Labor Economics Commons^™

Built By Hand, Run By Machine: Robots And The Uneven Displacement Of Native And Migrant Workers In Germany (2012-2024), Farida Mohamed Elkhosht

Theses and Dissertations

This study investigates whether industrial robot adoption generates differential employment effects for native and migrant workers across German local labor markets, using district-level data for 393 districts over 2012–2024. This question matters because Germany combines one of the world's highest concentrations of industrial robots with one of the largest migrant workforces in the OECD. Despite growing policy interest in the distributional effects of technological change, limited evidence exists on whether automation affects native and migrant employment differently within the same local labor markets. Using Bartik shift-share design to measure exogenous variation in robot exposure, the study finds that the effect …

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 …

Upjohn Regional Economic Outlook, Vol. 1, No. 3, October 2026, Iryna V. Lendel, Chloe Wieber, Sevrin Williams, Gerrit Anderson, Lee Adams, Emily Petz

Reports

No abstract provided.

Women’S Employment And Intrahousehold Bargaining Power: Evidence From Nigeria, Temitope O. Olalude, Olanrewaju A. Olaniyan

Journal of International Women's Studies

Although women’s participation in paid employment has increased in recent years, the extent to which this improvement correlates with increased intrahousehold bargaining power (IHBP) remains understudied. Women’s intrahousehold bargaining power plays a critical role in achieving a more inclusive and sustainable economy. This study therefore investigates the relationship between women’s employment status and IHBP in Nigeria using data from the 2013 and 2018 Nigeria Demographic and Health Surveys (NDHS) to evaluate progress over time. We measured women’s employment status and assessed women’s intrahousehold bargaining power using two indices: the direct bargaining power index (DBPI) and the indirect bargaining power index …

The Economic Benefits And Costs Of State And Local Incentives For Clean Energy Projects, Timothy J. Bartik, Gerrit Anderson, Brian J. Asquith, Kathleen Bolter, Kyle Huisman, Iryna V. Lendel, Jeremy Morris, Sevrin Williams

Employment Research Newsletter

No abstract provided.

What Do Teacher Applicant Pools Look Like In School Districts And Charter Schools?, Dan Goldhaber, Cyrus Grout, Constance A. Lindsay, Elton Mykerezi, Aaron Sojourner, Lauren Dachille

Upjohn Institute Policy and Research Briefs

No abstract provided.

Assessment Of The Potential Training Population Within Selected Neighborhoods In The City Of Chattanooga, Tennessee, Kathleen Bolter, Gerrit Anderson, Kyle Huisman

Upjohn Institute Technical Reports

This report provides a strategic analysis of the potential job training population of prime-age (25–54) “Recompete” residents within 14 identified census tracts in South and East Chattanooga, Tennessee. The data reveal a distinct population facing compounded physical and economic barriers that require a multisectoral approach beyond traditional skills training. The report offers neighborhood-specific strategies to improve stable employment through better access to training and other forms of transportation, childcare, and language assistance.

Constructing The Cyber Workforce Gap: Measurement And Its Consequences, Ryan Straight

Journal of Cybersecurity Education, Research and Practice

Cyber workforce-gap figures steer federal strategy, industry advocacy, and the growth of educational programs. Rather than estimating the U.S. gap, this review examines how the estimates are made: through job-posting analytics, survey-based estimation, and federal accounting, each of which must assume its way from instrument to labor market. A census of this journal's complete run illustrates what those figures underwrite in one venue: of 176 items published across eleven years, 51 invoke a labor-market workforce claim, 46 treat it as settled fact, and only one, an editorial, interrogates it. Meanwhile, the producers and auditors of those figures have diverged. Between …

The Profitability Of Racial Diversity And Gender Balance In Modern Hollywood, M. Garrett Roth, William Mcandrew

The Journal of Economics and Politics

This paper investigates the effects of racial and gender diversity in modern Hollywood. The primary objective is to determine if an objectively measurable increase in diverse casting over the last two decades has had a positive or negative impact on profits, and a secondary objective to measure diversity’s impact on critic scores. The study utilizes data focusing on the fifty most expensive films from 2003, 2008, 2013, 2018, and 2023. The findings indicate that profit is neither positively nor negatively affected by diversity, whether in ethnicity or gender. However, movie critic ratings are negatively affected by ethnic diversity when using …

Baseball’S Anti-Trust Exemption And Major League Baseball Labor Relations In The 20th Century, Shawn M. Smith

Bound Away: The Liberty Journal of History

Baseball, being America's pastime and the most popular sport in the professional ranks from the 1870s onward for at least another century beyond that, gives us a lens wherethrough we may see so much about American culture, economics and society during this time period. This work looks at baseball’s unique economic position throughout the 20th century and how it changed over the course of time. Baseball had an exclusive arrangement unavailable to other industries in that it had an anti-trust exemption, which was based on the 1922 Supreme Court decision in  Federal Baseball Club of Baltimore v. National League. …

Upjohn Regional Economic Outlook, Vol. 1, No. 2, July 2026, Iryna V. Lendel, Chloe Wieber, Sevrin Williams, Gerrit Anderson, Lee Adams, Emily Petz

Reports

No abstract provided.

Comstock Township Housing Plan, Emily Petz, Val Klomparens, Gerrit Anderson, Lee Adams

Reports

No abstract provided.

Wage Inequalities In Informal Work: Race, Sex, And Citizenship Among Latino Workers In New York State, Amalia Torrecillas Fernandez

Center for Latin American, Caribbean, and Latino Studies

This report examines wage variation within informal work in New York State from 2016 to 2022, with particular attention to Latino workers. Using American Community Survey data from three five-year periods (2016, 2019, and 2022). The analysis explores how median hourly wages differ by ethnicity, sex, citizenship status, race, age, and nativity.

Informal workers represented 4.6%-4.7% of New York's workforce, approximately 569,000 to 589,000 workers between the years of study. A substantial wage gap persisted throughout the study period. Formal workers earned $18/hour in 2016 versus $12 for informal workers; by 2022, this widened to $24 versus $14, underscoring the …

Do Employer Challenges Drive Unemployment Insurance Benefit Nonpayment?, Marta Lachowska, Stephen A. Woodbury

Upjohn Institute Policy and Research Briefs

No abstract provided.

From Innovation To Impact: Evaluation Of The Shape Accelerator Cohort, Iryna V. Lendel, Chloe Wieber

Upjohn Institute Technical Reports

The Solutions Hub for an Alternative Packaging Ecosystem (SHAPE), a Michigan-Ohio partnership operated by the Michigan State University Research Foundation as part of a National Science Foundation Regional Innovation Engine, co-funded a special cohort of the NextCycle Accelerator focused on sustainable packaging and circular economy ventures. This report evaluates how the accelerator contributed to firm-level advancement and ecosystem-level change, drawing on program data and interviews with participating companies, program facilitators, stakeholders, and SHAPE management.  Participants most consistently credited coaching, network connections, and the Pitch Showcase with meaningfully impacting their business trajectory, gaining market traction, advancing technology readiness, and gaining access …

The Heterogeneous Impacts Of The Residential Component Of A Training Program: A Semi-Parametric Analysis, Jun Cai, Alfonso Flores-Lagunes, Xintong Wang

Upjohn Institute Working Papers

Several training programs worldwide are residential, bringing enrollees to live in facilities and thus increasing program costs. In the U.S., the Job Corps (JC) program for disadvantaged youth includes a residential component. Despite extensive literature evaluating JC, the impact of the residential component has received limited attention. We develop and employ a semi-parametric model to estimate the average causal effects of this residential component, accounting for selection into both the program and the residential feature. Our findings indicate that, for JC enrollees, the residential component boosts earnings, employment, and educational degree attainment among adolescents. For other subgroups, the residential component …

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 …

Benefits And Costs For Chattanooga Residents Of Incorporating Training Into Economic Development Strategies, Timothy J. Bartik, Iryna V. Lendel, Sevrin Williams

Upjohn Institute Technical Reports

This report evaluates the benefit-cost tradeoffs of adding a workforce training component to Chattanooga's economic development incentive packages, using the Bartik Benefit-Cost Model of Business Incentives. Focusing on hypothetical projects across seven industries, the analysis compares the present value of training costs against resulting gains in residents' per capita income over a 20-year horizon. Findings show that training, layered onto existing PILOT-based tax incentives, delivers benefits more than 25 times its costs—driven by training's greater cost-effectiveness in inducing business location decisions and its stronger tendency to direct new jobs toward local residents. While training is not self-financing from a city …

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 …

Unpacking Treatment Effect Heterogeneity In A Large-Scale Dropout Prevention Experiment, Thomas Dee, Chloe R. Gibbs, Rebecca Margolit-Chan, Lillian Morrell, James X. Sullivan

Upjohn Institute Working Papers

Timely high school completion is a critical step in successful transitions to post-secondary schooling and the labor market. This randomized controlled trial, deployed in two urban, disadvantaged school districts, tests the effectiveness of a mature and comprehensive student-support program on an unusually large scale (n=2,528). While overall effects on graduation rates are small and statistically insignificant, exploratory analyses reveal notable variation by site and over time, mirroring heterogeneity in treatment timing and program implementation. These findings highlight the challenges of scaling interventions and raise concerns about generalizing results from small-scale, single-site evaluations.