EdWorkingPapers
Buying time: Financial aid allows college students to work less while enrolled
Many empirical studies have found that financial aid improves college attainment. Few have been able to test why. This study used administrative records of employment and earnings to get a more complete picture of students’ finances during college and test one potential mechanism: financial aid buys students time by allowing them to work less in off-campus jobs. We studied recipients of New… more →
Does Increased Agency Improve the Effectiveness of Self-Directed Professional Learning for Educators?
The role of teacher agency in professional learning has been the subject of several qualitative studies but has not yet been tested in an experimental setting. To provide causal evidence of the impact of teacher agency on the effectiveness of professional learning, we conducted a preregistered randomized controlled trial in an online computer science course with volunteer instructors who teach… more →
SEEDS of Early Learning: A Randomized Controlled Trial of an Early Literacy Teacher Professional Development Program
NORC at the University of Chicago designed and implemented an impact evaluation of the SEEDS of Learning (SEEDS) professional development (PD) program on behalf of the Kenneth Rainin Foundation, in collaboration with Kidango. SEEDS of Learning is an evidence-based PD program that prepares early childhood educators to help children develop the social-emotional, language, and emergent literacy… more →
The “Work” of Mobilizing, Advocating, and Organizing for Care in The School District Central Office
This paper presents a case study of a caring school district located in a farmworker community composed largely of Latinx families. I examine how central office leaders create or maintain care supports under crisis conditions. Findings suggest that district-level care was multidimensional and distributed, involving mobilization of community leadership, improvisational structures, and novel… more →
The Effects of Losing Pell Grant Eligibility on Student Outcomes
While initial Pell Grant eligibility is solely determined by financial need, students must achieve Satisfactory Academic Progress to retain it. Students eligible for higher aid are less likely to complete college when they lose eligibility compared to those with lower aid. This non-random attrition introduces bias in the Local Average Treatment Effects. I construct nonparametric bounds on LATE… more →
Who may enter? Qualification and ranking in centralized admission systems to higher education
Admission systems play a critical role in shaping educational opportunities by determining what choices are available to whom. Policy makers and institutions must balance multiple, often conflicting, goals which requires trade-offs between competing values. In this paper, we present core values for admission to higher education alongside a novel framework for centralized admission systems,… more →
Who Leads During and After a Crisis? The Pandemic’s Role in Diversifying School Leadership
Organizational crises, such as the COVID-19 pandemic, influence the appointment of leaders from underrepresented groups, including women and people of color. This study examines the relationship between the pandemic, school organizational characteristics, and the appointment of women and people of color to school leadership (e.g., Head of School, HoS) roles. Using administrative data from the… more →
Investing in College Readiness: Societal Benefits and Costs of the El Dorado College Promise Program
A growing volume of research shows college promise programs increase the likelihood that students enroll in and complete college. Place-based promise programs provide a guaranteed college scholarship for students who attend a specified school district. We examine the societal benefits and costs of a place-based scholarship program in rural Arkansas, the El Dorado Promise. Our cost framework… more →
From Passive Promises to Proactive Guarantees: The Efficacy of Financial Certainty Interventions Among Automatically (In-)Admissible Students
Low-income high-achieving students are less likely than high-income peers to enroll in selective colleges. Financial certainty interventions can address administrative burdens that stifle their enrollment, even when colleges are tuition-free for them. However, we do not know whether these interventions are effective when students enjoy admissions certainty (e.g., with percent plans) or how… more →
Heterogeneous Effects of Closing the Digital Divide During COVID-19 on Student Engagement and Achievement
Equitably expanding technology access among K-12 students has long been viewed as critical for equalizing educational opportunities. But these interventions may influence students’ academic outcomes in unexpected ways. Prior research suggests key technological resources, like broadband Internet, are a double-edged sword, conferring both educational benefits and distractions for children.… more →
The Effects of Daily Air Pollution on Students and Teachers
Recent empirical research shows that air pollution harms student test scores and attendance and increases office discipline referrals. However, the mechanism by which air pollution operates within schools to negatively affect student and teacher outcomes remains largely opaque. The existing literature has primarily focused on the effects of prolonged exposure to pollution on end-of-year test… more →
Are Students On Track?: Comparing the Predictive Validity of Administrative and Survey Measures of Cognitive and Noncognitive Skills for Long-Term Outcomes
Education leaders need valid metrics to predict students’ long-term success. We use a unique dataset with cognitive skills, self-regulation, behavior, course performance, and test scores for 8th-grade students from a Northeast school district. We link these data to students' high school outcomes, college enrollment, persistence, and on-time degree completion. Survey-based cognitive and self-… more →
The Politics of Pandemic School Operations for Reopening and Beyond: Evidence from Virginia
Post COVID, is education losing its special status as a policy domain more insulated from partisan politics than other policy areas? Indeed, a community’s political makeup influenced its’ schools’ pandemic learning modality, but did it predict other aspects of educational operations? We study the role of Republican vote share, race, markets, and public health in predicting a range of operations—… more →
Are School Discipline Practices Pushing Students Out…to Another School? A Longitudinal Analysis of School Transfers in Five Midwest Counties
Sociology of education scholars have positioned punitive discipline practices as factors that work to “push” unwanted students to drop out of school before graduating. However, limited research examines how punitive discipline practices may push students to transfer to another schools—potentially acting as a critical step in the process of pushing students out of the formal education system… more →
How Does Early Achievement Predict Within-Year Student Mobility? Longitudinal Evidence from Missouri
Student mobility that occurs within a school year may be especially disruptive for student outcomes, yet little is known regarding the predictors of within-year mobility. In particular, research has yet to comprehensively examine the role of student achievement in predicting within-year student mobility. Thus, we sought to understand this link by examining longitudinal 3rd – 8th grade student-… more →
Count Me In? Identifying Factors That Predict Centers’ Application to Boston’s Mixed-Delivery Universal Pre-K Program
Universal prekindergarten (UPK) programs often expand through mixed-delivery systems by offering seats in public schools and community-based centers (CBOs). Although this approach aims to meet varied family needs, little is known about potential systematic differences between CBOs that apply to UPK programs and those that do not. We examined whether applier and nonapplier CBOs differ in capacity… more →
Backlash? Schooling Reassignments and the Politics of School Desegregation
School desegregation efforts often spark fierce political backlash. This dissent is typically ascribed to families’ dissatisfaction with the changes in schooling assignments required to achieve desegregation aims. In this paper we use the empirical context of the Wake County Public School System (WCPSS) to estimate the effect of diversity-driven schooling reassignments on public engagement with… more →
Peer Victimization Among English Learners: Examining the Role of Dual-Language and English-Only Programs
This study examines the relationship between English Learner (EL) classification, language program type, and peer victimization using nationally representative data from the Early Childhood Longitudinal Study- Kindergarten Class of 2011. Leveraging a sample of 9,562 children, this study investigates whether Dual-Language programs serve as a protective factor against peer victimization compared to… more →
Experimental Evidence on "Direct Admissions" from Four States: Impacts on College Application and Enrollment
Complexity and uncertainty loom large in the college application process. We leverage a largescale experiment that reduces administrative burden through a proactive guarantee of admission coupled with tailored information, a simplified application form, and automatic fee waiver to test the impact of emerging “direct admissions” policies. Students were 2.7 percentage points (or 12%) more likely to… more →
The Peer Effects of Grade Retention
We study the peer effects of grade retention in the context of Indiana’s statewide third-grade retention policy. When a retention occurs, it changes the peer group for two cohorts: rising fourth graders who lose a peer and rising third graders who gain a peer. We identify peer effects in both cohorts by leveraging plausibly exogenous variation in cohort-level retention rates caused by a… more →
The Learning Crisis: Three Years After COVID-19
The COVID-19 pandemic caused widespread disruptions to education, with school closures affecting over one billion children. These closures, aimed at reducing virus transmission, resulted in significant learning losses, particularly in mathematics and science. Using data from TIMSS 2023, which assesses fourth and eighth-grade achievements across 71 education systems, this study analyzes the impact… more →
More Money for Less Time? Examining the Relative and Heterogenous Financial Returns to Non-Degree Credentials and Degree Programs
There is a large and growing number of non-degree credential offerings between a high school diploma and a bachelor's degree, as well as degree programs beyond a bachelor’s degree. Nevertheless, research on the financial returns to non-degree credentials and degree-granting programs is often narrow and siloed. To fill this gap, we leverage a national sample of individuals across nine MSAs and… more →
Educator Attention: How computational tools can systematically identify the distribution of a key resource for students
Educator attention is critical for student success, yet how educators distribute their attention across students remains poorly understood due to data and methodological constraints. This study presents the first large-scale computational analysis of educator attention patterns, leveraging over 1 million educator utterances from virtual group tutoring sessions linked to detailed student… more →
Exploring the Potentials of Outcomes-Based Contracting: Findings from Initial Implementations
Outcomes-Based Contracting (OBC) ties vendor payments to performance metrics, aiming to enhance accountability in public education. This study examines its implementation in tutoring services through the Southern Education Foundation pilot program. Interviews with district leaders and vendors reveal that OBC fosters collaboration, improves service alignment with student needs, and enhances data… more →
A Framework for Evaluating and Reforming School Vouchers
Following the 2002 work of economist Henry Levin, who laid out a framework for evaluating school vouchers, we provide an updated framework involving four major goals: equity, effiency, accountability and democratic goals. We review what is known from recent research around these four major areas under today’s voucher programs. We raise questions that policymakers and advocates should ask when… more →
A Family Affair: The Effects of College on Parent and Student Finances
Paying for college is often a family affair, with both parents and students contributing. We study the effects of college on family finances using administrative data on the universe of federal aid applicants in California linked to credit records. We provide the first comprehensive analysis of how both students and their parents use debt with college attendance and how prices affect those… more →
Unequal Access: How Public Library Closures Affect Educational Performance
Local public institutions, such as public libraries, offer access to low-cost educational resources, potentially mitigating human capital investment disparities. However, from 2008 to 2019, 766 public library outlets closed across the US, reducing access to these critical resources. This study examines the effect of public library outlet closures on library use and educational outcomes in nearby… more →
From Retributive to Restorative: An Alternative Approach to Justice in Schools
School districts historically approached conflict-resolution from the perspective that suspending disruptive students was necessary to protect their classmates, even if this caused harm to perceived offenders. Restorative practices (RP) – focused on reparation, accountability, and shared ownership of disciplinary justice – are designed to address undesirable behavior without harming students. We… more →
Practice-Based Teacher Education Pedagogies Improve Responsiveness: Evidence from a Lab Experiment
Given the limited time available during teacher preparation, teacher educators must make zerosum choices about the pedagogies they choose to prepare pre-service teachers. Yet the field lacks rigorous causal evidence regarding the relative efficacy of different pedagogies to inform teacher educator decision-making. To begin to address this issue, we randomly assigned 185 college students to one of… more →
Peer Income Exposure Across the Income Distribution
Children from families across the income distribution attend public schools, making schools and classrooms potential sites for interaction between more- and less-affluent children. However, limited information exists regarding the extent of economic integration in these contexts. We merge educational administrative data from Oregon with measures of family income derived from IRS records to… more →
Do Dual Enrollment Students Realize Better Long-Run Earnings? Variations in Financial Outcomes Among Key Student Groups
This study considers whether dual enrollment is associated with students’ financial outcomes over a longer, twelve-year time horizon after high school graduation than previously analyzed in the existing literature. Using longitudinal administrative data that span K-12, higher education, and the workforce, we conduct a propensity score analysis to understand how dual credit participation among the… more →
The Costs and Benefits of North Carolina’s Early College High School Model
Early colleges are high schools that blend the high school and college experiences. They have been shown to increase college enrollment and completion; however less is known about the costs of the early college model relative to traditional high schools. We leverage randomized assignment of North Carolina students to early colleges to estimate the costs, benefits, and net benefits (benefits minus… more →
Leveraging Quarterly Workforce Indicators to Analyze Teacher Labor Market Dynamics: Inequitable Trends in Educator Turnover
Educator labor markets vary considerably across the country and can change quickly during recessions. We use data from the Quality Workforce Indicators (QWI) on educators in Elementary and Secondary Schools from 2000-01 to 2022-23. We demonstrate how to transform the quarter-level data in the QWI to construct valid educator labor market measures. The strengths of the QWI address the limitations… more →
Combining Early Grade Assessments to Study Literacy Skills: Addressing the Variability in Tests Taken across Schools and Students
There is considerable variability in the literacy assessments taken in Kindergarten through second grade, across schools and between multilingual learners and other students, and within students over time. This makes it difficult to study changes in students’ acquisition of ELA skills in these formative years, or to evaluate policies and practices meant to support literacy development. Here we… more →
The Decline in Teacher Working Conditions During and After the COVID Pandemic
We study changes to teacher working conditions from 2016-17 to 2022-23, covering school years before, during, and after the COVID pandemic. We show working conditions were improving leading into the pandemic but declined when the pandemic arrived. Perhaps more surprisingly, the peak of the pandemic was not a low point for teacher working conditions, which have continued to decline during the post… more →
Return on Investment or Ripoff? Examining the Returns to New Master’s Degree Programs
Universities have created more than 14,000 new master’s degree programs in the last two decades, and much of this is likely driven by an effort to increase institutional revenues during challenging financial times. But this expansion in graduate education creates a risk that these new programs fail to generate a return on investment to students or taxpayers. We examined student debt and debt-to-… more →
Improving College Readiness in Mathematics in the Context of a Comprehensive High School Reform
This mixed methods experimental study examined the impacts of the Early College High School model on students’ college readiness in mathematics measured by their success in college preparatory mathematics courses in the 9th through 11th grades, and disaggregated for academically prepared and underprepared students. This study looked at the longitudinal sample of students who moved from the 9th… more →
Early Impacts of the FAFSA Requirement in Texas
In 2021−22, Texas implemented a policy requiring all public high school seniors to complete a financial aid application. This paper examines the early impacts of this requirement on Free Application for Federal Student Aid (FAFSA) completion rates and college enrollment using a difference-in-differences model. First, using a sample of high schools in Texas, I find that the FAFSA requirement… more →
State Intervention and Racialized Policy Aversion in Michigan's Black School Districts
For the past thirty years, Michigan has used Emergency Management (EM) and receiverships to solve city and school finance issues. The impact of these state intervention policies has been highly publicized and has led to institutional distrust among black citizens in urban communities —with the Flint water crisis standing out as the most infamous and high-profile example. A possible outcome of… more →
Curricular-Credential Decoupling: How Schools Respond to Career and Technical Education Policy
This study examines College and Career Readiness (CCR) policy implementation through the lens of decoupling. We investigate how high schools have jointly implemented Career and Technical Education (CTE) and Industry-Based Certifications (IBCs), and whether there is evidence of curricular-credential decoupling via misalignment between the subject-areas of students’ CTE course and IBC completion.… more →
On-the-Job Learning: How Peers and Experience Drive Productivity among Teachers
Workers learn on the job from both repetition and peers. Less understood is how specific types of experience and peer characteristics affect on-the-job learning. This likely differs by context (e.g., occupation, tasks, or roles). Absent such knowledge, it is unclear how to optimally assign workers to tasks and peers. We examine on-the-job learning among elementary school teachers. We focus on… more →
Framework for Evaluating & Reforming Education Finance Systems
This paper presents a comprehensive framework for evaluating and reforming education finance systems to ensure equity, adequacy, and equal opportunity in publicly funded education. We summarize decades conceptual work, explaining our evolving understanding of the role and purpose of school finance systems, leading to our current framing that the purpose of these systems is to deliver the… more →
Results from NCME Survey on Revisions to the Standards for Educational and Psychological Testing
The Standards for Educational and Psychological Testing have served as a cornerstone for best practices in assessment. As the field evolves, so must these standards, with regular revisions ensuring they reflect current knowledge and practice. The National Council on Measurement in Education (NCME) conducted a survey to gather feedback from its members regarding potential updates to the 2014… more →
In the Wake of Dobbs: The Effect of State Abortion Bans on Women's College Choices
This paper studies the impact of state reproductive rights laws on women’s human capital decisions after the U.S. Supreme Court eliminated the constitutional right to abortion in Dobbs v. Jackson Women’s Health Organization (2022). Using data from the Common App, the undergraduate college admission application, I implement a difference-in-differences design that compares high-achieving women’s… more →
Pinpointing Persistence in Alternative STEM Pipelines: Evidence from a Novel Coding and Apprenticeship Program
The shortage of STEM workers, particularly in computer science, is compounded by the underrepresentation of women and certain minoritized racial/ethnic groups in these fields. Efforts to address worker shortages and broaden participation include improving traditional STEM education pathways and creating alternative pathways. While persistence has been examined in traditional STEM pathways, less… more →
Inequities and Impacts of Investments in New School Facilities
There is growing evidence that investment in school facilities, and new school construction in particular, can improve K-12 student outcomes, particularly for low-income students. Funding for school infrastructure, however, is inequitably distributed. Moreover, given a lack of national data on school facilities, researchers have focused on specific states or districts, leaving contextual… more →
How Not to Fool Ourselves About Heterogeneity of Treatment Effects
Researchers across many fields have called for greater attention to heterogeneity of treatment effects—shifting focus from the average effect to variation in effects between different treatments, studies, or subgroups. True heterogeneity is important, but many reports of heterogeneity have proved to be false, non-replicable, or inflated. In this review, we catalog ways that past researchers… more →
The Achievement Effects of Scaling Early Literacy Reforms
While legislators have implemented many “science of reading” initiatives in the last two decades, the evidence on the impact of these reforms at scale is limited. In this pre-registered, quasi-experimental study, we examine California’s recent initiative to improve early literacy across the state’s lowest-performing schools. The Early Literacy Support Block Grant (ELSBG) provided teacher… more →
The Correlated Proxy Problem: Why Control Variables can Obscure the Contribution of Selection Processes to Group-Level Inequality
Whether selection processes contribute to group-level disparities or merely reflect pre-existing inequalities is an important societal question. In the context of observational data, researchers, concerned about omitted-variable bias, assess selection-contributing inequality via a kitchen-sink approach, comparing selection outcomes of different-group individuals net of various characteristics. We… more →
Addressing Threats to Validity in Supervised Machine Learning: A Framework and Best Practices for Education Researchers
Given the rapid adoption of machine learning methods by education researchers, and growing acknowledgement of their inherent risks, there is an urgent need for tailored methodological guidance on how to improve and evaluate the validity of inferences drawn from these methods. Drawing upon an integrative literature review and extending a well-known framework for theorizing validity in the social… more →