End Notes
[1] Mark Prell, Constance Newman, and Erik Scherpf, “Annual and Monthly SNAP Participation Rates,” USDA Economic Research Service, August 2015, https://www.ers.usda.gov/publications/pub-details/?pubid=45414.
[2] David Cooper, “One in Nine U.S. Workers Are Paid Wages That Can Leave Them in Poverty, Even When Working Full Time,” Economic Policy Institute, June 15, 2018, https://www.epi.org/publication/one-in-nine-u-s-workers-are-paid-wages-that-can-leave-them-in-poverty-even-when-working-full-time/.
[3] Bureau of Labor Statistics, Table 1.4 Occupations with the most job growth, 2022 and projected 2032, last modified April 17, 2024, https://www.bls.gov/emp/tables/occupations-most-job-growth.htm. As the Bureau of Labor Statistics explains, “Hand laborers and freight, stock, and material movers move materials to and from storage and production areas, loading docks, delivery trucks, ships, and containers. Although their specific duties may vary, most of these movers, often called pickers, work in warehouses. Some workers retrieve products from storage and move them to loading areas. Other workers load and unload cargo from a truck. When moving a package, pickers keep track of the package number, sometimes with a hand-held scanner, to ensure proper delivery. Sometimes they open containers and sort the material.” See Bureau of Labor Statistics, Occupational Outlook Handbook, last modified April 17, 2024, https://www.bls.gov/ooh/transportation-and-material-moving/hand-laborers-and-material-movers.htm#tab-2.
[4] Bureau of Labor Statistics, Table A-8. Employed Persons by Class of Worker and Part-Time Status, July 5, 2024, https://www.bls.gov/news.release/empsit.t08.htm.
[5] Daniel Schneider and Kristen Harknett, “Consequences of Routine Work-Schedule Instability for Worker Health and Well-Being,” American Sociological Review, Vol. 84, No. 1, 2019, https://journals.sagepub.com/doi/pdf/10.1177/0003122418823184.
[6] Bureau of Labor Statistics, Table 6. Selected paid leave benefits: Access, last modified September 21, 2023, https://www.bls.gov/news.release/ebs2.t06.htm.
[7] Nick Gwyn, “Historic Unemployment Programs Provided Vital Support to Workers and the Economy During Pandemic, Offer Roadmap for Future Reform,” CBPP, March 24, 2022, https://www.cbpp.org/research/economy/historic-unemployment-programs-provided-vital-support-to-workers-and-the-economy.
[8] Testimony of Cynthia M. Fagnoni, “Unemployment Insurance: Receipt of Benefits Has Declined, with Continued Disparities for Low-Wage and Part-Time Workers,” Government Accountability Office, Before the House Ways and Means Committee, e Subcommittee on Income Security and Family Support, September 2007, .http://www.gao.gov/new.items/d071243t.pdf.
[9] Joshua Leftin et al., “Dynamics of Supplemental Nutrition Assistance Program Participation from 2008 to 2012,” USDA, December 2014, https://fns-prod.azureedge.us/sites/default/files/ops/Dynamics2008-2012.pdf.
[10] Joseph Llobrera and Lauren Hall, “SNAP Provides Critical Benefits to Workers and Their Families,” CBPP, August 10, 2023, https://www.cbpp.org/research/food-assistance/snap-provides-critical-benefits-to-workers-and-their-families.
[11] Llobrera and Hall.
[12] Jason B. Cook and Chloe N. East, “The Effect of Means-Tested Transfers on Work: Evidence from Quasi-Randomly Assigned SNAP Caseworkers,” National Bureau of Economic Research Working Paper 31307, revised May 2024, https://www.nber.org/papers/w31307. For more on SNAP and work, see Elizabeth Wolkomir and Lexin Cai, “The Supplemental Nutrition Assistance Program Includes Earnings Incentives,” CBPP, June 5, 2019, https://www.cbpp.org/research/food-assistance/the-supplemental-nutrition-assistance-program-includes-earnings-incentives; Dorothy Rosenbaum, “The Relationship Between SNAP and Work Among Low-Income Households,” CBPP, January 2013, https://www.cbpp.org/sites/default/files/atoms/files/1-29-13fa.pdf.
[13] Cooper. The authors assumed that the worker was the sole earner in the family. The worker was considered in poverty if their wages for full-time, year-round work fell below the federal poverty guideline for their family size.
[14] Vincent A. Fusaro and H. Luke Shaefer, “How should we define ‘low-wage’ work? An analysis using the Current Population Survey,” Bureau of Labor Statistics, Monthly Labor Review, October 2016, https://www.bls.gov/opub/mlr/2016/article/how-should-we-define-low-wage-work.htm. The range of estimates reflects three different hourly wage levels: a wage lifting a family of two (one adult and one child) above the official poverty threshold, a wage lifting a family of three (one adult and two children) above the threshold, and a wage bringing a family of three to 125 percent of the threshold.
[15] Brian Thiede, Daniel Lichter, and Scott Sanders, “America’s Working Poor: Conceptualization, Measurement, and New Estimates,” Work and Occupations, Vol. 42, Issue 3, April 2015, http://journals.sagepub.com/doi/abs/10.1177/0730888415573635?journalCode=woxb. The authors considered alternative definitions of workers and poverty. For these estimates, “workers” included individuals who worked 27 weeks or more or worked 17 hours or more per week in 2012; workers or families were “poor” if their income fell below 125 percent of the official poverty threshold.
[16] Bureau of Labor Statistics, Table 1.4. Employment Projections: Occupations with the most job growth, April 17, 2024, https://www.bls.gov/emp/tables/occupations-most-job-growth.htm.
[17] Bureau of Labor Statistics, Table A-8. Employed Persons by Class of Worker and Part-Time Status, July 10, 2024, https://www.bls.gov/news.release/empsit.t08.htm. The count of workers who were working part time for economic reasons rose during the Great Recession, then steadily fell until the COVID-19 pandemic, when it spiked briefly before returning to levels preceding the Great Recession.
[18] In the Current Population Survey, economic reasons for part-time work include “slack work, unfavorable business conditions, inability to find full-time work, [or] seasonal declines in demand.” See Bureau of Labor Statistics, “Labor Force Statistics from the Current Population Survey, Concepts and Definitions (CPS),” last modified November 28, 2023, https://www.bls.gov/cps/definitions.htm.
[19] Unpublished CBPP analysis of basic monthly Current Population Survey data for January-December 2023. These findings are similar to earlier estimates in Lonnie Golden, “Still falling short on hours and pay,” Economic Policy Institute, December 5, 2016, http://www.epi.org/files/pdf/114028.pdf.
[20] Susan J. Lambert, Julia R. Henly, and Jaeseung Kim, “Precarious Work Schedules as a Source of Economic Insecurity and Institutional Distrust,” The Russell Sage Foundation Journal of the Social Sciences, Vol. 5, No. 4, September 2019, https://www.rsfjournal.org/content/5/4/218.
[21] Heather Boushey and Bridget Ansel, “Working by the hour: The economic consequences of unpredictable scheduling practices,” Washington Center for Equitable Growth, September 6, 2016, http://equitablegrowth.org/research-analysis/working-by-the-hour-the-economic-consequences-of-unpredictable-scheduling-practices/; Lonnie Golden, “Irregular work scheduling and its consequences,” Economic Policy Institute, April 9, 2015, http://www.epi.org/publication/irregular-work-scheduling-and-its-consequences/.
[22] One study found that workers in sales and service occupations, as well as workers earning under $22,500, were likelier to have irregular work shifts than other workers. (Golden 2015). Another study that looked at data for young workers (ages 26 to 32) found that workers in four occupations (janitors and housekeepers, food service workers, retail workers, and home care workers) experienced schedule fluctuation at relatively high rates, experienced a greater number of fluctuating hours, were likelier to have one week or less notice of their schedule, or were likelier to have an employer decide their schedule. Susan J. Lambert, Peter J. Fugiel, and Julia R. Henly, “Precarious Work Schedules Among Early-Career Employees in the U.S.: A National Snapshot,” University of Chicago, August 2014, https://bpb-us-w2.wpmucdn.com/voices.uchicago.edu/dist/5/1068/files/2018/05/lambert.fugiel.henly_.precarious_work_schedules.august2014_0-298fz5i.pdf.
[23] Michael Karpman, Heather Hahn, and Anuj Gangopadhyaya, “Precarious Work Schedules Could Jeopardize Access to Safety Net Programs Targeted by Work Requirements,” Urban Institute, June 2019, https://www.urban.org/sites/default/files/publication/100352/precarious_work_schedules_could_jeopardize_access_to_safety_net_programs_1.pdf.
[24] Sarah A. Donovan, David H. Bradley, and Jon O. Shimabukuro, “What Does the Gig Economy Mean for Workers?” Congressional Research Service, updated April 28, 2017, https://crsreports.congress.gov/product/pdf/R/R44365.
[25] The Bureau of Labor Statistics refers to this emerging type of work as electronically mediated employment, defined as “short jobs or tasks that workers find through mobile phone apps that both connect them with customers and arrange payment for the tasks.” See Bureau of Labor Statistics, “Labor Force Statistics from the Current Population Survey: Electronically Mediated Employment,” September 28, 2018, https://www.bls.gov/cps/electronically-mediated-employment.htm#.
[26] Katharine G. Abraham et al., “The Rise of the Gig Economy: Fact or Fiction?” AEA Papers and Proceedings, Vol. 109, May 2019, https://www.aeaweb.org/articles?id=10.1257/pandp.20191039.
[27] Gretchen M. Spreitzer, Lindsey Cameron, and Lyndon Garrett, “Alternative Work Arrangements: Two Images of the New World of Work,” Annual Review of Organizational Psychology and Organizational Behavior, Vol. 4, March 2017, https://doi.org/10.1146/annurev-orgpsych-032516-113332.
[28] Schneider and Harknett. One such challenge is the growing discrepancy between the self-employment rates reported in annual household surveys, such as the Current Population Survey (CPS), and those reported in tax data. Surveys like the CPS do not effectively capture self-employment that supplements a person’s primary employment, while not all gig work is captured in tax returns. A more comprehensive federal survey on contract workers and independent contractors, the Contingent Worker Supplement (CWS) of the CPS, is collected less frequently (first in 2005 and then in 2017). BLS estimated that electronically mediated workers accounted for 1.0 percent of total employment in 2017, and overall, the CWS showed no growth in any of the contingent and alternative work measures between 2005 and 2017. The most recent data collection for the CWS occurred in 2023. See Abraham et al.; Katharine G. Abraham and Susan Houseman, “Contingent and Alternative Employment: Lessons from the Contingent Worker Supplement, 1995–2017,” Report to the Chief Evaluation Office of the U.S. Department of Labor, October 2020, https://www.dol.gov/sites/dolgov/files/OASP/evaluation/pdf/WHD_Contingent_Worker_Supplement_Report_Feb2021.pdf; and Bureau of Labor Statistics, “Labor Force Statistics from the Current Population Survey: Electronically Mediated Employment.”
[29] Board of Governors of the Federal Reserve, “Report on the Economic Well-Being of U.S. Households in 2015,” May 2016, https://www.federalreserve.gov/2015-report-economic-well-being-us-households-201605.pdf.
[30] Stephanie Luce, Sasha Hammad, and Darrah Sipe, “Short Shifted,” Retail Action Project, https://stephanieluce.net/wp-content/uploads/2024/03/shortshifted_report_final.pdf; Julia Henly, H. Luke Schaefer, and Elaine Waxman, “Nonstandard Work Schedules: Employer- and Employee-Driven Flexibility in Retail Jobs,” Social Service Review, December 2006; Dani Carrillo et al., “On-call job, on-call family: The necessity of family support among retail workers with unstable work schedules,” Washington Center for Equitable Growth working paper, November 2016, https://equitablegrowth.org/wp-content/uploads/2016/10/110116-WP-retail-workers-with-unstable-schedules.pdf; Liz Ben-Ishai et al., “Juggling Time: Young Workers and Scheduling Practices in the Los Angeles County Service Sector,” CLASP and UCLA Labor Center, December 2016, http://www.clasp.org/resources-and-publications/publication-1/UCLA_YoungWorkerScheduling.pdf.
[31] Julia M. Goodman, Dawn M. Richardson, and William H. Dow, “Racial and Ethnic Inequities in Paid Family and Medical Leave: United States, 2011 and 2017–2018,” American Journal of Public Health, Vol. 112, No. 7, July 2022, https://ajph.aphapublications.org/doi/full/10.2105/AJPH.2022.306825; Chantel Boyens, Michael Karpman, and Jack Smalligan, “Access to Paid Leave Is Lowest among Workers with the Greatest Needs,” Urban Institute, July 14, 2022, https://www.urban.org/research/publication/access-paid-leave-lowest-among-workers-greatest-needs; Ann P. Bartel et al., “Racial and ethnic disparities in access to and use of paid family and medical leave: evidence from four nationally representative datasets,” Bureau of Labor Statistics, January 2019, https://www.bls.gov/opub/mlr/2019/article/racial-and-ethnic-disparities-in-access-to-and-use-of-paid-family-and-medical-leave.htm.
[32] Bureau of Labor Statistics, Table 6. Selected paid leave benefits: Access, March 2023, last modified September 21, 2023, https://www.bls.gov/news.release/ebs2.t06.htm.
[33] Bureau of Labor Statistics, Table 8, Other benefits by average wage category, private industry workers, March 2022, https://www.bls.gov/ebs/publications/september-2022-landing-page-employee-benefits-in-the-united-states-march-2022.htm. Table 8 appears in the Excel file titled “private-average-wage-category-2022” in the tab “Other benefits,” which can be downloaded through the direct link https://www.bls.gov/ebs/publications/zip/employee-benefits-in-the-united-states-march-2022.zip. https://www.bls.gov/ebs/publications/zip/employee-benefits-in-the-united-states-march-2022.zipWhile the Family and Medical Leave Act (FMLA) and some state and local laws require employers to provide unpaid leave for family and medical leave reasons such as the birth of a baby, not all employees are eligible. For example, employees who have worked for an employer for fewer than 12 months or work for a company with fewer than 50 employees (within a 75-mile radius) may not be protected under the law.
[34] Heather D. Hill, “Paid Sick Leave and Job Stability,” Work and Occupations, Vol. 40, Issue 2, 2013, https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3825168/.
[35] IMPAQ International and the Institute for Women’s Policy Research, “Paid Leave and Employment Stability of First-Time Mothers,” January 2017, https://www.dol.gov/sites/dolgov/files/OASP/legacy/files/IMPAQ-First-Time-Mothers.pdf.
[36] Lynda Laughlin, “Maternity Leave and Employment Patterns of First-Time Mothers: 1961-2008,” Census Bureau, October 2011, https://www.census.gov/library/publications/2011/demo/p70-128.html.
[37] Abt Associates for the U.S. Department of Labor, “Family and Medical Leave in 2012: Technical Report,” revised April 18, 2014, https://www.dol.gov/asp/evaluation/fmla/FMLA-2012-Technical-Report.pdf.
[38] Tables from the Bureau of Labor Statistics’ National Compensation Survey show that workers with wages in the bottom quartile are less likely to have access to health insurance and retirement benefits, and less likely to participate if they are available. See Table 2, Medical care benefits: Access, participation, and take-up rates, last modified September 21, 2023, https://www.bls.gov/news.release/ebs2.t02.htm and Table 1, Retirement benefits: Access, participation, and take-up rates, last modified September 21, 2023, https://www.bls.gov/news.release/ebs2.t01.htm.
[39] For a discussion of the impacts of lacking health insurance, see Jennifer Tolbert, Patrick Drake, and Anthony Damico, “Key Facts about the Uninsured Population,” Kaiser Family Foundation, December 18, 2023, http://kff.org/uninsured/fact-sheet/key-facts-about-the-uninsured-population/. For information on retirement, see Monique Morrissey, Siavash Radpour, and Barbara Schuster, “The Older Workers and Retirement Chartbook,” Economic Policy Institute, November 16, 2022, https://www.epi.org/publication/older-workers-retirement-chartbook/.
[40] Breanna Sharer, “With North Carolina Adopting Medicaid Expansion, a Dwindling Number of States Are Missing Out on Its Economic and Health Benefits,” CBPP, September 27, 2023, https://www.cbpp.org/research/health/with-north-carolina-adopting-medicaid-expansion-a-dwindling-number-of-states-are.
[41] For example, the retail trade and accommodation and food services industries, which employ significant numbers of low-wage workers, had relatively high rates of separations in 2022, or workers leaving the job as a share of total workers (also referred to as the “turnover rate”). See Bureau of Labor Statistics, “Job Openings and Labor Turnover - December 2022,” February 1, 2023, https://www.bls.gov/news.release/archives/jolts_02012023.htm.
[42] Arindrajit Dube, T. William Lester, and Michael Reich, “Minimum Wage Shocks, Employment Flows and Labor
Market Frictions,” Journal of Labor Economics, Vol. 34, No. 3, July 2016,
https://www.journals.uchicago.edu/doi/abs/10.1086/685449?journalCode=jole; Susan J. Lambert, Anna Haley-Lock, and Julia R. Henly, “Schedule flexibility in hourly jobs: unanticipated consequences and promising directions,” Community, Work, and Family, Vol. 15, No. 3, August 2012, https://www.tandfonline.com/doi/abs/10.1080/13668803.2012.662803; Lambert, Fugiel, and Henly, “Precarious Work Schedules Among Early-Career Employees in the U.S.”
[43] Jonathan Koltai et al., “Childcare Remains Out of Reach for Millions in 2021, Leading to Disproportionate Job Losses for Black, Hispanic, and Low-Income Families,” University of New Hampshire, Winter 2021, https://scholars.unh.edu/cgi/viewcontent.cgi?article=1444&context=carsey.
[44] Lawrence F. Katz and Alan B. Krueger, “The Rise and Nature of Alternative Work Arrangements in the United States, 1995-2015,” ILR Review, Vol. 72, No. 2, March 2019, https://journals.sagepub.com/doi/10.1177/0019793918820008; David Weil, “Enforcing Labour Standards in Fissured Workplaces: The U.S. Experience,” Economic and Labour Relations Review, Vol. 22, No. 2, July 2011, https://journals.sagepub.com/doi/10.1177/103530461102200203.
[45] For example, two longitudinal surveys from the Bureau of Labor Statistics (National Longitudinal Survey of Youth 1979; National Longitudinal Survey of Youth 1997) show that over time, workers with lower levels of educational attainment spend more weeks unemployed and have more short job spells. See BLS, "Table 5. Educational attainment of individuals at ages 27 and 37 in 2007-2021 by sex, race, and Hispanic or Latino ethnicity," last modified April 2, 2024, https://www.bls.gov/news.release/nlsyth.t05.htm; "Table 3. Percent of weeks individuals were employed, unemployed, or not in the labor force from age 18 through age 36 in 1998-2021 by educational attainment, sex, race, and Hispanic or Latino ethnicity," last modified April 2, 2024, https://www.bls.gov/news.release/nlsyth.t03.htm; and "Table 3. Percent of weeks individuals were employed, unemployed, or not in the labor force from ages 18 to 56 in 1978-2020 by educational attainment, sex, race, and Hispanic or Latino ethnicity," last modified August 22, 2023, https://www.bls.gov/news.release/nlsoy.t03.htm.
[46] In response to the COVID-19 pandemic’s human hardship and economic damage, the March 2020 CARES Act included several pandemic emergency UI provisions that continued until September 6, 2021. Besides full federal funding of Extended Benefits, which provide an additional 13 or 20 weeks of compensation to jobless workers who have exhausted their regular UI benefits in states where the unemployment situation has worsened dramatically, these included measures providing additional weeks of federally funded benefits, a federal supplement to weekly benefit payments, and an expansion of eligibility to receive unemployment assistance for people not eligible for regular state UI. See CBPP, “Policy Basics: Unemployment Insurance,” October 3, 2021, https://www.cbpp.org/research/economy/unemployment-insurance.
[47] Gwyn; Maria Enchautegui, “Disadvantaged Workers and the Unemployment Insurance Program,” Urban Institute, June 2012, http://www.urban.org/sites/default/files/publication/25661/412620-Disadvantaged-Workers-and-the-Unemployment-Insurance-Program.PDF; and Rachel West et al., “Strengthening Unemployment Protections in America,” Center for American Progress, National Employment Law Project, and Georgetown Center on Poverty and Inequality, June 2016, https://www.americanprogress.org/issues/poverty/reports/2016/06/16/138492/strengthening-unemployment-protections-in-america/.
[48] GAO, September 2007.
[49] GAO, “Management Report: Preliminary Information on Potential Racial and Ethnic Disparities in the Receipt of Unemployment Insurance Benefits during the COVID-19 Pandemic,” June 17, 2021, https://www.gao.gov/products/gao-21-599r.
[50] Alix Gould-Werth and H. Luke Shaefer, “Unemployment Insurance participation by education and by race and ethnicity,” Bureau of Labor Statistics, Monthly Labor Review, October 2012, https://www.bls.gov/opub/mlr/2012/10/art3full.pdf; Claire McKenna and Alix Gould-Werth, “Unemployment Insurance Application and Receipt: Findings on Demographic Disparities and Suggestions for Change,” National Employment Law Project, December 19, 2012, https://www.nelp.org/wp-content/uploads/2015/03/Unemployment-Insurance-Application-Receipt-Demographic-Disparities-Report.pdf.
[51] In this report, “workers participating in SNAP” are civilians who report they are currently employed and are in a household that reported participating in SNAP in the last year; the workers may not be participants themselves and may have participated in SNAP while they were not working. For more information on the data and methodology, and caveats in interpreting the data, see the Appendix.
[52] The Bureau of Labor Statistics uses the term “waiters and waitresses,” but we have chosen to use the gender-neutral term “waitstaff” in this report.
[53] CBPP analysis of 2022 American Community Survey (ACS) data. The production occupations listed prior to “other assemblers and fabricators” in the manufacturing industry are electrical, electronics, and electromechanical assemblers; engine and other machine assemblers; and structural metal fabricators and fitters.
[54] The prior service industries listed are educational and health services; wholesale and retail trade; leisure and hospitality; and professional and business services.
[55] Bureau of Labor Statistics, Occupational Employment and Wage Statistics: Distribution of Employment in Each Major Occupational Group by Wage Range, May 2020, March 31, 2021, https://www.bls.gov/oes/2020/may/distribution.htm.
[56] Bureau of Labor Statistics, “BLS Reports: Characteristics of minimum wage workers, 2022,” August 2023, https://www.bls.gov/opub/reports/minimum-wage/2022/home.htm.