CEO Library

The brief summarizes lessons learned from using machine learning to study the implementation of career pathways programs. First, this brief describes the research questions that guided the study and summarizes the machine learning methods designed for the data collection and analysis activities, including study limitations and challenges encountered. It then provides lessons learned on using machine learning methods for social science research.

The paper presents a new analysis examining gender and racial/ethnic differences in wage growth among workers in the United States who, between the ages of 18 and 34, entered occupations that require some training or experience beyond a high school degree, but do not necessarily require a college degree (referred to as “mid-level” occupations). The paper includes implications for policymakers and practitioners.

The datasets compiled for the Career Trajectories and Occupational Transitions (CTOT) Study can be used to inform career pathways and other employment and training programs by (1) identifying launchpad occupations associated with higher than average wage growth, (2) identifying occupational and worker characteristics associated with wage growth, and (3) identifying specific occupational steps associated with wage growth.

The report of the Career Pathways Descriptive and Analytical Project focuses on “mid-level” occupations—occupations that typically require education or experience beyond a high school diploma or equivalent, but less than a four-year college degree. The report presents study findings on the magnitude of the differences between occupations in the career outcomes that entrants go on to experience within 10 years after entering, which occupations are associated with high wage growth, and what traits of occupations predict higher wage growth.

The brief summarizes findings of the Career Pathways Descriptive and Analytical Project’s meta-analysis study, which analyzes research on the impacts of 46 career pathways programs, based on evaluation findings published between 2008 and 2021. The brief first describes the programs and participants in the evaluations included in the meta-analysis. It then discusses the study’s overall impact findings and the findings about which program characteristics were associated with impacts, as well as the implications of each for policymakers, practitioners, and researchers.

The report summarizes 46 impact evaluations that focus on programs that embed elements of the career pathways approach. In the past decade, the career pathways approach to workforce development emerged as a promising strategy to promote long-term earnings advancement and self-sufficiency by helping workers attain in-demand postsecondary credentials (Fein, 2012). The approach involves a combination of rigorous and high-quality education, training, and other services to support participant success (WIOA, 2014).

The Contingent Worker Supplement (CWS) to the Current Population Survey (CPS), fielded six times between 1995 and 2017, was designed to measure jobs that were temporary in nature as well as work arrangements thought to be associated with less commitment between workers and employers. The latter includes independent contractor and platform work, temporary help and other intermediated contract work arrangements, and on-call work, which captures a certain type of unpredictable work schedule.

View Homeless Veterans’ Reintegration Program Evaluation Addendum to this plan published in March 2024.

On October 1, 2012, the Office of Workers’ Compensation Programs (OWCP) introduced two new requirements for all cases within the Federal Employees’ Compensation Program (FECP). The first requirement is that within 28 days of the start of a worker’s participation in FECP disability management, OWCP must assign a field nurse to the case. The second requirement is that, for workers determined to be “totally disabled,” a second opinion evaluation is necessary if the case remains unresolved after 12 months.

The Contingent Worker Supplement (CWS) to the Current Population Survey— administered six times between 1995 and 2017—is uniquely valuable in providing detailed information on a consistent set of work arrangements in a large, nationally representative survey. Drawing on data from all six CWS waves, researchers provide an in-depth picture of the nature of contingent and alternative work and whether and how employment arrangements are changing in the United States.

Since the beginning of the COVID-19 pandemic, there have been unprecedented changes in employment for America’s workforce. Many businesses ceased or scaled back operations and many state governments issued stay-at-home orders. Using key labor force statistics from the Census Bureau’s Current Population Survey (CPS) researchers with the U.S. Department of Labor’s Office of Disability Employment Policy (ODEP) sought to provide insight into the recent changes.

The researchers who produced this paper evaluate health outcomes for workers subject to incentivized compensation in an effort to better understand the effects and implications of modern day performance and piece rate pay in the growing gig economy sector. This paper is the first to explore the effects of pay type on worker health outcomes in a large and representative longitudinal and cross-sector panel of the U.S. workforce.

The report analyzes the impact of President Obama’s 2014 executive order forbidding federal contractors to discriminate on the basis of sexual orientation and gender identity (SOGI). Researchers use data from charges of SOGI discrimination filed with the U.S. Equal Employment Opportunity Commission or a state nondiscrimination agency from 2013-2016. The charge data for private sector employers are matched to the EEOC’s EEO-1 of establishments to create a pooled cross section dataset of establishments with and without charges.

The report presents the results of an empirical study of ten years of employee misclassification summary judgment decisions by U.S. district courts, in which judges were asked to determine whether a worker was an employee or an independent contractor. Using text mining, machine learning classifiers, and regression analysis, the research reveals among 747 opinions that the judge ruled that the plaintiff was an independent contractor in thirty-eight percent of cases, and that the plaintiffs’ occupation was a strong predictor of outcomes.

The literature review updates and expands the findings of the Career Pathways Design Study that included the Career Pathways Research and Evaluation Synthesis, an analysis of career pathways research as of February 2017, that found a substantial amount of research and evaluation studies would be published in the near future. The findings from the updated scan will inform the project’s planned meta-analysis, which will examine the extent to which different career pathways program components drive impacts found in this body of evidence.

Since the beginning of the COVID-19 pandemic, there have been unprecedented changes in employment for America’s workforce. Many businesses ceased or scaled back operations and many state governments issued stay-at-home orders. Using key labor force statistics from the Census Bureau’s Current Population Survey (CPS) researchers with the U.S. Department of Labor’s Office of Disability Employment Policy (ODEP) sought to provide insight into the recent changes.

The brief presents findings on how customers of the Job Accommodation Network (JAN) and the Employer Assistance and Resource Network on Disability Inclusion (EARN) used the Centers.

The brief presents findings on customer perceptions of services received from two Office of Disability Employment Policy (ODEP) Technical Assistance (TA) Centers: the Job Accommodation Network (JAN) and the Employer Assistance and Resource Network on Disability Inclusion (EARN).

The U.S. Department of Labor’s (DOL’s) Office of Disability Employment Policy (ODEP) has a mission to develop and influence policies and practices to increase the number and quality of employment opportunities for people with disabilities.

In 2020, the Chief Evaluation Office (CEO) partnered with the Employment and Training Administration (ETA) and funded contractor Mathematica Policy Research to conduct the Workforce Innovation and Opportunity Act (WIOA) Research Portfolio Project.

Focusing on ten states in the Midwest and Appalachia, the researcher analyzes the effects of right-to-work (RTW) law on labor unions. There are two main chapters to this report. The first examines whether RTW law affects the frequency and type of National Labor Relations Board (NLRB) representation petitions filed and petition outcomes.

In the report, the researchers engage in the first qualitative analysis of charge data filed with the Equal Employment Opportunity Commission (EEOC) alleging employment discrimination based on sexual orientation and gender identity (SOGI) discrimination. The researchers analyze the narratives of 964 charges of SOGI discrimination.

To make good decisions about investing in themselves—in the form of additional education or training—American workers need pertinent, reliable information on how the skills developed in a particular program translate into job opportunities and earnings potential. To provide this kind of information to the public, some states have created websites (termed scorecards) that allow users to browse education and training opportunities. These sites may provide information about the organizations offering education and training programs, program cost, and other information.

The U.S. Department of Labor’s (DOL) Employee Benefits Security Administration (EBSA), in conjunction with the Internal Revenue Service (IRS) and the Pension Benefit Guaranty Corporation (PBGC), publishes the Form 5500 Annual Return/Report of Employee Benefit Plan (Form 5500) and the Short Form Annual Return/Report of Small Employee Benefit Plan (Form 5500-SF).

The paper studies the short- and long-run effects of each U.S. recession since 1973 on local economic activity. Researchers analyze how economic activity evolves across local areas that are differentially affected by national recessions. For each recession, researchers find that employment, population, employment-to-population ratios, and earnings per capita experience persistently declines for at least a decade after recession’s end.