US
This chapter provides an overview of K-12 public school finance in the United States by tracing how funding systems changed over time, how they operate today, and how well they advance core policy goals. Section 2 documents the long-run shift from local property tax finance toward larger state and federal roles, driven by economic crises, legislation, and litigation. Section 3 describes the… more →
The Expansion of Alternative Schools: Impact of Schools Targeting Lower Performing Students
Despite rising high school graduation rates in the US, a substantial portion of students do not obtain a high school degree. Alternative schools have emerged as a potential solution offering opportunities for credit recovery and flexible scheduling. Using variation in the timing and proximity of alternative school expansions in Chicago, we find that living within a mile of an alternative school… more →
Geographic and Community Influences on College Savings: Evidence from the Universe of Pennsylvania 529 Account Holders
Families’ college savings behaviors are important determinants of students’ postsecondary enrollment and degree attainment. While prior work has examined how economic and sociological aspects of families shape savings behaviors, no study has examined how geographic or community-level factors relate to families’ college savings. Drawing from prior work on the role of place in shaping economic and… more →
Can We Save Failing Schools? Evidence From Los Angeles
Can investing in failing schools help them improve? This paper studies this question using a natural experiment based on a 2017 lawsuit settlement that allocated substantial resources to the lowest-performing schools in the Los Angeles Unified School District (LAUSD). Using a difference-in-differences design, I compare 50 secondary schools that received an increase of 13.5% on average in their… more →
How Large are District Effects on Student Attendance? Implications for School Funding Based on Average Daily Attendance
Greater attendance rates in the K-12 grades demonstrate motivation and discipline and contribute to other desired educational outcomes such as cognitive development. A growing number of states incentivize school districts to increase attendance by allocating funding based on the average number of students in attendance, or average daily attendance (ADA). Using statewide data from Texas, we assess… more →
The Role of Education-Industry Match in College Earnings Premia
Many states incentivize college students to major in fields aligned with specific, often “in-demand” industries. While their goal is often to raise students’ labor market outcomes, little is known about whether matching one’s degree with an industry of work improves employment and earnings. We leverage a novel education-industry crosswalk applied to student and worker panel data covering over 295… more →
Hold Harmless for Whom? The Impact of COVID Era Policies on School Funding, Teachers, and Students
This study evaluates the fiscal and academic consequences of New York City’s hold harmless policy during COVID-19, which aimed to stabilize school expenditures amid unexpected enrollment declines by restoring schools’ funding up to initial levels. We examine how school racial composition predicts whether or when schools receive hold harmless “treatment” and assess the impact of hold harmless on… more →
Americans’ Attitudes about Political Neutrality in Public Schools
This paper presents the results of a study of Americans’ attitudes about political neutrality in public schools. Using data from a nationally representative survey conducted in March of 2025, I find that Americans across the political spectrum largely oppose schools attempting to promote either liberal or conservative viewpoints. However, a survey experiment reveals that partisans are… more →
A randomized controlled trial of HighScope’s teacher professional learning on preschoolers' executive function skills
Teacher professional learning has been shown to promote children’s language, literacy, and social-emotional functioning - however, less is known about its impact on children’s executive function. In the present study, we employed a randomized controlled trial to understand whether HighScope’s teacher professional learning workshops and coaching can promote children’s executive function… more →
The Effect of Merit-Based Free Community College
Free community college is often promoted as a way to expand access and reduce student debt, but may have unintended consequences if it reduces bachelor’s degree completion for students diverted from better resourced four-year universities. By examining a meritbased free community college program in Chicago called the Star Scholarship, we identify the impact of free community college on a distinct… more →
Unpacking the Long-Term Impact of Holistic Supports for Community College Students
This paper presents longer-term findings from a randomized controlled trial of One Million Degrees (OMD), a comprehensive support program for community college students in the Chicago metro area that provides financial, academic, personal, and professional assistance. Results from an initial evaluation found that an offer of a spot in the OMD program led to increased college enrollment,… more →
The Effects of An Automatic Notification Tool to Increase Participation in Advanced High School Courses: Results from a Large-Scale Cluster Randomized Controlled Trial
Taking advanced courses in high school is associated with many positive high school and college outcomes. States and school districts are increasingly interested in more systematic approaches to identify qualified students for advanced course work. We developed an automatic notification tool, which used universal screening and a behavioral nudge for Grade 9 students to increase advanced course… more →
Exploring Factors Influencing Administrative Spending in Higher Education
Despite increasing financial challenges facing much of higher education, relatively little is known about how institutions allocate resources to different activities, particularly in areas other than instruction. In this research, I used detailed personnel spending data from HelioCampus and less granular functional expenditure data from the Integrated Postsecondary Education Data System to… more →
The Impact of Tutor Gender Match on Girls’ STEM Interest, Engagement, and Performance
Gender disparities in STEM persist despite girls performing as well as boys academically, suggesting girls may benefit from role models who shape their perceptions of STEM. We examine whether female math tutors influence girls’ STEM interest, attendance, and performance. We randomly assigned 422 ninth-grade students taking Algebra 1 to a same gender or opposite-gender tutor. Girls assigned to… more →
"Feel" as a Determinant of College Choice: Evidence from Campus Tour Weather
The feeling or impression that students get about enrolling in a particular college may be an important determinant of their college application decision. Combining institutional records on college campus tour participants over the last decade with hourly weather information, we leverage tour weather as a plausibly exogenous shock to students’ "feel" for attending the toured college. We find that… more →
Remote Learning in 2020-21 and Student Attendance Since the COVID-19 Pandemic
Student attendance declined during the COVID-19 pandemic and remains lower than pre-pandemic levels. This study examines the role of remote learning in these post-pandemic declines in student attendance. I find that remote learning in 2020-21 led to persistent declines in post-pandemic attendance, with generally larger negative effects for students exposed to longer periods of remote learning,… more →
Math coursetaking trajectories in high school during the COVID-19 disruptions to schooling
Using student-level transcript data and information about instructional mode among public high school students in Massachusetts, this study examines the impact of disruptions to in-person instruction during the COVID-19 pandemic on students’ math coursetaking trajectories. We find that rates of advancement (that is, of taking a higher-level math course in one year compared to the prior year)… more →
Dual-Enrollment Dosage Design: Conceptualization and Measurement of Student Profiles and School Structures
Dual-enrollment (“DE”), in which students enroll in college-level courses and receive college credit in high school, has become one of the most prominent strategies for promoting college access and readiness. DE models range from a la carte options or "random acts of dual-enrollment" to highly structured pathways leading to associate degrees embedded in whole-school reform models. However,… more →
Switching Schools: Effects of College Transfers
Using Texas administrative data and a regression discontinuity design, I study how transferring between colleges affects students’ earnings. I leverage applications and admissions data to uncover unpublished GPA cutoffs used for transfer student admissions at each fouryear institution, then use these cutoffs as an instrument for transfer. I do not find positive earnings returns for academically… more →
The Language of Closure: Examining Racial Differences in How A Community Discusses School Closure Metrics
School closures in urban districts disproportionately affect marginalized communities, yet community input often goes unanalyzed or is reduced to simple frequency counts. This study applies BERTopic, a neural topic modeling approach, to analyze 4,159 suggestions from 2,006 community members regarding school closure metrics in a large urban district. Through extensive hyperparameter tuning across… more →