EdWorkingPapers
Foreign Student Share and Supply of STEM-Designated Economics Programs
Over the past decade, there has been a significant increase in the number of U.S. institutions offering STEM-eligible degree programs in economics. This paper documents the trends in STEM-degree offerings across degree levels and examines the share of foreign students and other characteristics of institutions that offer STEM-eligible programs. Using a difference-in-differences design, this paper… more →
Do the Effects Persist? An Examination of Long-term Effects After Students Leave Turnaround Schools
Whole-school reforms have received widespread attention, but a critical limitation of the current literature is the lack of evidence around whether these extensive and costly interventions improve students’ long-term outcomes after they leave reform schools. Leveraging Tennessee’s statewide turnaround reforms, we use difference-in-differences models to estimate the effect of attending a… more →
Using Gaussian Process Regression in Two-Dimensional Regression Discontinuity Designs
Sometimes a treatment, such as receiving a high school diploma, is assigned to students if their scores on two inputs (e.g., math and English test scores) are above established cutoffs. This forms a multidimensional regression discontinuity design (RDD) to analyze the effect of the educational treatment where there are two running variables instead of one. Present methods for estimating such… more →
Classifying Courses at Scale: a Text as Data Approach to Characterizing Student Course-Taking Trends with Administrative Transcripts
Students’ postsecondary course-taking is of interest to researchers, yet has been difficult to study at large scale because administrative transcript data are rarely standardized across institutions or state systems. This paper uses machine learning and natural language processing to standardize college transcripts at scale. We demonstrate the approach’s utility by showing how the disciplinary… more →
Changes in Kindergarten Redshirting During the COVID-19 Pandemic
This study examined the impact of COVID-19 on academic "redshirting" in kindergarten, the practice of holding a child back for a year and enrolling them in kindergarten at age 6, using student-level data on all Delaware kindergarten students from fall 2014 through fall 2022. The rate of redshirting declined by 40% in fall 2020, then increased by 44% (relative to pre-pandemic baseline) in fall… more →
Teaching Teachers to Use Computer Assisted Learning Effectively: Experimental and Quasi-Experimental Evidence
Mastery learning – the process by which students must demonstrate proficiency with a single topic before moving on – is well recognized as one of the best ways to learn, yet many teachers struggle or remain unsure about how to implement it into a classroom setting. This study leverages two field experiments to test the efficacy of a program designed to encourage greater mastery learning through… more →
Disability as Discipline? Effects of the New York City Suspension Ban on Identification of Students with Disabilities
Across the United States, suspension bans have become a popular policy response to address excessive and inequitable use of suspension in schools. However, there is little research that examines what strategies school staff employ when suspension is no longer permitted. I examine the effect of New York City’s suspension ban on the use of a potential unintended substitute for suspension: special… more →
Diversity Trends Among Faculty in STEM and non-STEM Fields at Selective Public Universities in the U.S. from 2016 to 2023
During the 2015-16 academic year, racial protests swept across college campuses in the U.S. These protests were followed by large university investments in initiatives to promote diversity, which combined with existing diversity dynamics, have helped to shape recent faculty diversity trends. We document diversity trends among faculty in STEM and non-STEM fields since the protests in 2015-16. We… more →
Computational Language Analysis Reveals that Process-Oriented Thinking About Belonging Aids the College Transition
Inequality in college has both structural and psychological causes; these include the presence of self-defeating beliefs about the potential for growth and belonging. Such beliefs can be addressed through large-scale interventions in the college transition (Walton & Cohen, 2011; Walton et al., 2023) but are hard to measure. In our pre-registered study, we provide the strongest evidence to… more →
Less is More: The Causal Effect of Four-Day School Weeks on Employee Turnover
The use of four-day school weeks (4dsw) in the United States has expanded rapidly over the past two decades. Previous work examines the impact of 4dsw on student outcomes, but little research to date examines the effect on school employees even though schools in some locales have adopted 4dsw to recruit and retain staff. This paper examines the effect of 4dsw adoption in Oregon, a state with… more →
Untapped Potential? Understanding the Paraeducator-to-Teacher Pipeline and its Potential for Diversifying the Teacher Workforce
Paraeducators are among the largest categories of public education employees and are increasingly seen as a pool of potential teachers. However, little is known about paraeducator-to-teacher transitions. Using statewide administrative data, we show that while paraeducators may be more racially/ethnically diverse than the teacher workforce, Black and Hispanic paraeducators are less likely than… more →
Suspended from Work and School? Impacts of Layoff Events and Unemployment Insurance on Student Disciplinary Incidence
We examine the impact of local labor market shocks and state unemployment insurance (UI) policies on student discipline in U.S. public schools. Analyzing school-level discipline data and firm-level layoffs in 23 states, we find that layoffs have little effect on discipline rates on average. However, effects differ across the UI benefit distribution. At the lowest benefit level ($265/week), a mass… more →
The Scaling Dynamics and Causal Effects of a District-Operated Tutoring Program
Public school systems across the U.S. have made major investments in tutoring to support students’ academic recovery in the wake of the COVID-19 pandemic. We evaluate a large urban district’s efforts to design, implement, and scale a district-operated, standards-based tutoring program across three years. We draw on extensive interviews and survey data to document the dynamic changes in the… more →
The Effects of a Statewide Ban on School Suspensions
This research analyzes the implementation of a school suspension ban in Maryland to investigate whether a top-down state-initiated ban on suspensions in early primary grades can influence school behavior regarding school discipline. Beginning in the fall of 2017, the State of Maryland banned the use of out-of-school suspensions for grades PK-2, unless a student posed an “imminent threat” to staff… more →
A Quantitative Study of Mathematical Language in Upper Elementary Classrooms
This study provides the first large-scale quantitative exploration of mathematical language use in upper elementary U.S. classrooms. Our approach employs natural language processing techniques to describe variation in teachers’ and students’ use of mathematical language in 1,657 fourth and fifth grade lessons in 317 classrooms in four districts over three years. Students’ exposure to mathematical… more →
Charter School Expansion, Catholic School Enrollment, & the Equity Implications of School Choice
Catholic schools have seen more than a 30% decline in enrollment over the past 20 years. While some of the decline in enrollment may have been spurred by secular trends or the Church abuse scandal, the increase in schools of choice, principally public charter schools, may explain at least some of this decline. In this paper we estimate the effect of the opening of charter schools in proximity to… more →
Early Life Health Conditions and Racial Gaps in Education
Racial disparities in infant health conditions have persisted for decades. However, there is surprisingly limited evidence regarding the long-term consequences of these disparities. Using novel linked administrative data from Texas and the shift to Medicaid Managed Care (MMC), I show that MMC-driven declines in infant health worsened cognitive and noncognitive outcomes for Black children, while… more →
Fadeout and Persistence of Intervention Impacts on Social-Emotional and Cognitive Skills in Children and Adolescents: A Meta-Analytic Review of Randomized Controlled Trials
Researchers and policymakers aspire for educational interventions to change children’s long-run developmental trajectories. However, intervention impacts on cognitive and achievement measures commonly fade over time. Less is known, although much is theorized, about socialemotional skill persistence. The current meta-analysis investigated whether intervention impacts on social-emotional skills… more →
The Racial Gap in Friendships Among High-Achieving Students
High-achieving minority students have fewer friends than their majority counterparts. Exploring patterns of friendship formation in the Add Health data, we find strong racial homophily in friendship formations as well as strong achievement homophily within race. However, we find that achievement matters less in cross-racial friendships. As a result, high-achieving Black students lose Black… more →
STEM teacher workforce in high-need schools resilient despite shrinking supply and increasing demand
The teacher workforce in science, technology, engineering, and math (STEM) has been a perpetual weak spot in public schools’ teaching rosters. Prior reports show the pipeline of new STEM teachers into the profession is weak while demand for instruction in STEM fields continues to grow. This paper seeks to document whether and how the STEM teacher workforce in high-need settings has been impacted… more →
Structured Reporting Guidelines for Classroom Intervention Research
Inconsistent reporting of critical facets of classroom interventions and their related impact evaluations hinders the field’s ability to describe and synthesize the existing evidence base. In this essay, we present a set of reporting guidelines intended to steer authors of classroom intervention studies toward providing more systematic reporting of key intervention features and setting-level… more →
The Lasting Effects of the COVID-19 Pandemic on K-12 Schooling: Evidence from a Nationally Representative Teacher Survey
This paper reports findings from a nationally representative survey of K-12 teachers in May 2023 that examines the potential long-term impacts of COVID-19 on public schooling. The findings suggest fundamental ways in which school operations, instructional practice and parent-teacher interaction have changed since the pandemic. Some changes seem promising; others suggest caution. While… more →
Did COVID-19 Shift the “Grammar of Schooling”?
The immediate impacts of COVID-19 on K12 schooling are well known. Over nearly 18 months, students’ academic performance and mental health deteriorated dramatically. This study aims to identify if and how the pandemic led to longer-term changes in core aspects of schooling. Drawing on semi-structured interviews with 31 teachers and administrators across 12 districts in two states, we find that… more →
The Effects of Public Pre-K for 3-year-olds on Early Elementary School Outcomes: Evidence from the DC Centralized Lottery
This study examines the effects of universal public pre-kindergarten for 3-year-olds (Pre-K3) on later public education outcomes, including enrollment, school mobility, special education status, and in-grade retention from kindergarten through second grade. While universal pre-kindergarten programs typically target 4-year-olds, interest in expanding to 3-year-olds is growing. Using the… more →
The Impact of Dual Enrollment on College Application Choice and Admission Success
Dual enrollment (DE) is one of the fastest growing programs that support the high school-to-college transition. Yet, there is limited empirical evidence about its impact on either students’ college application choices or admission outcomes. Using a fuzzy regression discontinuity approach on data from two cohorts of ninth-grade students in one anonymous state, we found that taking DE credits… more →
Education, gender, and family formation
We study the effect of educational attainment on family formation using regression discontinuity designs generated by centralized admissions processes to both secondary and tertiary education in Finland. Admission to further education at either margin does not increase the likelihood that men form families. In contrast, women admitted to further education are more likely to both live with a… more →
When Money Matters Most: Unpacking the Effectiveness of School Spending
Targeted school funding is a potentially valuable policy lever to increase educational equality by race, ethnicity, and income, but it remains unclear how to target funds most effectively. We use a regression discontinuity approach to compare districts that narrowly passed or failed a school funding election. We use close tax elections in 9 states to identify effects of operating funds and close… more →
The Impact of Additional Funding on Student Outcomes: Evidence from an Urban District Using Weighted Student Funding and Site-based Budgeting
This study uses a concurrent embedded mixed-methods design to assess the impact of additional funding on student outcomes in a large, urban school district in the Southeastern United States. The district implemented student-based budgeting (SBB), which allocates dollars to schools based on student characteristics using a weighted student funding (WSF) formula and provides flexibility to… more →
Spillover Effects of Specialized High Schools
Specialized high schools are an increasingly popular way to prepare young adults for postsecondary experiences and expand school choice. While much literature ex- amines charter school spillover effects and the effects of specialized schools on the students who attend them, little is known about the spillover effects of specialized high schools on traditional public schools (TPS). Using an event… more →
From School to School: Examining the Contours of Switching Schools within the Special Education Teacher Labor Market
The United States is facing growing teacher shortages that may disproportionately affecting schools serving high proportions of students of color, low-income students, and those in rural or urban areas. Special education teachers (SETs) are particularly in demand. Each year, nearly half of all vacancies are filled with teachers switching from one school to another, yet little research has… more →
Do Mid-Career Teacher Trainees Enter and Persist Like Their Younger Peers?
In the context of an ongoing national conversation about teacher shortages, we build on prior literature on the efficacy of teacher certification pathways by comparing entry and exit patterns based on age at the time of certification. All trainees who complete a state certification process have invested substantial time and resources into entering teaching. Competing employment opportunities and… more →
The Effects of Response to Intervention on Disability Identification and Achievement
Currently 15 percent of U.S. students receive special education services, a widespread intensive intervention with variable effects on students. Spurred by changes in federal policy, many states and districts have begun adopting the Response to Intervention (RTI) approach to identifying students to receive special education services. RTI seeks to provide a system for targeting interventions to… more →
Should They Pay, or Should I Go? Differential Responses to Base Salary Increases
This study uses administrative data from Oregon to estimate the extent to which base salary increases reduce teacher turnover and to investigate whether these effects are heterogeneous by teacher characteristics. Using multiple sets of fixed effects to isolate plausibly exogenous variation in salaries across experience bands within a district, we find that increases in salary are associated with… more →
The Graduation Part II: Graduate Program Graduation Rates
This paper documents several facts about graduate program graduation rates using administrative data covering public and nonprofit graduate students in Texas. Despite conventional wisdom that most graduate students complete their programs, only 58 percent of who started their program in 2004 graduated within 6 years. Between the 2004 and 2013 entering cohorts, graduate student completion rates… more →
The Implications of Digital School Quality Information for Neighborhood and School Segregation: Evidence from a Natural Experiment in Los Angeles
A digital information explosion has transformed cities’ residential and educational markets in ways that are still being uncovered. Although urban stratification scholars have increasingly scrutinized whether emerging digital platforms disrupt or reproduce longstanding segregation patterns, direct links between one theoretically important form of digital information– school quality data– and… more →
Does Monitoring Change Teacher Pedagogy and Student Outcomes?
In theory, monitoring can improve employee motivation and effort, particularly in settings lacking measurable outputs, but research assessing monitoring as a motivator is limited to laboratory settings. To address this gap, I leverage exogenous variation in the presence and intensity of teacher monitoring, in the form of unannounced in-class observations as part of D.C. Public Schools’ IMPACT… more →
Implementation and Impacts of Career-Focused Advising
Recent policies have expanded the availability of career-focused advising in high schools, including for students pursuing career and technical education (CTE) courses of study who might not have been adequately served by traditional college-focused advising. However, there is limited research on the effects of these policies. This study examines the implementation and impacts of career-focused… more →
Priceless Benefits: Effects of School Spending on Child Mortality
The academic and economic benefits of school spending are well-established, but focusing on these outcomes may underestimate the full social benefits of school spending. Recent increases in U.S. child mortality are driven by injuries and raise questions about what types of social investments could reduce child deaths. We use close school district tax elections and negative binomial regression… more →
The Peer Effect of Persistence on Student Achievement
Little is known about the impact of peer personality on human capital formation. The paper studies the impact of peers’ persistence, a personality trait reflecting perseverance in the face of challenges and setbacks, on student achievement. Exploiting student-classroom random assignments in middle schools in China, I find that having more persistent peers improves student achievement. I identify… more →
Impact of States' Adoption of Response to Interventions (RTI) on the Identification and Placement of Students in Special Education
This study investigates the impact of states' adoption of Response to Interventions (RTI) on the identification and placement of students in special education. RTI, adopted by the reauthorization of the Individuals with Disabilities Education Act in 2004, is designed to improve the identification and support of children with learning disabilities within inclusive educational settings. Using… more →
Experimental Estimates of College Coaching on Postsecondary Re-enrollment
College attendance has increased significantly over the last few decades, but dropout rates remain high, with fewer than half of all adults ultimately obtaining a postsecondary credential. This project investigates whether one-on-one college coaching improves college attendance and completion outcomes for former low- and middle-income income state aid recipients who attended college but left… more →
Some Promises are Worth More than Others: How “Free Community College” Programs impact Postsecondary Participation, Destinations, and Degree Completion
“Free college” programs are widespread in American higher education. They are discussed as addressing college access, affordability, inequality, and skills shortages. Many are last-dollar tuition guarantees restricted to use at single community colleges. Using student-level data spanning the transition to college, we investigate how two similar local community college tuition guarantees in… more →
(Dis)connection at Work: Racial Isolation, Teachers’ Job Experiences, and Teacher Turnover
Teachers of color often work in schools with few colleagues from the same racial or ethnic background. This racial isolation may affect their work experiences and important job outcomes, including retention. Using longitudinal administrative and survey data, we investigate the degree to which Tennessee teachers who are more racially isolated are more likely to turn over. Accounting for other… more →
College Students and Career Aspirations: Nudging Student Interest in Teaching
We survey undergraduate students at a large public university to understand the pecuniary and non-pecuniary factors driving their college major and career decisions with a focus on K-12 teaching. While the average student reports there is a 6% chance they will pursue teaching, almost 27% report a nonzero chance of working as a teacher in the future. Students, relative to existing statistics,… more →
The Causal Effect of Parenting Style on Early Child Development
This paper presents causal evidence on the impact of parenting practices on early child development. We exploit exogenous changes in nurturing care induced by a parent training intervention to estimate the impact of nurturing parenting practices on child outcomes. We find a large and significant impact measured at age two; in contrast, at age four nurturing care has only a modest, and imprecisely… more →
How do hybrid school leaders measure program success? Experimental evidence from a national sample of hybrid schools
Hybrid school enrollments are trending up and many parents express a diverse range of reasons for enrolling their children in hybrid schools. Yet little is known about the pedagogical goals pursued by hybrid schools. We aim to help close this gap in the literature with a stated preferences experiment of hybrid school leaders’ perceptions of program success. Sixty-three school leaders participated… more →
Understanding Individualized Education Program (IEP) Goals at Scale
Students with disabilities represent 15% of U.S. public school students. Individualized Education Programs (IEPs) inform how students with disabilities experience education. Very little is known about the aspects of IEPs as they are historically paper-based forms. In this study, we develop a coding taxonomy to categorize IEP goals into 10 subjects and 40 skills. We apply the taxonomy to digital… more →
A Matter of Time? Measuring Effects of Public Schooling Expansions on Families’ Constraints
As women increasingly entered the labor force throughout the late 20th century, the challenges of balancing work and family came to the forefront. We leverage pronounced changes in the availability of public schooling for young children—through duration expansions to the kindergarten day—to better understand mothers’ and families’ constraints. We first show that mothers of children in full-day… more →
Kumon In: The Recent, Rapid Rise of Private Tutoring Centers
The increasing prevalence of private tutoring has received minimal scholarly attention in the United States. We use over 25 years of geocoded data on the universe of U.S. private tutoring centers to estimate the size and growth of this industry and to identify predictors of tutoring center locations. We document four important facts. First, from 1997 to 2022, the number of private tutoring… more →
Local Licensure and Teacher Shortage: Policy Analysis and Implications
We use frame analysis to analyze the first iteration of the Texas District of Innovation policy, which allows districts to take exemption from state education requirements mandating the hiring of a state certified teacher. We analyzed 451 district policies and find the plans use very similar, and sometimes identical, language to frame both the problem of teacher shortage and their proposed… more →