Education Economics Commons^™

Bridging The Gap Between Career Expectations Versus Labor Market Realities, Reinette P. Madrid, Grethel T. Ledesma, Ignatius Aryono Putranto, Jyro B. Triviño

Leadership and Strategy Faculty Publications

Most students lack awareness regarding the labor market outcomes for their chosen college majors. This study aims to answer what factors affect the career expectations of graduating students at Quezon City University and how these expectations align with the prevailing labor market situation. It employed descriptive, causal, and explanatory research using a sample of 108 respondents from fourth-year information technology students for the school year 2021 to 2022. Eight of the nine null hypotheses were rejected by employing multinomial logistic and linear regression. Student fixed effects and other labor market outcomes significantly predicted salary, estimated stability, and estimated skills in …

Eliciting Information About Teacher Applicants Using Open-Ended Questions, Joseph Aguilar-Bohorquez, Dan Goldhaber, Cyrus Grout, Elton Mykerezi, Prayash Pathak, Aaron Sojourner

Upjohn Institute Working Papers

Employers commonly use open-ended questions in hiring, but usually responses aren’t recorded, and knowledge about the usefulness of such responses is limited. This study investigates properties of written responses to open-ended questions collected over many years via an application tracking platform that school districts use to hire teachers. We develop a scalable process to discover topics within the corpus of responses to each question and then to classify each response with respect to the topics while preserving interpretability and transparency. It adapts a traditional qualitative topic modeling approach, Inductive Thematic Analysis, to best combine the strengths of researcher judgment and …

The Columbus Promise: Three-Year Pilot Evaluation Report, Michelle Miller-Adams, Kyle Huisman, Kevin Hollenbeck, Bridget Timmeney

Reports

The Columbus Promise is a place-based, tuition-free college program designed to expand postsecondary access and economic mobility for graduates of Columbus City Schools. Launched with the high school class of 2022, the three-year pilot provides tuition support at Columbus State Community College (CSCC), a $500-per-semester stipend, and dedicated coaching and academic services. This evaluation, conducted by the Upjohn Institute for Employment Research, examines outcomes for all three cohorts (2022, 2023, and 2024), using administrative data, a comparison group of Columbus City Schools graduates from 2017–2021, regression-adjusted estimates of academic outcomes, and a synthetic difference-in-differences analysis of overall college enrollment. Findings …

20 Years Of The Kalamazoo Promise: A Visual Guide To Selected Highlights, Kathleen Bolter

Reports

No abstract provided.

Budget Fy 2026 - 2027, Swosu Administration

SWOSU Fiscal Year Budgets

No abstract provided.

Close To Home? Five Key Facts About Child Care Customer And Worker Commutes, Gabrielle Pepin, Jonathan Borowsky, Elizabeth E. Davis, Aaron Sojourner

Upjohn Institute Working Papers

Parents often cite location and convenience as important factors in choosing a child care provider. We use data on individual mobility from GPS in cell phones to study commutes to each licensed early childhood care and education (ECE) provider in 14 states separately for center customers, center workers, and customers of home-based child care providers. We document five key facts about ECE customer and worker commutes. One, center customers and workers commute farther than home-based customers to ECE providers. Two, substantial shares of customers and workers commute 10+ miles to their ECE provider. Three, commute distances to ECE providers vary …

Bearcat Advantage: Year Two Evaluation Report, Michelle Miller-Adams, Kyle Huisman, Bridget Timmeney, Kevin Hollenbeck

Reports

No abstract provided.

Expanding The Cognitive Attentional Standards Platform Through Artificial Influence Assessment (Aia): Rationale, Development, And Measurement Design, Delante Clark

Graduate Scholarship and Creative Works

Artificial intelligence is increasingly shaping how individuals access information, make decisions, and interact with digital environments. The Cognitive Attentional Standards Platform (C.A.S.) was developed to assess attention related harms, cognitive safety, digital autonomy, and platform influence across digital systems (Clark, 2026). However, the growth of generative AI, conversational agents, and algorithmic decision support technologies has introduced new forms of influence that may not be fully captured by existing assessment domains. This paper proposes the Artificial Influence Assessment (AIA) as an expansion of the C.A.S. framework designed to measure AI mediated influence on cognition, behavior, autonomy, and information processing. Drawing on …

Governing Algorithmic Attention: Attention Safeguard Models And The Cognitive Attentional Standard As System Level Interventions In Human Computer Interaction, Behavioral Economics, And Artificial Intelligence, Delante Clark

Graduate Scholarship and Creative Works

Algorithmic recommendation systems and interface designs shape attention by combining visually salient cues with uncertain reward timing and low friction interaction. These conditions can sustain anticipatory checking, extend time on task, and reduce natural disengagement points through patterns such as infinite scrolling and autoplay. This paper synthesizes research across neuroscience, human computer interaction, behavioral economics, and artificial intelligence to argue that attention capture is a predictable outcome of incentive driven design rather than an individual failure of self regulation. It advances the Attention Safeguard Models and the Cognitive Attentional Standard as system level interventions that regulate exposure conditions, pacing, and …

Social Determinants Of Low Educational Attainment, Isabelle Graham, Kevin Lieng, Aubriana Weisbach

Undergraduate Economics Working Paper Series

This paper examines how socioeconomic and demographic factors influence low educational attainment across U.S. cities. The analysis estimates both a linear regression model and a semi-log model to evaluate how poverty, unemployment, family structure, age composition, overcrowding, racial and ethnic minority share, broadband access, and housing cost burden affect the percentage of adults without a high school diploma. The results show that poverty, overcrowding, and minority share are the strongest predictors of low educational attainment, each exhibiting positive and highly significant effects. Overall, the findings highlight the role of social factors in shaping educational outcomes in high school.

Do Universities Underpay Professors? Yes, Especially Women, Zhanhan Yu, Alfonso Flores-Lagunes

Upjohn Institute Policy and Research Briefs

No abstract provided.

Solving Affordability Challenges In Education, Housing And Childcare, Brad J. Hershbein, Michelle Miller-Adams, Brian J. Asquith, Chloe R. Gibbs

Presentations

These three presentations emphasize that affordability challenges across education, housing, and childcare stem from structural market and policy frictions, and that effective solutions require coordinated public investment, simplified systems, and attention to both supply and demand. The first presentation argues that while college tuition growth has slowed and aid has increased, affordability challenges persist due to complexity, misperceptions, and uneven costs, and it advocates for simple tuition-free programs combined with investments in advising, streamlined pathways, and stronger school-to-work connections. The second presentation highlights a growing housing affordability crisis in the Rust Belt driven by aging housing stock and limited supply, …

Monopsony In Academia And The Gender Pay Gap: Evidence From California, Zhanhan Yu, Alfonso Flores-Lagunes

Upjohn Institute Working Papers

We investigate monopsony power in a highly skilled labor market made up of tenure-ranked faculty in the University of California system, and analyze differential monopsony power exposure by gender. We infer the campus-level labor supply elasticity by estimating the elasticity of separations utilizing individual-level faculty data and two instruments based on campus revenues and salary scales. We find that the “exploitation rate,” a common measure of monopsony power, is about 7% for tenure-ranked faculty. There is a statistically significant difference in the monopsony power experienced by male and female faculty that appears to account for a relatively small percentage of …

The Hypocrisy Of The Wizards—A Proposal To Correct Incentives In Higher Education Loan Financing, Caden Benedict

School of Public Policy Capstones

This paper explores the origins of the student loan debt crisis and proposes tying university incentives to graduates' repayment plans and disclosing median earnings for degrees before students apply. Specifically, while there are numerous factors explaining why the price of education has increased dramatically since the 1970s, this paper proposes solutions that will specifically target university moral hazards by requiring universities fund: (1) the current subsidies to federal student loan repayments under income-driven plans as the House of Representatives intended before the Senate removed "risk-sharing," and (2) bankruptcy law discharge amounts. Moreover, requiring universities to disclose the median earnings of …

Flex, Pivot, Sustain: Adaptive Design Of Promise Programs, Michelle Miller-Adams, Jennifer Iriti

Reports

The design of a Promise program or place-based college scholarship requires community partners to make three key decisions: 1) Which students are eligible, 2) Where can students use the scholarship?, and 3) How should the scholarship be structured? Changes in available funding may affect all three decisions. This practice brief, developed in conjunction with the Kresge Foundation, lays out key principles for redesigning Promise programs when available funding changes, providing three case study examples to illustrate how program officials navigated redesign choices.

Rehumanizing Reintegration: Intensive Case Management Effectively Supporting Community Re-Entry Post Incarceration In Canada, Sheena Brown, Ardavan Eizadirad

Education Faculty Publications

This article examines the effectiveness of intensive case management (ICM) as a rehumanizing framework for supporting racialized individuals transitioning from incarceration to community re-entry in Canada. The study focuses on the Prosper program delivered by the community organization Amadeusz (learn more at https://amadeusz.ca/home), which provides culturally responsive, relationship-centered supports for individuals facing firearm-related charges. Guided by Critical Race Theory and Culturally Sustaining Pedagogies, two focus groups with six racialized female caseworkers were conducted alongside examining archival interviews and program evaluation data. Thematic analysis identified three interconnected dimensions of effective reintegration practice: (1) building trust through relational accountability, (2) integrating culturally …

More Hours, More Work: Head Start Expansions Boost Maternal Employment, Chloe R. Gibbs, Esra Kose, Maria Rosales Rueda

Upjohn Institute Working Papers

Women’s employment remains highly sensitive to childcare constraints, making childcare availability a critical lever for supporting mothers’ labor force attachment. We study the effects of expanded full-day programming in Head Start, using the 2016 federal funding initiative that targeted grantees with low full-day enrollment. Linking administrative program data, geo-coded center locations, and household data on employment, we estimate a difference-in-differences design by comparing mothers of young children in treated and untreated areas. The policy increased full-day enrollment by 19 percent and raised single mothers’ employment (1.9%), hours (2.5%), and earnings (6.5%). Results show that extending program duration meaningfully improves maternal …

Human Capital And Labor Market Effects Of Elite Schooling In England, Scotland, And Wales: New Causal Evidence From Nonparametric Bounds, Zhanhan Yu, Vikesh Amin, Carlos A. Flores, Alfonso Flores-Lagunes, Giuseppe Germinario

Upjohn Institute Working Papers

We estimate the causal effect of attending elite schools in England, Scotland, and Wales on human capital and labor market outcomes for cohorts of children from the 1958 National Child Development Study and the 1970 British Cohort Study. For identification, we employ a nonparametric partial-identification approach that provides bounds on the causal effect by assuming that, on average, there is positive selection into elite school attendance, and that attending an elite school does not worsen average potential human capital or labor market outcomes. The bounds indicate that there could possibly be large education and labor market returns from attending an …

Early Learning Across Decades: Advances In Measuring Head Start Effectiveness, Chloe R. Gibbs

Upjohn Institute Working Papers

The Head Start program, launched in 1965 and targeted to children from disadvantaged backgrounds, remains the largest early childhood care and education (ECE) program in the United States and the only one deployed at the federal level. As such, the Head Start literature spans several decades and now allows for synthesis of findings from different contexts, time periods, and research designs. This paper provides a comprehensive assessment of the rigorous evidence measuring Head Start’s effects on children, their families, and society. The focus is on how (1) the contrast between program and counterfactual conditions, (2) takeup of the program among …

Prevalence And Correlates Of Anxiety And Depression Symptoms Among Medical Students: The Role Of Student Debt Burden, Foroozan Afsharchi, Joshua F. Edwards, Kailash S. Ram, Jingru Huang, Valicia Hale, Ismail El Moudden

Department of Family and Community Medicine Faculty Publications

Background

This cross-sectional study examined whether anxiety and depression symptoms decrease as medical students progress through training (suggesting adjustment disorder) or persist (suggesting chronic conditions), while identifying associated risk factors, including student debt burden and treatment effectiveness.

Methods

We surveyed medical students (years 1-4) at VHS-ODU using a sociodemographic questionnaire and validated screening instruments (GAD-7 for anxiety and PHQ-9 for depression) via RedCap from September to November 2024.

Results

Among 126 students, Scores were higher in Years 2-3 than in Years 1 and 4, but differences by year were not significant (GAD-7 p=0.055; PHQ-9 p=0.352). Students with a prior mental-health …

But Who Are The Victims? Reassessing The 568 Higher Education Cartel, James V. Koch

Economics Faculty Publications

Thirty prestigious independent American institutions of higher education were at some time members of the 568 higher education group (often labeled a cartel). Seventeen of them were sued by the U.S. Government and representative students who alleged that their meetings and deliberations resulted in collusion that caused students to pay higher prices. Twelve of the seventeen institutions subsequently settled their cases and by 2024 collectively had paid $284 million to do so. However, an inspection of these institutions' pricing reveals that the median 568 Group institution lowered its average real net annual cost to its undergraduate students by 19.07% between …

Machine Learning: Thematic Feature Grouping, And The Magnificent Seven: A Forecasting Analysis, Mirarmia Jalali, Mohammad Najand, Andrew Cohen

Finance Faculty Publications

This study examines the predictability of monthly excess returns for the “Magnificent Seven” U.S. technology firms using machine learning and economically motivated thematic feature grouping. Framed as a focused study of the most systemically consequential equity panel in modern markets—seven firms representing over 30% of the S&P 500—the analysis confronts a small-N, large-P environment where economically structured dimensionality reduction is essential. Using 154 firm-level characteristics categorized into 13 economic themes, we evaluate linear, penalized, tree-based, and neural network models in a small-N, large-P setting. Unrestricted models suffer substantial overfitting and fail to outperform the historical average benchmark out-of-sample. In contrast, …

International Evidence On The Relationship Between Financial Literacy And Corporate Cash Holdings, Kenneth Yung, Reza Kahibavil, Su Li, Arian Amidi

Finance Faculty Publications

This study is the first investigation of the relationship between corporate cash holdings and financial literacy (FL). We find that a one‐standard‐deviation increase in FL is associated with an 8%–27% reduction in corporate cash holdings, depending on the measure of FL used. Moreover, higher FL reduces the market value of excess cash, indicating that financially literate environments discourage value‐destroying cash accumulation. The results remain robust across alternative definitions of FL and cash holdings, estimation methods, and country subsamples. We further rule out the influence of endogeneity, refinancing risk, and variation in cash needs. Additional analyses identify agency costs as the …

Affordable Course Content And Open Education Resources For Undergraduate Courses Teaching Fundamentals Of Wireless Communications And Networking, Dimitrie C. Popescu, Otilia Popescu

Electrical & Computer Engineering Faculty Publications

Wireless communication systems and networks along with the services they provide have become an essential component of the modern 21st century society, fueling job growth in the wireless industry and increasing the need for engineers specialized in wireless communication systems. As a consequence, over the past two decades, undergraduate courses teaching fundamentals of wireless communication systems and networks have become common in electrical and computer engineering and technology programs. At the same time, the number of textbooks dedicated to wireless systems and networks published by mainstream publishers has also grown, with availability in various formats and offerings and a significant …

Does Investing In Schools Reduce Violent Crime?, Jamein Cunningham, Monique E. Davis, Kenneth Whaley

Presentations

No abstract provided.

Improving Schools To Promote Upward Mobility: The Promise And Limits Of School Finance Reforms, Sarah Reber

Brookings Scholar Lecture Series

As part of the Brookings Scholar Lecture Series, Brookings Mountain West presents a lecture titled, "Improving Schools to Promote Upward Mobility: The Promise and Limits of School Finance Reforms" by Brookings senior fellow in economic studies, Sarah Reber.

Systematic differences in access to high-quality schools by race, income, and other characteristics perpetuate inequality across generations. Local property tax financing of schools is often identified as a key cause of unequal educational opportunity. While the consensus of rigorous research supports the common intuition that, on average, “money matters” in improving educational outcomes, questions about how much, and under what conditions, school …

A Cooperative Virtual Exchange Within The Economics Curriculum: A Pilot Study On Embedding Elements Of Global Competence Within An Economics Course, Amy Ehinomen Eremionkhale, Jana Sadeh, Yidi Sun

Business Analytics Faculty Publications

The increasing interconnectivity of the global economy has fuelled higher education (HE) efforts to promote international exchange projects; however, these are not an option for many students. Virtual Exchange (VE) projects have gained traction over the last decade and are now well-established in higher education as a tool to build intercultural communication and global competence (Dooly, 2022; Stevens Initiative, 2023). Building on this established practice, our study contributes to the literature by augmenting a VE with a cooperative group-based learning exercise embedded within an economics module (course), an intersection that remains underexplored in both theory and implementation, and one which …

Homelessness Among School-Aged Children In The Mountain West, 2022-2023, Mohit Pande, Sean Curry, Olivia K. Cheche, Caitlin J. Saladino, William E. Brown Jr.

K-12 Education

This fact sheet presents data on homelessness among school-aged children in the Mountain West during the 2022-2023 school year. The data are sourced from the “Child and Youth Homelessness in the United States: Data Profiles” dashboard produced by SchoolHouse Connection and Poverty Solutions at the University of Michigan. State-level data profiles include information about child and youth homelessness at the national, state, county, school district, and congressional district levels. This fact sheet focuses on homelessness among school-aged children within the Mountain West states of Arizona, Colorado, Nevada, New Mexico, and Utah.

Public School Funding In The Mountain West, 2020-2021, Sean Curry, Mohit Pande, Olivia K. Cheche, Caitlin J. Saladino, William E. Brown Jr.

K-12 Education

This fact sheet examines the state of public school funding across the five Mountain West states of Arizona, Colorado, Nevada, New Mexico, and Utah. The data are sourced from the Education Law Center’s 2023 Making the Grade report, which provides data for all 50 U.S. states and the District of Columbia. The original report provides grades for school funding, enrollment data, and funding data based on the 2020-2021 school year.

The Evolution Of Schooling: From Industrial Obedience To Techno-Autonomy, Seb Taylor, Ron Roberts Ii

Digital Laboratory: Publisher of Internet Journal

This paper examines the enduring architecture of the American education system as a mechanism designed for compliance, not creativity. Rooted in 19th-century industrial logic, the structure of schooling, its physical design, time constraints, and assessment methods, has remained largely static despite seismic cultural and technological shifts. Through historical analysis and contemporary critique, this work interrogates the persistence of standardized methods, institutional prestige, and top-down instruction as barriers to meaningful learning and value creation. Drawing from interdisciplinary research and live case studies, including Alpha School’s AI-powered, mastery-based model, the paper advances the concept of techno-education: a student-centered paradigm informed by feedback …