EdWorkingPapers
Who’s Matched Up? Access to Same-Race Instructors in Higher Education
Despite consistent evidence on the benefits of same-race instructor matching in K-12 settings and developing work in higher education, research has yet to conceptualize and document the incidence of same-race matching. That is, even if same-race matching produces positive effects, how likely are racially minoritized students to ever experience an instructor of the same race? Using administrative… more →
GenAI-101: What Undergraduate Students Need to Know and Actually Know About Generative AI
In November 2022, OpenAI released ChatGPT, a groundbreaking generative AI chatbot backed by large language models (LLMs). Since then, these models have seen various applications in education, from Socratic tutoring and writing assistance to teacher training and essay scoring. Despite their widespread use among high school and college students in the United States, there is limited research on… more →
The (Conference) Room Where it Happens: Explaining Disproportional Representation in Gifted and Talented Education
The current study leveraged comprehensive data from a large school district to better understand the degree to which disproportional representation in gifted education can be explained by mean assessment score differences across racial and socioeconomic groups. The findings indicate that after controlling for nonverbal ability, cognitive ability, math achievement, reading achievement, and teacher… more →
A Global Regression Discontinuity Design: Theory and Application to Grade Retention Policies
We use a marginal treatment effect (MTE) representation of a fuzzy regression discontinuity setting to propose a novel estimation approach. The estimator can be thought of as extrapolating a traditional fuzzy regression discontinuity estimate or as an observational study that adjusts for endogenous selection into treatment using information at the discontinuity. We show in a frequentist framework… more →
How are Institutions Positioned on the Brink of the Enrollment Cliff?: Evidence from Ohio
Since 2018, institutions of higher education have been aware of the "enrollment cliff" which refers to expected declines in future enrollment. This paper attempts to describe how prepared institutions in Ohio are for this future by looking at trends leading up to the anticipated decline. Using IPEDS data from 2012-2022, we analyze trends in enrollment, revenues, debt and staffing across Ohio's… more →
Do Human Capital Adjustments Protect Youths from Structural Change?
Structural changes to labor demand can have lasting consequences on the employment and earnings of workers in affected industries and geographies. However, individuals coming of age may avoid similar fates if they internalize salient changes to the returns to education and adjust their human capital investments. This paper studies the effects of exposure to structural labor demand shocks during… more →
Understanding Variation in Post-College Earnings: Evidence from the U.S. Department of Education’s College Scorecard
Using the detailed college level data from the College Scorecard on students’ post-college earnings from the near universe of four-year colleges, we assess the usefulness of going beyond comparing colleges based only on median earnings and analyze the descriptive relationship between college selectivity and earnings outcomes and how this relationship may differ by student sex and field of study.… more →
The Differential Sorting of Disadvantaged Students in the Competitive K-12 Market
School choice options offer potential educational gains for disadvantaged students, but do they take advantage of such options? I study the sorting patterns of students with prior child welfare reports (12 percent of incoming kindergartners) across traditional public, magnet, charter, and private schools in a mid-sized city. These students are significantly less likely to opt out of traditional… more →
Inequality Beyond Standardized Tests: Trends in Extracurricular Activity Reporting in College Applications Across Race and Class
For years, discussions on inequality in college admissions have addressed standardized tests, but less is known about inequality in non-standardized components of applications. We analyzed extracurricular activity descriptions in 6,054,104 applications submitted through the Common Application using natural language processing methods. Overall, White, Asian American, wealthier, and private school… more →
Funding the Digital Divide? How School District Financing for Educational Technology Changed During the COVID-19 Pandemic
School finance inequities are a key driver of disparities in educational outcomes. Higher per-pupil funding levels allow schools to provide more qualified educators, smaller class sizes, and high-quality physical resources such as modern instructional technology. We study how Washington state school districts generate and allocate funding for instructional technology, and how that changed during… more →
Empty Plates, Empty Seats: Food Insecurity and Student Absence in the US and Across the Globe
Since the onset of COVID-19 pandemic, there has been a significant rise in student absenteeism in the US and elsewhere. Meanwhile, food insecurity remains a persistent issue across the globe, including in the US. Food insecurity shapes students’ immediate and wider contexts and may worsen school attendance. Applying ecological systems theory, we examined the relationship between food insecurity… more →
What Happens When We Pay Our Teachers More? Evidence from New Jersey Public Schools
This paper examines the impact of increasing teacher salaries on student outcomes by exploiting variation from the “50K The First Day” campaign that established a $50K salary floor for new teachers across New Jersey school districts. Using school-level data from 2003 to 2019, we employ a staggered difference-in-differences (DiD) approach and first show that the campaign raised salaries for all… more →
Transitional Kindergarten: The New Kid on the Early Learning Block
In recent years, several states have expanded a new publicly funded learning option: Transitional Kindergarten (TK). TK programs bridge prekindergarten and kindergarten in their eligibility, requirements, and design. We use Michigan’s TK program as a case study on the fit of this new entrant in the early learning landscape. Michigan’s program is well suited for this purpose because it contains… more →
Experimental Effects of “Opportunity Gap” and “Achievement Gap” Frames
Racial equity in education is often framed around “closing the achievement gap,” but many scholars argue this frame perpetuates deficit mindsets. The “opportunity gap” (OG) frame has been offered as an alternative to focus attention on structural injustices. In a preregistered survey experiment, I estimate the effects of framing racial equity in education around “achievement gaps” (AGs) vs OGs. I… more →
What happened to adult education in the United States?
In 2000, federally funded public adult education programs provided basic skills training and English language instruction to over 2.6 million students, or about 1.5% of the U.S. adult population. By 2021, enrollment had plummeted to under 900,000, or less than 0.4% of adults. What explains these declines? This policy brief describes the evolution of federally supported U.S. adult education over… more →
Early Childhood Education and Maltreated Children’s Behavioral and Cognitive Outcomes: Quasi-experimental Evidence from the National Survey of Childhood and Adolescent Well-Being II
Prior evidence shows that early childhood education (ECE) can serve as a protective factor that boosts maltreated children’s school readiness outcomes. Yet, less is known about ECE’s relationship to other developmental domains critical to their wellbeing including their adaptive behaviors and cognitive development. Focusing on a broader range of outcomes allows for a more holistic picture of the… more →
Does Early Childhood Education mitigate the birthdate effect? A regression discontinuity analysis of administrative data
This article examines the impact of within-class age differences on educational outcomes, using students' birth months in Madrid's primary schools as a natural experiment. Employing a regression discontinuity design, we analyze third-grade students to investigate these age-related effects. Additionally, we explore whether early childhood education attendance works as a mitigating factor. Results… more →
Reconstructing PhD Admissions Through Organizational Learning
The goal of this study was to assess the outcomes of a grant-funded intervention designed to provide comprehensive training and support for holistic admissions in 26 STEM PhD programs at five California research universities. This pilot intervention combined a flexible, research-based model of holistic review, training for faculty involved with admissions, and informal coaching in how to… more →
Integrating Open Science Principles into Quasi-Experimental Social Science Research
Quasi-experimental methods are a cornerstone of applied social science, providing critical answers to causal questions that inform policy and practice. Although open science principles have influenced experimental research norms across the social sciences, these practices are rarely implemented in quasi-experimental research. In this paper, we explore how open science practices can enhance… more →
The Valence of Teacher Performance Feedback and Its Consequences: Examining a Critical Mechanism of Reformed Teacher Evaluation Systems
Districts nationwide have increased the frequency of teacher evaluations. Yet, we know little about the role of evaluator feedback for teacher improvement. Using unique classroom observation-level data, we use evaluator ratings and teacher self-assessments of teacher performance to rigorously examine (positive and negative) feedback valence from the teacher’s perspective and its consequences.… more →
The Effects of School Building HVAC System Conditions on Student Academic and Behavioral Outcomes
There is growing awareness of the importance of school building environments for student health, well-being, and even educational outcomes. We ask in this study what role school building heating, ventilation, and air conditioning (HVAC) systems play in shaping student attendance, behavior, and learning. In particular, we extract information from school building inspection reports and link them to… more →
Entering and Exiting the Foster Care System: Implications for Absenteeism Among Child Welfare Involved Youth
While foster youth miss more school versus their non-foster counterparts, their status as a foster youth is not static, with many of them entering and exiting the foster care system over time. These dynamics of entry and exit can represent particularly crucial transition periods of stability and instability that may differentially influence absenteeism. Yet, there is a dearth of studies that have… more →
Measuring the Affective Language of Principals' Evaluation Feedback and Investigating Differences by Principal Gender and Race
Over the past decade, reforms to principal evaluation systems have sought to incorporate formal feedback structures as a lever for principal improvement. However, we know little about the feedback that principals receive. Using statewide administrative data from Tennessee, including principals’ written feedback from evaluators, we use sentiment analysis to uncover the affective language, or tone… more →
Socioeconomic and Racial Discrepancies in Algebra Access, Teacher, and Learning Experiences: Findings from the American Mathematics Educator Study
In this study, we highlight the differences in classroom-, teacher-, and school-level factors in 8th and 9th grade algebra experiences along socioeconomic and racial/ethnic lines using nationally representative survey data from the American Mathematics Educator Study. Several takeaways emerge from our analysis. First, we show that highest-poverty schools (i.e., schools in the top poverty quartile… more →
A Bibliometric Review of Research on Inequality of Educational Achievement, 1934 to 2023
In this bibliometric review of the research landscape on achievement gaps, we analyze temporal trends and geographic distributions, identify key scholars and publications, and uncover the intellectual structure and thematic focus of achievement gap research. By examining 1,607 achievement gap studies between 1937 and 2023, we find that the scholarship has evolved through four distinct stages: pre… more →
On the Margin: Who Receives a Juvenile Referral in School and What Effect Does It Have?
Involvement with the juvenile justice system carries immense consequences both to detained youth and to society more broadly. Extant research on the “school-to-prison pipeline” often focuses on school disciplinary practices such as suspension with less attention on understanding the impact of school referrals to the juvenile justice system on students. Using novel administrative data from North… more →
Exploring the Move Away from ‘Zero -Tolerance’ Policies: Evidence from Restorative Justice Practices in Texas and Michigan Schools
This study examines the impact of statewide Restorative Justice (RJ) policy reforms in Michigan and Texas on student disciplinary outcomes and behavior, in light of increasing concerns over the negative effects of zero-tolerance policies. As schools move away from exclusionary discipline practices, this research focuses on three primary questions: (1) Are these policies effectively implemented… more →
Pathways to the Teaching Profession: Teaching Assistants’ and Substitute Teachers’ Transitions into the Teacher Workforce
Teacher shortages and lack of teacher diversity have led to growing efforts nationally to recruit teaching assistants (TAs) to be classroom teachers. Substitute teachers are not typically considered in these efforts. We pair longitudinal administrative data from a mid-sized urban district with survey follow-up to address how TAs and substitute teachers contribute to filling staffing shortages and… more →
The relationship between student attendance and achievement, pre- and post-COVID
We examine the relationship between absenteeism and achievement since the onset of COVID-19. Applying first-differences models to North Carolina administrative data, we estimate that each absence was associated with a 0.0032 standard deviation (SD) decline in math achievement in 2022-23. As students averaged 3.3 more absences in 2022-23 than 2018-19, these results imply that returning absence… more →
Leveling the Playing Field: Default Policy and its Effects on English Learner Reclassification
Reclassification, the process by which English learner (EL) students exit EL classification, often determines ELs’ access to mainstream academic coursework. While existing research finds that many students who demonstrate English proficiency do not reclassify, few studies evaluate policies that effectively reclassify eligible students. This study examines the impact of shifting reclassification… more →
Unlocking College Potential: The Role of Student Expectations and Non-Cognitive Skills in College Success
Attending college is a significant human capital investment but only about 60% of those who start college will have a completed degree six years later. This makes identifying the skills associated with college success an important policy concern. We surveyed over 1,100 entering college freshmen, majoring in business and engineering at a public university in the US, and combined this information… more →
Automated Feedback Improves Teachers’ Questioning Quality in Brick-and-Mortar Classrooms: Opportunities for Further Enhancement
AI-powered professional learning tools that provide teachers with individualized feedback on their instruction have proven effective at improving instruction and student engagement in virtual learning contexts. Despite the need for consistent, personalized professional learning in K-12 settings, the effectiveness of automated feedback tools in traditional classrooms remains unexplored. We present… more →
Effects of Early College on Educational Attainment for All in Massachusetts
Evaluations of Early College, a type of intervention that enables simultaneous enrollment in secondary and post-secondary courses in the United States, consistently find positive effects on educational attainment across racial and socioeconomic groups. Unlike Early College initiatives in other states, Massachusetts launched Early College in Fall 2018, enabling a within-school as well as a whole-… more →
Do Innovative Career Pathways in Massachusetts High Schools Promote Equitable Access to Higher Education?
Two persistent shortcomings of the American labor market are the wage gaps and unequal unemployment rates that exist between racial groups. More specifically, Black and Latinx high school graduates earn less and are more likely to be unemployed than their White counterparts, on average. Likewise, students from low-income families are much more likely to be low-income themselves in adulthood. One… more →
Project Lead the Way: Impacts of a High School Applied STEM Program on Early Post-Secondary Outcomes
Project Lead the Way (PLTW) is an applied STEM program first introduced nearly three decades ago to enhance the STEM content of Career Technical Education (CTE). Currently, more than 12,000 US high schools offer the program. Using data from three cohorts of public high school freshmen in Missouri, we investigate the impact of PLTW program offer (ITT), participation impacts on participants (TOT),… more →
A Scalable Approach to High-Impact Tutoring for Young Readers: Results of a Randomized Controlled Trial
This paper presents the results from a randomized controlled trial of Chapter One, an early elementary reading tutoring program that embeds part-time tutors into the classroom to provide short bursts of 1:1 instruction. Eligible kindergarten students were randomly assigned to receive supplementary tutoring during the 2021-22 school year (N=818). The study occurred in a large Southeastern district… more →
IncreasED: How Court Rulings Impact Special Education Identification
Healthcare services outside of school impact the likelihood of receiving a school-based special education classification and services. Using Massachusetts administrative data on public school students, this paper employs difference-in-differences to examine the impacts of expanded Medicaid coverage for mental and behavioral healthcare brought by the Rosie D. lawsuit of 2009. Rosie D. caused… more →
The Effects of Virtual Tutoring on Young Readers: Results from a Randomized Controlled Trial
In-person tutoring has been shown to improve academic achievement. Though less well-researched, virtual tutoring has also shown a positive effect on achievement but has only been studied in grade five or above. We present findings from the first randomized controlled trial of virtual tutoring for young children (grades K-2). Students were assigned to 1:1 tutoring, 2:1 tutoring, or a control group… more →
Mechanisms of Effect Size Differences Between Researcher Developed and Independently Developed Outcomes: A Meta-Analysis of Item-Level Data
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 45 effect sizes from 30 studies shows that both greater… more →
Technology Apprenticeships and Labor Market Outcomes: Mixed-Methods Evidence from the LaunchCode Program
We leverage employment and earnings data from a large credit bureau, program data from LaunchCode—a free technology education, and in-depth interviews with applicants and instructors to examine if the LaunchCode program leads to economic benefits, who is most likely to experience these benefits, and how this program produces these benefits. We first conduct an intent-to-treat analysis by… more →
Staffing Interventions to Support Students Experiencing Homelessness: Evidence from New York City
There is limited empirical evidence about educational interventions for students experiencing homelessness, who experience distinct disadvantages compared to their low-income peers. We explore how two school staffing interventions in New York City shaped attendance outcomes of students experiencing homelessness using administrative records from 2013-2022 and a difference-in-differences estimator… more →
Teacher-colleague race congruence and mobility: Do colleague demographics impact teacher retention?
Teacher turnover is especially pronounced among teachers of color who play critically important roles in the success of students of color. A growing literature points to racial isolation as one factor that is associated with Black teacher job satisfaction in particular, which in turn could play a role in a teacher’s decision to remain in a school. However, little is known about whether having… more →
Did Mathematics Achievement Gaps for Students with Disabilities Widen after the Introduction of the Common Core and its Aligned Assessments?
This study addresses the important yet underexplored question of whether the Common Core State Standards in Mathematics, which emphasize critical thinking and problem-solving, as well as the computer-based assessments aligned with the Common Core, have facilitated or hindered learning for students with disabilities. By analyzing administrative data from a large county in California, we track… more →
Skills and Earnings: A Multidimensional Perspective on Human Capital
The multitude of tasks performed in the labor market requires skills in many dimensions. Traditionally, human capital has been proxied primarily by educational attainment. However, an expanding body of literature highlights the importance of various skill dimensions for success in the labor market. This paper examines the returns to cognitive, personality, and social skills as three important… more →
High School Career and Technical Education Finance: Impact of State-Level Policy Changes
States are increasingly adopting changes to K-12 funding systems in order to promote and encourage student engagement in secondary-level career and technical education (CTE). Two of the most prevalent reforms include: a) establishing tiered weights for CTE in school funding formulas based on the connection between a program of study and workforce needs and b) incentive grant programs that provide… more →
Does Course Structure Increase STEM Employment for Women and Underrepresented Minorities in Technology Training Programs? Evidence from LaunchCode
We examine three coding bootcamps offered by LaunchCode (LC101, Women+, and CodeCamp) to understand if tailored structures within coding bootcamp programs—designed for underrepresented groups in Science, Technology, Engineering, and Math (STEM)—lead to increased program persistence for women, underrepresented minorities, and low-income individuals. We also examine if these tailored structures… more →
Leading Indicators of Long-Term Success in Community Schools: Evidence from New York City
Community schools offer supports such as health and social services, extended school days, and family education, to improve the performance of students whose learning may be disrupted by challenges related to poverty. In 2015, the New York City Community Schools Initiative was implemented in conjunction with the NYC Renewal Schools program to turnaround the city’s lowest performing schools. Using… more →
Distance to Opportunity: Higher Education Deserts and College Enrollment Choices
We study how geographic access to public postsecondary institutions is associated with students’ college enrollment decisions across race and socioeconomic status. Leveraging rich administrative data, we first document substantial differences in students’ local college options, with White, Hispanic, and rural students having, on average, many fewer nearby options than their Black, Asian, suburban… more →
Teacher Effectiveness in Remote Instruction
The effect of remote learning on student performance has been a frequent topic of research and discussion in the aftermath of the COVID-19 pandemic, yet little is known about the impact of remote instruction on the performance of teachers. This study documents how relative effectiveness of teachers changed when moving from in-person to remote instruction and analyzes the characteristics of… more →
Using Meta-Analytic Data to Examine Fadeout and Persistence of Intervention Impacts on Constrained and Unconstrained Skills
Recent reviews of the educational intervention literature have noted patterns of intervention impact fadeout on cognitive skills, whereby skill trajectories between children in the intervention and control group converge in the years following the end of the intervention. Some early childhood education (ECE) researchers have suggested that skill type, specifically whether a skill is “constrained… more →