EdWorkingPapers
Noncredit Workforce Training, Industry Credentials, and Labor Market Outcomes
Many public workforce training programs lead to industry-recognized, third-party awarded credentials, but little research has been conducted on the economic benefits of these credentials in the labor market. This paper provides quasi-experimental evidence on the labor market returns to industry-recognized credentials connected to community college workforce noncredit training programs. Based… more →
Is Big Data Better? LMS Data and Predictive Analytic Performance in Postsecondary Education
Colleges have increasingly turned to data science applications to improve student outcomes. One prominent application is to predict students’ risk of failing a course. In this paper, we investigate whether incorporating data from learning management systems (LMS)--which captures detailed information on students’ engagement in course activities--increases the accuracy of predicting student… more →
Does Teacher Professional Development Improve Student Learning? Evidence from Leading Educators’ Fellowship Model
Teachers are the most important school-specific factor in student learning. Yet, little evidence exists linking teacher professional development programs and the strategies or activities that comprise them to student achievement. In this paper, we examine a fellowship model for professional development designed and implemented by Leading Educators, a national nonprofit organization that aims… more →
Information Frictions and Teacher Turnover
Many decentralized matching markets experience high rates of instability due to information frictions. This paper analyzes these frictions in a particularly unstable U.S. market, the labor market for first-year school teachers. We develop and estimate a dynamic, partial equilibrium model of labor mobility that incorporates non-pecuniary information frictions for school climate and teacher… more →
Leveraging Item Parameter Drift to Assess Transfer Effects in Vocabulary Learning
Longitudinal models of individual growth typically emphasize between-person predictors of change but ignore how growth may vary within persons because each person contributes only one point at each time to the model. In contrast, modeling growth with multi-item assessments allows evaluation of how relative item performance may shift over time. While traditionally viewed as a nuisance under the… more →
The State of State Civics Scores: An Application of Multilevel Regression with Post-Stratification using NAEP Test Scores
The National Assessment of Educational Progress (NAEP) has tested the civic, or citizenship knowledge of students across the nation at irregular intervals since its very inception. Despite advancements in reading and mathematics, evidenced by results from the National Assessment of Educational Progress (NAEP), civics proficiency has remained consistently low, which raises concerns among… more →
Inequity and College Applications: Assessing Differences and Disparities in Letters of Recommendation from School Counselors with Natural Language Processing
Letters of recommendation from school counselors are required to apply to many selective colleges and universities. Still, relatively little is known about how this non-standardized component may affect equity in admissions. We use cutting-edge natural language processing techniques to algorithmically analyze a national dataset of over 600,000 student applications and counselor recommendation… more →
Should College Be “Free”? Evidence On Free College, Early Commitment, and Merit Aid From An Eight-Year Randomized Trial
We provide evidence about college financial aid from an eight-year randomized trial where high school ninth graders received a $12,000 merit-based grant offer. The program was designed to be free of tuition/fees at community colleges and substantially lower the cost of four-year colleges. During high school, it increased students’ college expectations and low-cost effort, but not higher-cost… more →
Disparate Pathways: Understanding Racial Disparities in Teaching
Mounting evidence supporting the advantages of a diverse teacher workforce prompts policymakers to scrutinize existing recruitment pathways. Following four cohorts of Maryland public high-school students over 12 years reveals several insights. Early barriers require timely interventions, aiding students of color in achieving educational milestones that are prerequisites for teacher candidacy (… more →
Institutional heterogeneity in the education and earnings returns to postsecondary technical education: Evidence from Missouri
We estimate the education and earnings returns to enrolling in technical two-year degree programs at community colleges in Missouri. A unique feature of the Missouri context is the presence of a highly regarded, nationally ranked technical college: State Technical College of Missouri (State Tech). We find that enrolling in a technical program in Missouri increases the likelihood of associate… more →
The Rise and Fall of the Teaching Profession: Prestige, Interest, Preparation, and Satisfaction over the Last Half Century
We examine the state of the U.S. K-12 teaching profession over the last half century by compiling nationally representative time-series data on four interrelated constructs: occupational prestige, interest among students, the number of individuals preparing for entry, and on-the-job satisfaction. We find a consistent and dynamic pattern across every measure: a rapid decline in the 1970s, a… more →
The Effect of Taxpayer-Funded Education Savings Accounts on Private School Tuition: Evidence from Iowa
Does state implementation of Education Savings Accounts (ESAs), which are voucher-like taxpayer-funded subsidies for children to attend private schools, increase tuition prices? We analyze a novel longitudinal dataset for all private schools in Iowa and Nebraska, neighboring states that adopted ESAs in the same legislative session, with Iowa’s implementation beginning first. By leveraging… more →
Closing the gap for racial minorities and immigrants through school-to-work linkages and occupational match
This study investigates the role of college major choices in labor market outcomes, with a focus on racial minorities and immigrants. Drawing upon research on school-to-work linkages, we examine two measures, linkage, the connection between college majors and specific occupations in the labor market, and match, the alignment of workers’ occupations with their college majors. Analyzing data… more →
The Promises and Pitfalls of Using Language Models to Measure Instruction Quality in Education
Assessing instruction quality is a fundamental component of any improvement efforts in the education system. However, traditional manual assessments are expensive, subjective, and heavily dependent on observers’ expertise and idiosyncratic factors, preventing teachers from getting timely and frequent feedback. Different from prior research that focuses on low-inference instructional practices… more →
Marginal Returns to Public Universities
This paper studies the causal impacts of public universities on the outcomes of their marginally admitted students. I use administrative admission records spanning all 35 public universities in Texas, which collectively enroll 10 percent of American public university students, to systematically identify and employ decentralized cutoffs in SAT/ACT scores that generate discontinuities in… more →
The extent and consequences of teacher biases against immigrants
We study the extent and consequences of biases against immigrants exhibited by high school teachers in Finland. Compared to native students, immigrant students receive 0.06 standard deviation units lower scores from teachers than from blind graders. This effect is almost entirely driven by grading penalties incurred by high-performing immigrant students and is largest in subjects where… more →
Can the promise of free education improve college attainment? Lessons from the Milwaukee Area Technical College Promise
This study found that the MATC Promise increased college attainment by encouraging Milwaukee high school students to access state and federal aid, and to consider matriculating to their local two-year college. The MATC Promise exemplifies the last-dollar model of college aid. If seniors at Milwaukee area public high schools complete academic milestones, apply for financial aid, qualify based… more →
The Effects of In-School Virtual Tutoring on Student Reading Development: Evidence from a Short-Cycle Randomized Controlled Trial
This paper describes a 12-week cluster randomized controlled trial that examined the efficacy of BookNook, a virtual tutoring platform focused on reading. Cohorts of first- through fourth-grade students attending six Rocketship public charter schools in Northern California were randomly assigned within grades to receive BookNook. Intent-to-Treat models indicate that students in cohorts… more →
Label to Help: The Effects of Special Education on Student Outcomes
This study examines the impact of special education on academic and behavioral outcomes for students with learning disabilities (LD) by using statewide Indiana data covering kindergarten through eighth grade. The results from student fixed effects models show that special education services improve achievement in math and English Language Arts, but they also increase suspensions and absences… more →
Peer Effects in Vocational Education and Training
Vocational Education and Training (VET) programs are prevalent in a European context, but often struggle with drop-out rates that exceed those of general upper-secondary education. Using Danish administrative data, we study the effects of reform-induced reductions in shares of VET students who did not pass their lower secondary final exams on passing GPA VET students. We find that passing… more →
Parsing Coaching Practice: A Systematic Framework for Describing Coaching Discourse
Despite the common title of “coach,” definitions of high-quality coaching vary tremendously across models and programs. Yet, few studies make comparisons across different models to understand what is most helpful, for whom, and under what circumstances. As a result, practitioners are left with many options and little evidence-based direction. This is exacerbated by the literature’s focus on… more →
Teacher Licensure and Workforce Quality: Insights from Covid-Era Emergency Licenses in Massachusetts
Much recent debate among policymakers and policy advocates focuses on whether states should reduce teacher licensure requirements to ease the burdens of recruiting high quality teachers to the workforce. We examine the effectiveness of individuals who entered the teacher workforce in Massachusetts during the pandemic by obtaining an emergency license, which requires only a bachelor’s degree.… more →
How State Takeovers of School Districts Affect Education Finance, 1990 to 2019
State takeover of school districts—a form of political centralization that shifts decision-making power from locally elected leaders to the state—has increased in recent years, often with the purported goal of improving district financial condition. Takeover has affected millions of students throughout the U.S. since the first takeover in 1988 and is most common in larger districts and… more →
The Prevalence and Policy Implications of Between-School Heterogeneity in Learning Outcomes: Evidence from Six Public Education Systems
While learning outcomes in low- and middle-income countries are generally at low levels, the degree to which students and schools more broadly within education systems lag behind grade-level proficiency can vary significantly. A substantial portion of existing literature advocates for aligning curricula closer to the proficiency level of the “median child” within each system. Yet, amidst… more →
How Early Morning Classes Change Academic Trajectories: Evidence from a Natural Experiment
Using a natural experiment which randomized class times to students, this study reveals that enrolling in early morning classes lowers students' course grades and the likelihood of future STEM course enrollment. There is a 79% reduction in pursuing the corresponding major and a 26% rise in choosing a lower-earning major, predominantly influenced by early morning STEM classes. To understand the… more →
Can Computer-Assisted Instruction Help Schools to Close the Achievement Gap: Evaluation of a District-Wide Reading Intervention
A concerning number of middle and high school students lack fundamental reading skills in the United States. One common way schools address this issue is by supporting those students with computer-assisted instruction. This study evaluates the causal effect of one such computer-assisted instruction intervention on English Language Arts achievement for middle and high school students in a large… more →
Sustained Effects of Small-Group Instruction in Mathematics
Recent research suggests that using additional teachers to provide small-group instruction or tutoring substantially improves student learning. However, treatment effects on test scores can fade over time, and less is known about the lasting effects of such interventions. We leverage data from a Norwegian large-scale field experiment to examine the effects of small-group instruction in… more →
The Effect of Early Childhood Programs on Third-Grade Test Scores: Evidence from Transitional Kindergarten in Michigan
Transitional Kindergarten (TK) is a relatively recent entrant into the U.S. early education landscape, combining features of public pre-K and regular kindergarten. We provide the first estimates of the impact of Michigan’s TK program on 3rd grade test scores. Using an augmented regression discontinuity design, we find that TK improves 3rd grade math scores by 0.29 standard deviations relative… more →
College Course Shutouts
What happens when college students are not able to enroll in the courses they want? We use a natural experiment at Purdue University in which first-year students are conditionally randomly assigned to oversubscribed courses. Compared to students who are assigned a requested course, those who are shut out are 40% less likely to ever take the oversubscribed course and 30% less likely to ever… more →
Local Political Party Voting Context Moderates Public School Principals’ Levels of Racial/Ethnic Discrimination
Correspondence audits document causal evidence of racial/ethnic discrimination in many contexts. However, few studies have examined whether local political party voting context influences individuals to engage in “stakeholder-centric” discrimination on behalf of or in response to expectations of others. We examine heterogeneity in racial/ethnic discrimination by the county-level Republican… more →
Next-Generation Teacher Evaluation in Rural Missouri: Main and Moderated Effects on Student Achievement and Effects-to-Expenditure Ratios
We extend teacher evaluation research by estimating a reformed evaluation system's plausibly causal average effects on rural student achievement, identifying the settings where evaluation works, and incorporating evaluation expenditures. That the literature omits these contributions is concerning as research implies it hinders evidence-based teacher evaluation policymaking for rural districts… more →
Do Financial Incentives Increase the Impact of National-Scale Educational Programs? Experimental Evidence from a National College Advising Initiative
Recent work highlights the challenge of scaling evidence-based educational programs. We report on a randomized controlled trial of a financial incentive program designed to increase the efficacy of a national remote college advising initiative for high-achieving students. We find substantial positive effects of the program on student engagement with college advisors; applications to well-… more →
Attendance Practices in High-Absenteeism Districts
Educational policymakers, leaders, and researchers are paying increasing attention to student attendance and chronic absenteeism, especially in the wake of the COVID-19 pandemic. Though researchers have documented the consequences and causes of absenteeism, there is limited empirical evidence about what schools and districts are actually doing to improve attendance. This study presents… more →
Does Corequisite Remediation Work for Everyone? An Exploration of Heterogeneous Effects and Mechanisms
The landscape of developmental education has experienced significant shifts over the last decade nationwide, as more than 20 states and higher education systems have transitioned from the traditional prerequisite model to corequisite remediation. Drawing on administrative data from Tennessee community colleges from 2010 to 2020, this study examined the heterogeneous effects of corequisite… more →
Does One Plus One Always Equal Two? Examining Complementarities in Educational Interventions
Public policies targeting individuals based on need often impose disproportionate burden on communities that lack the resources to implement these policies effectively. In an elementary school setting, I examine whether community-level interventions focusing on similar needs and providing resources to build capacity in these communities could improve outcomes by improving the effectiveness of… more →
Public Good Perceptions and Polarization: Evidence from Higher Education Appropriations
To understand the causes and consequences of polarized demand for government expenditure, we conduct three field experiments in the context of public higher education. The first two experiments study polarization in taxpayer demand. We provide information to shape beliefs about social returns on investment. Our treatments narrow the political partisan gap in ideal policies---a reduction in… more →
Why Black Teachers Matter
Black teachers are critical resources for our children and schools. Pairing experimental data with rich measures of teacher mindsets and practices and varied student outcomes, I document that: (1) Black teachers in upper-elementary grades have large effects on the self-efficacy and classroom engagement of their Black students (0.7 and 0.8 SD) but not for non-Black students, potentially driven… more →
Multiply by 37 (or Divide by 0.023): A Surprisingly Accurate Rule of Thumb for Converting Effect Sizes from Standard Deviations to Percentile Points
Educational researchers often report effect sizes in standard deviation units (SD), but SD effects are hard to interpret. Effects are easier to interpret in percentile points, but converting SDs to percentile points involves a calculation that is not transparent to educational stakeholders. We show that if the outcome variable is normally distributed, we can approximate the percentile-point… more →
Constrained Agency and the Architecture of Educational Choice: Evidence from New York City
Many school districts consider family preferences in allocating students to schools. In theory, this approach provides traditionally disadvantaged families greater access to high-quality schools by weakening the link between residential location and school assignment. We leverage data on the school choices made by over 233,000 New York City families to examine the extent to which the city’s… more →
Exploring Multidimensional Approaches to Learning During Early Childhood in Ghana
Children's approaches to learning (AtL) are widely recognized as a critical predictor of educational outcomes, especially in early childhood. Nevertheless, there remains a dearth of understanding regarding the dimensionality of AtL, the reciprocal dynamics between AtL and learning outcomes, and how AtL operates in non-Western contexts. This paper aims to extend the existing AtL literature by… more →
Challenges and opportunity: An examination of barriers to postsecondary academic success
Community colleges are a critical component of the U.S. higher education system, providing access to students from traditionally underserved communities. However, enduring challenges to completion stemming from educational, economic, and social inequities persist. Building on prior work that examines barriers to student success and their relationship to student outcomes, this descriptive study… more →
Scaling High-impact tutoring: School Level Perspectives on Implementation Challenges and Strategies
High-impact tutoring has emerged as a primary school district investment for addressing learning loss that occurred during the COVID-19 pandemic. While existing research shows that high-impact tutoring is effective for accelerating student learning, this study examined the school-level facilitators and barriers to scaling high-impact tutoring. Situated in an urban traditional school district… more →
Of DEI and Denials: A Critical Discourse Analysis of Texas’ 88th Legislative Session
Emerging literature on anti-CRT, anti-DEI efforts in education suggest that these attacks represent a rearticulation of racial ideologies which seek to contain racial progress. Although crafting anti-CRT and anti-DEI policies is primarily conducted through discourse, few studies explore the specific discursive mechanisms used to justify these efforts as racially neutral. Using critical… more →
How the Engagement of High-Profile Partisan Officials Affects Education Politics, Public Opinion, and Polarization
What happens to public opinion when prominent partisan officials intervene in education policy debates? We analyzed the results of 18 survey experiments conducted between 2009 and 2021 with nationally representative samples of U.S. adults. Each experiment explored the effect of an endorsement of a specific education policy by a high-profile partisan official on the public’s attitudes toward… more →
Do Students Respond to Sticker-Price Reductions?: Evidence from the North Carolina Promise
The North Carolina Promise is a state-level policy that reduced the cost of tuition for all students who attended one of three campuses in the University of North Carolina System starting in fall of 2018. We use IPEDS data and a synthetic control approach to examine how this tuition reduction affected enrollment and persistence at these campuses. We find that NC Promise did not increase… more →
ESSER-ting Preferences: Examining School District Preferences for Using Federal Pandemic Relief Fundings
We analyzed the proposed spending data for the American Recovery Plan’s Elementary and Secondary Emergency Relief III (ESSER III) fund from the spring of 2021 of nearly 3,000 traditional public-school districts in the United States to (1) identify trends in the strategies adopted and (2) to test whether spending strategies were observably heterogeneous across district characteristics. We found… more →
High School Preparation and Post-Secondary Educational Attainment: An Analysis of Racial/Ethnic and Gender Differences for Missouri Public High School Students
This paper investigates patterns of racial/ethnic and gender gaps in post-secondary degree attainment trajectories by the levels of students’ pre-college academic preparation. We follow four cohorts of Missouri public high school freshmen for five years beyond on-time graduation among White, Black, and Hispanic male and female students. A composite measure of pre-college academic preparation… more →
The Notorious SBG: Administrators’ Perceptions of Standards-Based Grading Practices
This mixed-methods study synthesizes Standards-Based Grading (SBG) literature, analyzes 249 Arkansas administrators' survey responses using OLS regressions, and identifies themes through in-vivo coding of qualitative feedback. Results show more SBG support among liberal, elementary-level administrators in larger, economically diverse districts. Qualitative insights highlight structural… more →
Which Colleges Increase Voting Rates?
We study how colleges shape their students' voting habits by linking millions of SAT takers to their college-enrollment and voting histories. To begin, we show that the fraction of students from a particular college who vote varies systematically by the college's attributes (e.g. increasing with selectivity) but also that seemingly similar colleges can have markedly different voting rates.… more →
Time in School: A Conceptual Framework, Synthesis of the Causal Research, and Empirical Exploration
We examine the fundamental and complex role that time plays in the learning process. We begin by developing a conceptual framework to elucidate the multiple obstacles schools face in converting total time in school into active learning time. We then synthesize the causal research and document a clear positive effect of additional time on student achievement typically of small to medium… more →