In this article
Occupational segregation occurs when one demographic group is overrepresented or underrepresented in a certain job category. As an enduring feature of the American labor market, it diminishes wages and working conditions for all workers in a job where marginalized groups are overrepresented; contributes to overall wage gaps based on immutable and often intersecting demographic characteristics; and limits economic growth. The causes of occupational segregation include societal biases about particular demographics of workers that are embedded in public and private systems, in policy choices, and in operations across education, training, and work.
This issue brief analyzes existing research on occupational segregation on the topics of race, ethnicity, and gender and presents two approaches that demonstrate its impact: occupational composition and demographic concentration.
- The occupational composition approach, presented via an interactive visualization (jump to interactive), shows how certain demographic groups are overrepresented or underrepresented in different occupations. For example, Black women constitute 6 percent of employed workers but make up 32 percent of home health aides, where they earn on average $23,803 per year.1
- The demographic concentration approach (jump to tables) shows how employment for demographic groups is concentrated across a set of occupations. For example, 19 percent of Black women work in just five occupations with an average salary of $30,789.2
These two approaches offer a more complete picture of both how individual jobs are segregated and how clustering within those jobs limits occupational choice and affects groups’ economic security. Policy solutions that address occupational segregation should seek to both improve wages and working conditions in low-quality employment and create greater, equitable access to high-quality jobs.
Occupational segregation at the intersection of race, gender, disability, and more
While occupational segregation has been more extensively studied on topics of gender, race, and ethnicity, it can also occur when any group is over- or underrepresented in an occupation. Just as segregation may be most harmful at the intersection of race and gender—for women of color—there is more potential for negative impacts when layering in additional historically marginalized demographics such as disability, immigration status, or LGBTQI+ status. Future CAP work on this subject will leverage the framework established in this brief and center the experiences of other marginalized workers, including workers with disabilities of various backgrounds.
Systematized historical exclusion
Occupational segregation is the direct result of societal biases and policy choices. At the turn of the 20th century, 20 percent of women—and only 5 percent of married women—worked outside the home, with Black women almost twice as likely to participate in the labor force as white women.3 By 1970, increases in high school education and graduation rates, rising demand for clerical labor, and changing social norms led to an increase in these rates, with 50 percent of single women and 40 percent of married women participating in the labor force. However, before 1963,4 employers could still legally pay women less than men, and before 1978,5 employers could legally terminate women on the grounds of pregnancy or marriage—meaning that for many women, their careers were often short-lived, intermittent, or viewed as secondary to that of their husbands. In 1969, about 25 percent of all working women were employed in just five occupations: secretary, household worker, bookkeeper, elementary school teacher, and waitress.6
Occupational segregation is the direct result of societal biases and policy choices.
Today, women’s labor force participation stands at 58 percent7 but differs across race and ethnicity: Black women’s labor force participation continues to be higher than that of white women,8 partly a consequence of societal perceptions—rooted in slavery—that Black women must work.9 And while progress for women is incontrovertible, an intersectional analysis of changes in occupational segregation between 1983 and 2002 found that white women made more progress in entering different occupations than Black and Hispanic women.10 This is particularly consequential as norms of breadwinning have shifted, and the prevalence of mothers as the primary or sole household provider has increased over time, particularly for women of color.11 Simply put, jobs that pay higher wages disproportionately employ white men, (Figure 1) while lower paid jobs disproportionately employ women, particularly women of color. (Figure 2)
Race-based occupational segregation has its roots in slavery. At the time of emancipation in 1865, approximately two-thirds of enslaved people had been forced to work on farms while others worked in domestic settings.12 After slavery was abolished, legislation and lack of access to other employment opportunities often left Black workers no choice but to continue working in agricultural or domestic roles; in South Carolina, for example, Black residents could only work as a farmer or a servant unless they received a license from a judge.13 The New Deal, which established the floor for job protections in the United States, intentionally omitted farmworkers and domestic and agricultural workers from protections such as minimum wage, Social Security, and overtime.14 These provisions excluded a significant number of Black, Mexican American, Native American, and Asian American workers from basic workplace standards and set a precedent for occupational segregation into low-quality jobs today.15 In 1890, 52 percent of Black women were domestic workers; by 1940, this number rose to 70 percent. Today, while the individual household is no longer the most common employer, domestic and care occupations, such as home health aides, personal care aides, and child care workers, still make up a disproportionate percentage of Black women’s employment, and Black women account for 1 in 5 people employed in these jobs.16 Meanwhile, Black men disproportionately work in various driving and cleaning roles. (see interactive visualization)
Discrimination, harassment, and stereotypes
Systems and policy choices reflect stereotypes, bias, and perceptions of gender, racial, ethnic, and disability status, and they significantly influence and limit an individual’s occupational choice. Florence Nightingale, credited with the professionalization of nursing in the late 19th century, created a new role for women in the workplace at a time when the concept was truly novel, proclaiming that nursing duties “could only satisfactorily be done by a woman.”17 Today, characteristics seen as inherently “female” are associated with traditionally female-dominated occupations.18 For example, women are stereotyped as caring and domestic, and thus likely to be successful in teaching, nursing, or caregiving roles, or as physically weak and unauthoritative, and thus unsuccessful in construction and trades or management positions. Over time, these perceptions are strengthened and perpetuated by norms embedded in systems such as education and workplace recruitment.
Direct discrimination on the basis of immutable characteristics is both a cause and an effect of occupational segregation. Landmark legislation enacted over the 20th century has moved the needle but cannot alone change behavior. The Equal Pay Act of 196319 prohibited employers from paying different wages on the basis of sex, while the Civil Rights Act of 196420 prohibited workplace segregation and discrimination on the basis of race, color, religion, sex, or national origin. Later, the Pregnancy Discrimination Act of 1978 prohibited discrimination on the basis of pregnancy, childbirth, or related medical conditions. In 1990, Title I of the Americans with Disabilities Act banned discrimination on the basis of disability.21 Affirmative action and anti-discrimination enforcement initially led to an increase in workplace integration and narrowed wage gaps.22 However, due to a variety of intersecting factors, including declines in enforcement capacity and in political will and exclusions of certain industries from workplace protections, progress in this arena has plateaued.23
Today, women are most likely to report sexual harassment to the Equal Employment Opportunity Commission in industries that are the most male dominated.
Today, women are most likely to report sexual harassment to the Equal Employment Opportunity Commission in industries that are the most male dominated, such as construction, utilities, mining, and transportation and warehousing.24 This lessens the likelihood of integration, as women may opt out of joining or leave male-dominated jobs because of their experiences or concerns over harassment. Integration is most difficult for groups who face intersecting biases, such as women of color. For example, in corporate contexts, women of color—particularly Black women—are least likely to report having proactive or defensive support from managers, thus undermining promotability and leading to significant underrepresentation in C-suite roles.25
Impacts of education on occupational segregation
Occupational segregation in the labor market is closely tied to the design of K-12 and postsecondary educational systems. Girls perform on par or better than boys in fourth to eighth grade math and science exams and equally enroll in advanced math and science courses as they move into high school, but a gap emerges and widens as they progress through high school and higher education.26 This gap is particularly large for Black and Latino girls, who are underrepresented in science and math professions. Vocational education can also more directly track, or segregate, students into certain occupations. Policymakers initially conceived vocational training as a solution to a shortage of labor in newly industrialized settings and an approach to teaching a sudden influx of new students, often from poor, immigrant, rural, or other minority backgrounds.27 However, it often directed lower-income students into occupational training programs, while traditional liberal arts education was reserved for wealthier, largely white students. Today, despite significant investments in improving the quality of vocational education and increased calls to ensure all students have access to career training in high schools, racial disparities remain: Black and Latino students are less likely to enroll in science, technology, engineering, and math (STEM) classes with higher earning potential and more likely to enroll in hospitality and human services programs.28
There are 17 Hispanic women and nine Black women for every 100 white men earning a bachelor’s degree in engineering.
These differences also persist among students who pursue postsecondary education. Hispanic and Black students are significantly underrepresented in four-year STEM majors such as physical sciences, mathematics, and engineering. The gap widens for women of color. For example, there are 17 Hispanic women and nine Black women for every 100 white men earning a bachelor’s degree in engineering.29 Furthermore, the strong correlation between degree attainment and higher income masks the underlying reality that the cost of attendance, unpaid internships,30 and time constraints on the ability to work for pay while in school can make the eventual payoff of degrees untenable for some students,31 particularly students of color, whose families have on average less wealth than white families.32 This leads to the overrepresentation of certain demographic groups in jobs that do not require longer educational pathways. And occupational segregation persists regardless of educational attainment: Even among those who have attained higher education, workers of color and women occupy different, often lower-paid roles compared with white men. (see interactive visualization)
Impacts of occupational segregation on wages and the economy
Social and institutional factors lead to pervasive occupational segregation in the labor market, and the occupations that women and people of color tend to be segregated into often offer the lowest compensation (Figure 2), provide less access to benefits, and limit workers’ economic security.33 Two theses support these findings.34 The crowding hypothesis suggests that the concentration of one demographic, such as Black men or women, into a small number of occupations creates an oversupply of their labor within these occupations and reduces this group’s wages.35 The devaluation theory suggests that work performed by certain groups, such as women, is devalued because they themselves are devalued in society, and market decisions about the economic value of a type of work are made after that job has been established to have a particular demographic composition.36 This is partly why equal pay advocates globally have moved away from frameworks of “equal pay for equal work” to “equal pay for work of equal value.”37
Occupational segregation contributes to existing gender and racial wage gaps
Women’s wage per every dollar a white, non-Hispanic man earns
Black women’s wage per every dollar a white, non-Hispanic man earns
Latina women’s wage per every dollar a white, non-Hispanic man earns
Asian American, Native Hawaiian, and Pacific Islander women’s wage per every dollar a white, non-Hispanic man earns
Segregation in jobs significantly contributes to persistent gender and racial wage gaps. Working women overall earn 73 cents for every dollar a white, non-Hispanic man earns, while women of color experience larger pay gaps, with Black women earning 58 cents and Latina women earning 49 cents for every dollar a white, non-Hispanic man earns.38 While overall, Asian American, Native Hawaiian, and Pacific Islander women earn around 75 cents39 for every dollar a white, non-Hispanic man earns, further disaggregated data show that specific communities within these groups, such Burmese women, experience some of the largest racial and gender wage gaps.40 Black and Hispanic men also consistently earn less than white men.41 Similarly, wage suppression in sectors experiencing occupational segregation is not limited only to the overrepresented group in question. In predominantly female roles, occupational earnings are lower across the board for all workers in those roles, across different genders, races, and ethnicities.42 Highly gender-segregated labor markets depress wages for all women in that market but particularly the earnings of Black women. Devaluation is especially evident as roles become more integrated: In some cases, as women make up a larger share of an occupation over time, the pay in that occupation decreases.43
Low wages limit the capacity of individuals to weather financial shocks, spend, save, and accumulate wealth and retire with dignity. This is particularly important in households where marginalized workers are the family’s breadwinner—common for mothers of color.44 Occupational segregation negatively affects not only workers but also employers and the economy more broadly. Low wages are associated with high turnover within an occupation, a burden for employers who then must use resources for hiring and training, lowering productivity.45 Moreover, as occupational segregation limits an individual’s choice to work where their skills are best matched, it can further lower productivity.46 Unsurprisingly, balanced, gender-integrated teams and management are more productive and profitable than segregated ones—and at a macro level, economies with labor markets with higher levels of gender segregation have experienced lower levels of economic growth since 1980.47
Occupational segregation today: By the numbers
The two datasets below—on occupational composition and demographic concentration—demonstrate how occupational segregation presents in the labor market today.
1. Occupational composition
This interactive visualization explores what groups are over- or underrepresented in a specific job. Below are a few sample conclusions from this dataset:
- Asian American or Pacific Islander women across all levels of education constitute 3 percent of total employment and are most overrepresented as manicurists, at 51 percent of workers in this occupation, earning $21,228 per year.
- Black men with at least a bachelor’s degree make up 1 percent of total employment and are most overrepresented as probation officers, at 8 percent of workers in this occupation, earning $56,013 per year.
- White men with at least a bachelor’s degree constitute 14 percent of total employment and are most overrepresented as aircraft pilots and flight engineers, at 65 percent of workers in this occupation, earning $161,888 per year.
2. Demographic concentration
Tables 1 and 2 present the top five jobs that selected demographic groups work in overall, thus demonstrating how occupation contributes to a group’s overall economic security. For example, 18 percent of Hispanic or Latina women work in five occupations that pay an average wage of $23,196, while 14 percent of white men work in five occupations that pay an average wage of $59,670.
A framework for policy solutions to end occupational segregation
Government at all levels must address occupational segregation by both raising the floor and making the ceiling more accessible. First, policy solutions must improve the quality of all jobs, particularly those where marginalized workers are overrepresented. This ensures that jobs are not devalued due to the composition of the sector’s workers. Policymakers can increase the quality of low-wage work in a variety of ways, including raising the minimum wage;48 ending the tipped minimum wage and subminimum wage;49 enhancing collective bargaining access and protections; and ensuring all workers have access to paid medical and family leave.50 Second, policymakers and government at all levels must diversify high-quality jobs to allow underrepresented workers to succeed in those roles. This can be done through ensuring equitable access to secondary and postsecondary education,51 workforce development,52 and apprenticeship programs;53 strengthening anti-harassment54 and anti-discrimination measures and enforcement; passing paycheck fairness laws; and setting incentives, goals, and requirements for employers to hire equitably.
Occupational segregation affects the personal and economic dignity of millions of Americans, particularly women and workers of color, and it depresses wages and limits economic growth. The product of intentional policy decisions, lawmakers and government at all levels can mitigate its impacts through policies that acknowledge this labor market condition and actively work to address it.
The authors would like to thank Beth Almeida, Mia Ives-Rublee, Lily Roberts, David Ballard, Nicole Lee Ndumele, Maggie Jo Buchanan, Marcella Bombardieri and Abby Quirk for their input and Anona Neal for her fact-checking.
- Authors’ calculations using U.S. Census Bureau, “ACS 5-Year Estimates 5-Year Estimates – Public Use Microdata Sample, 2019”, available at https://data.census.gov/mdat/#/ (last accessed February 2022).
- Janet L. Yellen, “The history of women’s work and wages and how it has created success for us all,” Brookings Institution, May 2020, available at https://www.brookings.edu/essay/the-history-of-womens-work-and-wages-and-how-it-has-created-success-for-us-all/.
- Equal Pay Act of 1963, Public Law 88-38, 88th Cong., 1st sess. (June 10, 1963), available at https://www.eeoc.gov/statutes/equal-pay-act-1963.
- Pregnancy Discrimination Act of 1978, Public Law 95-555, 95th Cong., 2nd sess. (October 31, 1978), available at https://www.eeoc.gov/statutes/pregnancy-discrimination-act-1978.
- Janice Neipert Hedges, “Women workers and manpower demands in the 1970’s,” Monthly Labor Review 93 (6) (1970), 19–29, available at http://www.jstor.org/stable/41838009.
- U.S. Bureau of Labor Statistics, “Table A-1. Employment status of the civilian population by sex and age,” available at https://www.bls.gov/news.release/empsit.t01.htm (last accessed March 2022).
- U.S. Bureau of Labor Statistics, “Table A-2. Employment status of the civilian population by race, sex, and age,” available at https://www.bls.gov/news.release/empsit.t02.htm (last accessed March 2022).
- Nina Banks, “Black women’s labor market history reveals deep-seated race and gender discrimination,” Economic Policy Institute, February 19, 2019, available at https://www.epi.org/blog/black-womens-labor-market-history-reveals-deep-seated-race-and-gender-discrimination/.
- Beth Mintz and Daniel H. Krymkowski, “The Intersection of Race/Ethnicity and Gender in Occupational Segregation: Changes over Time in the Contemporary United States,” International Journal of Sociology 40 (4) (2010): 31–58, available at https://www.jstor.org/stable/25822489.
- Sarah Jane Glynn, “Breadwinning Mothers Are Critical to Families’ Economic Security,” Center for American Progress, March 29, 2021, available at https://www.americanprogress.org/article/breadwinning-mothers-critical-familys-economic-security/.
- Rebecca Dixon, “From Excluded to Essential: Tracing the Racist Exclusion of Farmworkers, Domestic Workers, and Tipped Workers from the Fair Labor Standards Act: Hearing before the U.S. House of Representatives Education and Labor Committee, Workforce Protections Subcommittee,” National Employment Law Project, May 3, 2021, available at https://s27147.pcdn.co/wp-content/uploads/NELP-Testimony-FLSA-May-2021.pdf.
- Lowcountry Digital History Initiative, “After Slavery: Educator Resources: 8. South Carolina’s ‘Black Code’,” available at https://ldhi.library.cofc.edu/exhibits/show/after_slavery_educator/unit_three_documents/document_eight (last accessed March 2022).
- Ella Nilsen, “These workers were left out of the New Deal. They’ve been fighting for better pay ever since,” Vox, May 18, 2021, available at https://www.vox.com/22423690/american-jobs-plan-care-workers-new-deal.
- Dixon, “From Excluded to Essential.”
- Authors’ calculations using U.S. Census Bureau, “ACS 5-Year Estimates 5-Year Estimates – Public Use Microdata Sample, 2019.”
- Sandra Holton, “Feminine Authority and Social Order: Florence Nightingale’s Conception of Nursing and Health care,” Gender and Social Life 15 (1984): 59–72, available at https://www.jstor.org/stable/23169278.
- David Hesmondhalgh and Sarah Baker, “Sex, gender and work segregation in the cultural industries,” The Sociological Review 63 (1) (2015): 23–36, available at https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4497598/.
- Equal Pay Act of 1963.
- Civil Rights Act of 1964, Public Law 88-352, 88th Cong., 2nd sess. (July 2, 1964), available at https://www.senate.gov/artandhistory/history/resources/pdf/CivilRightsActOf1964.pdf.
- Titles I and V of the Americans with Disabilities Act of 1990, Public Law 101-335, 101st Cong., 2nd sess. (July 26, 1990), available at https://www.congress.gov/bill/101st-congress/senate-bill/933.
- Carmen Sanchez Cumming, “The importance of anti-discrimination enforcement for a fair and equitable U.S. labor market and broadly shared economic growth” (Washington: Washington Center for Equitable Growth, 2021), available at https://equitablegrowth.org/the-importance-of-anti-discrimination-enforcement-for-a-fair-and-equitable-u-s-labor-market-and-broadly-shared-economic-growth/.
- National Labor Relations Board, “Employee Rights,” available at https://www.nlrb.gov/about-nlrb/rights-we-protect/your-rights/employee-rights (Last accessed March 2022).
- The Women’s Initiative, “Gender Matters: Women Disproportionately Report Sexual Harassment in Male-Dominated Industries,” Center for American Progress, August 6, 2018, available at https://www.americanprogress.org/article/gender-matters/.
- McKinsey & Co., “Women in the workplace 2021” (2021), available at https://www.mckinsey.com/featured-insights/diversity-and-inclusion/women-in-the-workplace.
- Carly Berwick, “Keeping Girls in STEM: 3 Barriers, 3 Solutions,” Edutopia, March 12, 2019, available at https://www.edutopia.org/article/keeping-girls-stem-3-barriers-3-solutions.
- Emily Hanford, “The troubled history of vocational education,” American Public Media, September 9, 2014, available at https://www.apmreports.org/episode/2014/09/09/the-troubled-history-of-vocational-education.
- Sarah Butrymowicz, Jeff Amy, and Larry Fenn, “How career and technical education shuts out Black and Latino students from high-paying professions,” The Hechinger Report, October 22, 2020, available at https://hechingerreport.org/how-career-and-technical-education-shuts-out-black-and-latino-students-from-high-paying-professions/.
- CJ Libassi, “The Neglected College Race Gap: Racial Disparities Among College Completers” (Washington: Center for American Progress, 2018), available at https://www.americanprogress.org/article/neglected-college-race-gap-racial-disparities-among-college-completers/.
- Elka Torpey, “Measuring the value of education,” Career Outlook, April 2018, available at https://www.bls.gov/careeroutlook/2018/data-on-display/education-pays.htm#:~:text=Median%20weekly%20earnings%20in%202017,weekly%20earnings%20for%20all%20workers.
- Jalil Bishop and Jonathan Davis, “Jim Crow Debt: How Black Borrowers Experience Student Loans” (Washington: The Education Trust, 2021), available at https://edtrust.org/resource/jim-crow-debt/.
- Christian E. Weller and Lily Roberts, “Eliminating the Black-White Wealth Gap is a Generational Challenge” (Washington: Center for American Progress, 2021), available at https://www.americanprogress.org/article/eliminating-black-white-wealth-gap-generational-challenge/.
- U.S. Department of Labor, “Bearing the Cost: How Overrepresentation in Undervalued Jobs Disadvantaged Women During the Pandemic” (Washington: 2022), available at https://www.dol.gov/sites/dolgov/files/WB/media/BearingTheCostReport.pdf.
- Kate Bahn and Carmen Sanchez Cumming, ”U.S. occupational segregation by race, ethnicity, and gender” (Washington: Washington Center for Equitable Growth, 2020), available at https://equitablegrowth.org/wp-content/uploads/2020/07/063020-occup-seg-fs.pdf.
- F.Y. Edgeworth, “Equal Pay to Men and Women for Equal Work,” The Economic Journal 32 (128) (1922): 431–457, available at https://www.jstor.org/stable/2223426.
- Asaf Levanon, Paula England, and Paul Allison, ”Occupational Feminization and Pay: Assessing Causal Dynamics Using1950-2000 U.S. Census Data,” Social Forces 88 (2) (2009): 865–892, available at https://statisticalhorizons.com/wp-content/uploads/2012/01/88.2.levanon.pdf.
- Organization for Economic Cooperation and Development, “Pay Transparency Tools to Close the Gender Wage Gap” (Paris: 2021), available at https://www.oecd-ilibrary.org/social-issues-migration-health/pay-transparency-tools-to-close-the-gender-wage-gap_7a2d25c5-en.
- National Partnership for Women and Families, “Closing the Wage Gap for All Women Workers” (Washington: 2022), available at https://www.nationalpartnership.org/our-work/resources/economic-justice/fair-pay/closing-the-wage-gap-for-all.pdf.
- Robin Bleiweis, Jocelyn Frye, and Rose Khattar, “Women of Color and the Wage Gap,” Center for American Progress, November 17, 2021, available at https://www.americanprogress.org/article/women-of-color-and-the-wage-gap/.
- Authors’ calculations using data from U.S. Census Bureau, “Current Population Survey: PINC-05. Work Experience-People 15 Years Old and Over, by Total Money Earnings, Age, Race, Hispanic Origin, Sex, and Disability Status: 2020,” available at https://www.census.gov/data/tables/time-series/demo/income-poverty/cps-pinc/pinc-05.html (last accessed February 2022).
- David A. Cotter, Joan M. Hermsen, and Reeve Vanneman, “The Effects of Occupational Gender Segregation across Race,” The Sociological Quarterly 44 (1) (2003): 17–36, available at https://www.jstor.org/stable/4120756.
- Levanon, England, and Allison, “Occupational Feminization and Pay.”
- Bleiweis, Frye, and Khattar, “Women of Color and the Wage Gap.”
- Michael Reich, “Likely Effects of a $15 Federal Minimum Wage by 2024” (Berkeley, CA: Center on Wage and Employment Dynamics, 2019), available at https://www.congress.gov/116/meeting/house/108844/witnesses/HHRG-116-ED00-Wstate-ReichM-20190207.pdf.
- Washington Center for Equitable Growth, “Fact sheet: Occupational segregation in the United States” (Washington: Washington Center for Equitable Growth, 2017), available at https://equitablegrowth.org/fact-sheet-occupational-segregation-in-the-united-states/.
- William J. Scarborough, “Occupational gender segregation and economic growth in U.S. local labor markets, 1980 through 2010,” PLOS One, January 14, 2020, available at https://doi.org/10.1371/journal.pone.0227615.
- Justin Schweitzer and Kyle Ross, “Higher Minimum Wages Support Job Growth as the Economy Recovers From COVID-19″ (Washington: Center for American Progress, 2021), available at https://www.americanprogress.org/article/higher-minimum-wages-support-job-growth-economy-recovers-covid-19/.
- Justin Schweitzer, ”Ending the Tipped Minimum Wage Will Reduce Poverty and Inequality: One Fair Wage States Are Better for Workers in Tipped Industries” (Washington: Center for American Progress, 2021), available at https://www.americanprogress.org/article/ending-tipped-minimum-wage-will-reduce-poverty-inequality/.
- Diana Boesch, “The Urgent Case for Permanent Paid Leave: Lessons Learned From the COVID-19 Response” (Washington: Center for American Progress, 2020), available at https://www.americanprogress.org/article/urgent-case-permanent-paid-leave/.
- Marshall Anthony Jr., ”Expanding Access to Higher Education and the Promise It Holds: Testimony Before the Oversight Subcommittee of the U.S. House Ways and Means Committee,” Center for American Progress, July 2, 2021, available at https://www.americanprogress.org/article/expanding-access-higher-education-promise-holds/.
- Marina Zhavoronkova, “Meeting the Moment: Equity and Job Quality in the Public Workforce Development System,” Center for American Progress, February 17, 2022, available at https://www.americanprogress.org/article/meeting-the-moment-equity-and-job-quality-in-the-public-workforce-development-system/.
- Marina Zhavoronkova and Rose Khattar, “Infrastructure Bill Must Create Pathways for Women To Enter Construction Trades,” Center for American Progress, September 20, 2021, available at https://www.americanprogress.org/article/infrastructure-bill-must-create-pathways-women-enter-construction-trades/.
- Diana Boesch, Jocelyn Frye, and Kaitlin Holmes, ”Driving Change in States to Combat Sexual Harassment” (Washington: Center for American Progress, 2019), available at https://www.americanprogress.org/article/driving-change-states-combat-sexual-harassment/.
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