EdWorkingPapers
Who Scars the Easiest? College Quality and the Effects of Graduating into a Recession
Graduating from college into a recession is associated with earnings losses, but less is known about how these effects vary across colleges. Using restricted-use data from the National Survey of College Graduates, we study how the effects of graduating into worse economic conditions vary over college quality in the context of the Great Recession. We find that earnings losses are concentrated… more →
Policy Impacts of Reimbursement Rate Reform: Evidence from the Child Care and Development Fund
The Child Care and Development Fund (CCDF) subsidizes child care costs to help low- income families afford care. Reimbursements for cost-subsidized care are paid to child care providers; however, per-child reimbursements are extremely low compared with market rates and actual cost of care. We examine how the 2014 CCDF reauthorization, which recommended states increase subsidy reimbursement… 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… 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 →
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… 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… 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… more →
Examining the Relationship Between Randomization Strategies and Control Group Crossover in Higher Education Interventions
This article examines the risk of crossover contamination in individual-level randomization, a common concern in experimental research, in the context of a large-enrollment college course. While individual-level randomization is more efficient for assessing program effectiveness, it also increases the potential for control group students to cross over into the treatment group, thus biasing… 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.… 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 →
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… 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… 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.… 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… 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… more →
Leveraging Modern Machine Learning to Improve Early Warning Systems and Reduce Chronic Absenteeism in Early Childhood
Chronic absenteeism is a critical issue that has been linked to many adverse student outcomes. The current study focuses on improving a key system already in place in many school districts—early warning systems (EWSs)—in order to decrease chronic absenteeism in students’ earliest schooling years. Using a demographically diverse population of students followed from PreK to third grade in Boston… 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 →
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… 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 →
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 →
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 →
Overcoming the Protestor’s Dilemma: How Teacher Strikes Demobilize Opponents
The “Protestor’s Dilemma” refers to the paradox faced by protestors where their disruptive actions, while necessary to gain public attention and support, could potentially provoke backlash and weaken the very support they seek to gain. How can protestors overcome this dilemma? Teacher strikes point toward a potential path forward. To examine how strikes impact political behavior, we use an… 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… 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.… 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,… 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 →
What Impacts Should We Expect from Tutoring at Scale? Exploring Meta-Analytic Generalizability
U.S. public schools are engaged in an unprecedented effort to expand tutoring in the wake of the pandemic. Broad-based support for scaling tutoring emerged, in part, because of the large effects on student achievement found in prior meta-analyses. We conduct an expanded meta-analysis of 282 randomized control trials and explore how estimates change when we better align our sample with a policy… 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 “… more →
Differential Responses to Teacher Evaluation Incentives: Expectancy, Race, Experience, and Task
Teacher evaluation systems and their associated incentives have produced fairly mixed results. Our analyses are motivated by theory and descriptive evidence that accountability systems are highly racialized, and that individuals are less likely to respond to incentives when they have low expectations of success (and vice versa). Using a regression discontinuity design, we find that Black… more →
The Long-Run Impacts of Universal Pre-K with Equilibrium Considerations
Since 1995, publicly funded pre-K with universal eligibility has proliferated across the U.S. Universal pre-K (UPK) operates at great scale and serves children with a wide range of alternative childcare options. Because these programs are relatively young, very little is known about their long-run impacts on children. In this paper, I use a difference-in-differences (DiD) design to estimate… more →
The Role of Comprehensive Student Support Interventions during School Turnaround
The persistence of underperformance in schools within large urban districts remains a significant challenge in the U.S. K-12 education system. Education policymakers have enacted legislation aiming at improving these schools through ``turnaround'' initiatives. However, students attending underperforming schools face multifaceted challenges that extend beyond the classroom. Therefore,… more →
I know my rights? Iowa Senate File 496, book bans, and the First and Fourteenth Amendments
This instrumental case study explores 31 Iowan educators’ and board of education members’ perceptions of the ways the state’s book ban law, Senate File 496 influenced school information systems. Mathisen’s (2015) informational justice conceptual framework guided data analysis. The three key findings of this study were Senate File 496 was imprudently discriminatory in implementation,… more →
Do Pensions Enhance Worker Effort and Selection? Evidence from Public Schools
Why do employers offer pensions? We empirically explore two theoretical rationales, namely that pensions may improve worker effort and worker selection. We examine these hypotheses using administrative measures on effort and output in public schools around the pension-eligibility notch. When workers cross the notch their effective compensation falls significantly, but we… more →
Are Preschool Programs Becoming Less Effective?
High-quality preschool programs are heralded as an effective policy tool to promote the development and life-long wellbeing of children from low-income families. Yet evaluations of recent preschool programs produce puzzling findings, including negative impacts, and divergent, weaker results than were shown in demonstration programs implemented in the 1960s and 70s. We provide potential… more →
Expanding School Counseling: The Impacts of California Funding Changes
Counselors are a common school resource for students navigating complicated and consequential education choices. However, most students have limited access to school counselors. We study one of the largest U.S. policies to increase access to school counselors - California's Supplemental School Counseling Program. The program increased the average number of counselors per high school by 0.7 and… more →
Are Community College Students Increasingly Choosing High-Paying Fields of Study? Evidence from Massachusetts
The labor-market payoff to workers with associate degrees in healthcare and STEM occupations is very high in Massachusetts. We examine whether this induced a growing proportion of students in MA community colleges (MACCs) to earn an associate degree (AD) in one of these fields. We do this by using multinomial logit analysis to compare trends across 12 cohorts of MACC entrants in the proportion… more →
The Long-Term Effect of North Carolina’s Pre-Kindergarten Program is Larger in School Districts with Lower Rates of Growth in Academic Achievement
Prior research has found that public investments in North Carolina’s pre-kindergarten program—NC Pre-K—generated positive effects on student reading and math achievement through eighth grade (Bai et al., 2020). This study examined whether the effect of NC Pre-K funding exposure is moderated by the educational environments children subsequently experience during elementary and middle school.… more →
The Returns to Education over time and the Effect of COVID-19
This paper examines the effects of the COVID-19 pandemic on the returns to education in the United States. Using data from the Current Population Survey 2011-2022, the analysis reveals that, after a period of decline, returns to education increased significantly because of COVID, particularly for men and those with university education. The returns to university for men increased by 1… more →
What’s the Goal Here? Educator’s Perspectives of Iowa’s Senate File 496 on School Mental Health Systems
Iowa's Senate File 496 requires parent permission to formally survey students about their mental health, bans the discussion of gender identity and sexual orientation in schools before 7th grade, mandates schools obtain parental permission to use a nick name, and bans any books that depict or describe sex acts in schools. This exploratory case study explores educators’ (n = 20) perceptions of… more →
Same Idea, Shifting Standards: An Experimental Study of Racial-Ethnic Biases in Ambitious Math Teaching
Teacher expectations and judgments about student capabilities are predictive of student achievement, yet such judgments may be influenced by salient dimensions of student identity and invite biases. Moreover, ambitious math teaching may also invite teacher biases due to the emphasis on student-generated inputs and ideas. In this pre-registered audit experiment, we investigate teacher biases in… more →
Overpoliced? A Descriptive Portrait of School-Based Targeted Police Interventions in New York City
This study provides a descriptive analysis of police intervention as a response to student behavior in New York City public schools. We find that between the 2016/17 and 2021/22 academic years, arrests and juvenile referrals decreased while non-detainment-based and psychiatric police interventions increased. However, Black students, especially those enrolled in schools located in predominantly… more →
Tutor CoPilot: A Human-AI Approach for Scaling Real-Time Expertise
Generative AI, particularly Language Models (LMs), has the potential to transform real-world domains with societal impact, particularly where access to experts is limited. For example, in education, training novice educators with expert guidance is important for effectiveness but expensive, creating significant barriers to improving education quality at scale. This challenge disproportionately… more →
Accelerating Opportunity: The Effects of Instructionally Supported Detracking
The pivotal role of Algebra in the educational trajectories of U.S. students continues to motivate controversial, high-profile policies focused on when students access the course, their classroom peers, and how the course is taught. This random-assignment partnership study examines an innovative district-level reform—the Algebra I Initiative—that placed 9th-grade students with prior math… more →
Distance to Degrees: How College Proximity Shapes Students’ Enrollment Choices and Attainment Across Race-Ethnicity and Socioeconomic Status
Leveraging rich data on the universe of Texas high school graduates, we estimate how the relationship between geographic access to public two- and four-year postsecondary institutions and postsecondary outcomes varies across race-ethnicity and socioeconomic status. We find that students are sensitive to the distance they must travel to access public colleges and universities, but there are… more →
The Reform Logics of Teaching: How Institutionalized Conceptions of Teaching Shape Teacher Professional Identity
Teachers’ professional identities are the foundation of their practice. Previous scholarship has largely overlooked the extent to which the broader institutional environment shapes teachers’ professional identities. In this study, I bridge institutional logics with theory on teacher professional identity to empirically examine the deeply institutionalized, taken-for-granted ways American… more →
Unpacking the Impacts of a Youth Behavioral Health Intervention: Experimental Evidence from Chicago
Racial disparities in violence exposure and criminal justice contact are a subject of growing policy and public concern. We conduct a large-scale, randomized controlled trial of a six-month behavioral health intervention combining intensive mentoring and group therapy designed to reduce criminal justice and violence involvement among Black and Latinx youth in Chicago. Over 24 months, youth… more →
The Politics of Teachers' Union Endorsements
School board candidates supported by local teachers' unions overwhelmingly win and we examine the causes and consequences of the "teachers' union premium" in these elections. First, we show that union endorsement information increases voter support. Although the magnitude of this effect varies across ideological and partisan subgroups, an endorsement never hurts a candidate's prospects among… more →
Falling Behind as Peers Age Up: The Effects of Peer Age on Student Cognitive and Non-Cognitive Outcomes
Understanding the factors that influence student outcomes is crucial for both parents and schools when designing effective educational strategies. This paper explores the impact of peer age on both cognitive and non-cognitive outcomes using a randomized sample of middle school students. By analyzing how exogenous variations in peer age affect students' academic performance, self-expectations… more →