Protecting Undocumented Workers on the Pandemic’s Front Lines
In this article
Introduction and summary
Across the United States, Americans continue to face the harsh reality of life amid a global pandemic and the ensuing economic fallout. More than 7 million people have lost their jobs since February 2020.1 Americans are worrying about whether and when their children can safely return to school; they have watched their favorite restaurants close, first temporarily and then permanently; and they have been forced to spend holidays without their families and loved ones. And with cases continuing to rise, this public health crisis is far from over.
Among those Americans bearing the brunt of the pandemic and its economic fallout are 10.4 million undocumented immigrants.2 At the same time, over the past nine months, millions of these immigrants have worked alongside their neighbors to keep the country functioning and safe. They have worked as doctors and nurses caring for loved ones and fighting this pandemic, but these unique times have also highlighted their crucial work as agricultural workers harvesting Americans’ food; clerks stocking grocery shelves; and delivery drivers bringing food to the safety of people’s homes. After decades of taking these jobs for granted, the country has come to realize just how essential these individuals and their contributions are.
The Biden administration and Congress must take decisive action to control the coronavirus pandemic and provide a path for the country to recover economically from the pandemic-induced recession. This will not be an easy task, and any approach must give special consideration to the communities hit hardest by the coronavirus crisis, including undocumented immigrants. Lack of access to health care, ineligibility for many government relief payments, and job instability leave undocumented immigrants especially vulnerable amid the pandemic.3 Providing a path to legal status for undocumented Americans is a key tool that the next administration and Congress should utilize as they work to fight the coronavirus and rebuild the country and its economy.
For years, all Americans have relied on the outsize impacts that undocumented immigrants’ contributions bring to the economy. But the reality is that the U.S. immigration system has not seen meaningful reform for 30 years. For undocumented immigrants—who on average have lived in the country for 15 years—and their 10.2 million family members, the future is tenuous.
It doesn’t have to be that way. Undocumented immigrants and their families are a part of the social fabric of the country. Recognizing that value first and foremost, this report looks at the role of undocumented immigrants in the U.S. workforce, their fiscal and economic contributions to the country, and how an estimated 5 million undocumented immigrants—nearly 3 in 4 undocumented immigrants in the workforce—are keeping the country moving forward as essential workers in the face of the pandemic. A path to citizenship for undocumented immigrants is not only the right way to honor these members of the American family, but it would ensure these contributions are not lost for all in the United States. It would also grow those contributions and help to ensure that the nation’s recovery is as bold, dynamic, and equitable as it must be to meet the challenge that the country collectively faces.
Undocumented immigrants in the U.S. workforce
Undocumented immigrants make up approximately 3.2 percent of the U.S. population, but 4.4 percent of the country’s workforce. There are more than 7 million undocumented immigrants working in the United States.
The same is generally true when looking at the states. In every state, undocumented immigrants make up a larger share of the workforce than they do the total population. California and Texas are home to the largest undocumented workforce, with 1.4 million and 1.2 million undocumented workers, respectively. But every state relies on undocumented workers. In 41 states and Washington, D.C., there are more than 10,000 undocumented workers, and in 16 states that total is greater than 100,000.
It is important to recognize that undocumented workers do not take jobs from U.S.-born workers, a myth that has been consistently debunked through years of economics research.4 The reality is that undocumented immigrants fill crucial gaps in the workforce, largely not competing with U.S.-born workers but complimenting them and creating greater economic activity—activity and productivity that can help the country grow out of this pandemic-induced downturn.5
The next sections of this report discuss the sectors in which undocumented immigrants play a particularly large role and which of those occupations are likely to see the most growth in the future.
Looking at undocumented workers by industry and occupation
When considering the workforce, there are two frames that are used to discuss workers: industry and occupation. Simply put, the industry represents where someone goes to work, and an occupation represents what someone does while they are at work. For example, someone who works at a hospital works in the “health care and social assistance” industry, while someone who works in a school works in the “educational services” industry.6 A registered nurse falls under the “healthcare practitioners and technical occupations,” while a teacher is considered among “educational instruction and library occupations.”7
This report categorizes industries based on the 2017 North American Industry Classification System and occupations based on the 2018 Standard Occupational Classification system.8
First, consider the data at the broad industry level—groups of workers in different settings who fit into similar categories. More than 1.4 million undocumented immigrants work in construction, accounting for 13 percent of all construction workers. Nearly 1 million immigrants work in accommodation and food services, approximately 8.4 percent of all workers in the industry. Meanwhile, 710,000 undocumented workers make up 10 percent of the administrative and support and waste management industries, and another 489,000 undocumented workers in nonpublic administration services are also overrepresented in the field. (see Methodological Appendix)
When it comes to broad occupational categories, again aggregating many different roles into generalized groupings, undocumented immigrants are overrepresented in six categories, aligned closely with the industries mentioned previously. Approximately 25 percent of workers in farming, fishing, and forestry occupations are undocumented, as are 16 percent of workers in construction and extraction occupations; 15 percent of workers in building and grounds cleaning and maintenance occupations; 8.7 percent of workers in food preparation and serving-related occupations; 7.7 percent of workers in production occupations; and 5.6 percent of workers in transportation and material moving occupations. (see Appendix Table 2)
Occupational data can be especially rich at more detailed levels. Table 2 shows the 15 largest occupations for undocumented immigrants, 14 of which have more than 100,000 workers.
Nearly 1 in 5 landscaping workers, maids or housekeepers, and construction laborers are undocumented immigrants. Nearly 30 percent of agricultural workers or painters are undocumented.
The undocumented agricultural workforce
This analysis uses data from the U.S. Census Bureau’s American Community Survey (ACS), and there is an important item to note about the survey with respect to agricultural workers. The ACS is administered throughout the year, which poses difficulty for capturing highly seasonal work such as agriculture. Depending on the time of year a respondent completes the survey, the ACS likely undercounts the actual number of workers in the sector. Combined with the ACS’ difficulty in measuring certain populations, including undocumented immigrants, the estimate of undocumented farmworkers presented here is likely to be lower than reality.9 To that account, the most recent U.S. Department of Agriculture Census of Agriculture estimates that there are 2.4 million farmworkers in the United States, compared with the ACS’ estimate of 1.6 million, and the U.S. Department of Labor’s National Agricultural Workers Survey finds that 49 percent of workers in the field are undocumented.10
Looking toward the future
Each year, the U.S. Bureau of Labor Statistics (BLS) publishes lists of the 20 fastest-growing occupations and the 20 occupations projected to have the most job growth over the next decade, several of which have sizeable undocumented populations.11 Although published amid the pandemic in September 2020, these projections recognize that the U.S. economy will at some point recover and the basic demographic changes facing the country are inevitable. As Baby Boomers across the United States continue to age, the country will need more care workers to meet the needs of the aging population The BLS projects that the United States will add 1.2 million new home health and personal care aides between now and 2029. It also projects large additions of fast food workers (461,000), restaurant cooks (327,000), freight and stock laborers (126,000), landscaping and groundskeeping workers (120,000), and janitors (106,000)—all occupations with already large numbers of undocumented workers.
Fiscal and economic contributions of undocumented workers
Beyond their presence in the workforce, undocumented workers make major contributions to the U.S. economy through the taxes they pay and their spending. Center for American Progress analysis finds that each year, undocumented workers and their households pay $79.7 billion in federal tax contributions and $41 billion in state and local tax contributions. These tax dollars fund public schools, infrastructure repairs for roads and bridges, and the military. Immigrants are not just economic producers, but consumers as well.12 These households hold $314.9 billion in spending power, and every grocery or small-business purchase made is money that is infused into local economies. Undocumented immigrants own 1.6 million homes, paying $20.6 billion in mortgage payments each year, while other undocumented workers pay $49.1 billion in rental payments annually.
On top of their federal tax contributions, undocumented workers also buoy the social safety net; their employers annually contribute payroll taxes totaling $17 billion for Social Security and $4 billion for Medicare, for which undocumented immigrants are ineligible. For state-level data, please see Appendix Table 3.
A note about the data
The data presented in this report come from the U.S. Census Bureau’s 2018 and 2019 1-year ACS public use microdata, which include the most recent data available but does not account for the millions of Americans—both U.S.-born and foreign-born—who have lost their jobs as a result of the pandemic and its economic devastation. Undocumented status further clouds the understanding of employment losses among these immigrants during the pandemic because the lack of immigration status places such individuals at heightened risk of being exploited. Undocumented immigrants are simultaneously vulnerable to being coerced into accepting dangerous work situations and may be among the first workers to be laid off, particularly if they raise concerns.13 Regardless of their current work status, this report analyzes the undocumented U.S. workforce as it existed before the pandemic-induced economywide job losses.
The most important thing that the next administration and Congress can do for the American people is to put the country on a path to recovery. Legalizing undocumented immigrants will advance this effort in myriad ways. As this analysis shows, undocumented workers are valuable contributors to the workforce and the economy, and legalization will provide greater security for millions of individuals in the workforce who are playing an essential role during the current pandemic. But these workers are also family members to millions and neighbors to even more. A pathway to citizenship for these individuals ensures not only that the undocumented community will not be left behind as the economy rebounds, but also that they can fully participate in and contribute to the recovery.
Undocumented immigrants on the front lines of the pandemic response
In March 2020, as the United States first recognized the coronavirus spread and state and local governments began to issue stay-at-home orders, the U.S. Department of Homeland Security’s Cybersecurity and Infrastructure Security Agency (CISA) published guidance on essential critical infrastructure workers, introducing a list of workers in roles that were deemed vital for continuity of public health and safety.14 This first iteration of critical infrastructure focused on those workers who would still need to access their workplaces despite locally enacted shelter-at-home orders.
These workers have put their safety on the line to help other Americans. In overcapacity intensive care units, doctors, nurses, and aides have treated COVID-19 patients as the understanding of how the coronavirus spreads and how to treat it has evolved. Farmworkers have picked crops; despite outbreaks, workers in meat processing plants have continued their work; and truckers have hauled food across a network of highways to ensure there would never be a food shortage.
According to the National Conference of State Legislatures, at least 42 states adopted official essential worker orders, with 20 using the CISA framework and 22 shaping their own guidelines.15 States that created their own critical infrastructure lists tended to add sectors that CISA did not originally include. For example, more than half of states included child care providers in their critical infrastructure lists, while other states adopted broader consideration for new construction as opposed to solely repair and maintenance of critical facilities.16
As of November 2020, CISA had expanded this guidance three times. Now in its fourth iteration, released in August 2020, the guidance on the critical infrastructure workforce has been broadened.17 CAP estimates that 5 million undocumented workers—nearly 3 in 4 undocumented immigrants in the workforce—were employed in these sectors at the beginning of the pandemic. Alongside their colleagues, these undocumented essential workers keep critical operations such as energy and telecommunications running, hospitals staffed, and grocery shelves stocked.
Indeed, undocumented immigrants employed in critical infrastructure work in a wide range of jobs. An estimated 1.7 million work in the nation’s food supply chain—from 358,000 farmworkers and food processors to 154,000 working in supermarkets, grocery stores, and convenience stores.
Nearly one-quarter of a million—236,000—undocumented immigrants are working in a health care provision role, from 15,000 registered nurses and licensed practical nurses, to 19,000 lab and diagnostic technicians, to 139,000 home health aides, nursing assistants, and personal care aides. But beyond that, another 188,000 undocumented immigrants are working as custodians, food servers, and administrative workers to keep hospitals, nursing homes, and labs functioning.
The latest CISA guidance attempts to balance the end of stay-at-home orders, a continuing health crisis, and a desire to take steps to jump-start economic growth, resulting in an additional 1.7 million undocumented immigrants being considered essential to maintain the nation’s critical infrastructure since the guidance’s inception. For example, household appliance and electronics stores, along with other stores providing household goods, were added to the list, while the construction and child care definitions were widely expanded.
The workers in this expanded guidance can help transition the United States from treading water to growth. Many working parents—especially women—can only return to their jobs if they can safely send their children back to care facilities.18 Opening construction widely can create jobs and bring investment that translates to economic growth.19
Positioning the United States for recovery means including undocumented immigrants
The most important thing the next administration and Congress can do is to get the spread of the coronavirus under control and create a path for the country to recover economically from the pandemic. Legalizing undocumented immigrants in the labor force is a tool to make this happen. And recognizing that undocumented immigrants have built lives in the United States, such an effort should extend to those immigrants’ undocumented spouses and minor children to preserve family unity. In the case of undocumented workers on the front lines of the pandemic, that would be 1.3 million spouses and minor children.
Regardless of their status, over the years, immigrants have shaped the course of the economy—both in recoveries from economic downturns and by supporting a positive trajectory through population growth.
Immigrants are job creators, starting businesses at a higher rate than the U.S.-born population, and they revitalize neighborhoods with local-serving businesses.20 They are consumers, they seek out and create opportunities, and they increase housing values.21 All of these contributions remain crucial as federal and state governments face massive budget shortfalls brought about by the pandemic.22
In part because of the demographic changes the United States faces—most importantly, the aging and retirement of the Baby Boomer generation—immigrants and their families will bolster the country’s future.23 Researchers estimate that without population growth from immigrants and their children, the working-age population in the United States would contract by 4 percent—7 million workers—between 2015 and 2035, contributing to an economic decline.24 But with new Americans, along with Americans whose parents were born abroad, the working-age population will grow by 10 million.25
This trend is borne out throughout the country. In major metropolitan areas such as New York, Chicago, and Philadelphia, a growth in the foreign-born population counterbalanced the shrinking U.S.-born population in the urban core and suburbs.26 This is also the case among rural communities, where population declines were largely—though not entirely—offset by new Americans.27
Recognizing the essential role that undocumented immigrants have played in keeping the country running during the pandemic—as well as the important role that they will continue to play in keeping up the fight and helping the country rebuild—the U.S. House of Representatives twice passed legislation earlier this year to protect these workers. The Health and Economic Recovery Omnibus Emergency Solutions (HEROES) Act, which passed in May, and a slimmed-down version passed in October, both include provisions that would provide temporary protection from deportation and work authorization to undocumented immigrants working in the critical infrastructure roles detailed above.28 Both bills also separately extend protections for Deferred Action for Childhood Arrivals (DACA) recipients and people with Temporary Protected Status (TPS).
These attempts to provide temporary legal protection are only the latest pieces of legislation offering legal status to a large population of undocumented immigrants to have passed one chamber of Congress in the past 15 years. The U.S. Senate passed large-scale legalization programs included in bipartisan comprehensive immigration reform bills in 2006 and 2013. In the past two years, the House passed two additional pieces of legislation on a bipartisan basis that would provide permanent legal status to smaller groups of undocumented immigrants.
In June 2019, the House passed H.R. 6, the American Dream and Promise Act.29 The bill would extend a pathway to citizenship for up to 2.5 million undocumented immigrants, including those who arrived in the United States as children, many of whom were protected under DACA, along with immigrants eligible for TPS; the Trump administration has spent four years trying to terminate both programs.30
Later that year, the House passed H.R. 5038, the Farm Workforce Modernization Act, which, among other reforms to agriculturally related immigration, would introduce a pathway to permanent residency for longtime undocumented agricultural workers.31 While the House sent both of these bills to the Senate, neither bill has been brought to a vote.
Legalization, followed by a pathway to citizenship for undocumented immigrants, will have long-reaching benefits for the U.S. economy. Such reforms would increase earnings and productivity for undocumented workers, eventually leading to increased tax contributions and local spending, along with increasing job creation, wages for U.S.-born workers, and gross domestic product (GDP). 32
While Congress should include a pathway to citizenship for undocumented immigrants in future legislation, the incoming administration itself also could exercise its authority under Section 212(d)(5) of the Immigration and Nationality Act to parole in place on a case-by-case basis individuals who would provide a significant public benefit to the country—for example, by continuing to work in jobs recognized by CISA as essential to the critical infrastructure of the country—or otherwise grant such individuals deferred action.33
These actions would benefit the economy as well. Take, for example, the Obama administration’s efforts to implement the Deferred Action for Parents of Americans (DAPA) initiative and to expand DACA. The White House Council on Economic Advisers estimated that granting protection from deportation and work authorization to the 5 million people eligible for these initiatives would yield increases in productivity and wages not just for those eligible, but also for the U.S.-born workforce over the next decade.34 CAP models projected these actions would boost GDP by $164 billion, increase American incomes by $88 billion, and result in the creation of more than 20,000 jobs each year for the next decade.35
Presidents Ronald Reagan and George H.W. Bush exercised another example of executive action to protect undocumented immigrants in the United States. The Family Fairness program, in place from 1987 to 1990, extended protection from deportation to undocumented spouses and children of immigrants eligible for legalization under the Immigration Reform and Control Act of 1986.36 The program remained in place until Congress passed legislation offering protections to the estimated 1.5 million undocumented individuals—approximately 40 percent of the undocumented population—who qualified for Family Fairness relief.37
The vast majority of undocumented immigrants—93 percent—are people of color.38 COVID-19 harshly hits communities of color, especially Black, Latinx, and Native American individuals, who experience disproportionate case and death rates and are less likely to be able to work remotely.39 Creating a pathway to citizenship for undocumented immigrants is not just a necessity for economic recovery—it is an issue of economic and racial justice for communities that have been the most vulnerable to the crisis.
More than eight months into the coronavirus pandemic, the federal government has not only largely ignored undocumented immigrants, but also locked their U.S. citizen spouses and children out of direct cash payments.40 These payments were a lifeline to financial stability for many through the spring and summer, but they excluded 5.5 million U.S. citizens and lawful permanent residents who are spouses to or children of undocumented immigrants.41 Many undocumented individuals remain largely unable to access necessary health care.42 They are more likely to face wage theft and discrimination on the job, and without federally recognized identification documents, they have difficulty accessing financial institutions, exacerbating the racial wealth gap.43 As workers, they are ineligible for Social Security or Medicare but pay millions of dollars into these programs each year.44 Future recovery efforts must address status for undocumented immigrants in order to remove the structural barriers these individuals face in the United States.
For Americans across the country—regardless of immigration status—the coronavirus has completely upended day-to-day life. Whether working in person or remotely, facilitating virtual school lessons and caring for loved ones, the country is waiting for the pandemic to end and the economy to be headed toward recovery.
Over the past eight months, undocumented workers have already played an integral role in fighting the pandemic and keeping the country moving, and in the months ahead, the country will count on them to continue this work and contribute to the collective effort to recover and rebuild. As farmworkers, construction laborers, custodial staff, and home health or personal care aides, 7 million undocumented workers lift up major sectors of the workforce—including the 5 million on the front lines of the coronavirus pandemic response. Each year, undocumented immigrants and their households contribute billions of dollars in taxes, pay billions in housing payments, and spend billions more in their communities.
As the incoming Biden administration and Congress tackle the coronavirus response and economic recovery, they cannot ignore the many ways undocumented workers keep the country running or what they mean to their families and communities. In designing legislative and administrative programs to deliver relief to all Americans and help the country get back on the path to prosperity, providing legal status to undocumented immigrants must be considered a key tool to ensure the recovery is sufficiently robust and resilient, equitable and inclusive.
About the author
Nicole Prchal Svajlenka is the associate director for research on the Immigration Policy team at the Center for American Progress. At CAP, Svajlenka works on a diverse set of immigration issues, ranging from enforcement to relief, all with a particular focus on data and quantitative analysis. Svajlenka has spent a decade working in think tanks, including at the Brookings Institution, where she conducted research on immigration, human capital, and labor markets in metropolitan areas across the United States, and The Pew Charitable Trusts, where she examined the relationships between federal, state, and local immigration policies. A Chicagoland native, Svajlenka holds a Master of Arts in geography from George Washington University and a Bachelor of Arts in environmental geography from Colgate University.
The findings presented in this report are based on CAP analysis of pooled 2018 and 2019 1-year American Community Survey microdata, accessed via the University of Minnesota’s IPUMS USA database.45
Household tax contributions and spending power estimates are based on methodology developed by New American Economy and include all households that contain an undocumented household member.46 The tax rates applied to the microdata come from the Congressional Budget Office and the Institute on Taxation and Economic Policy.47 Spending power is measured as household income after federal, state, and local tax contributions; these data are based on household incomes, which are available in the ACS microdata.
The analysis calculates mortgage and rental payments for households in which an undocumented immigrant is the head of household or the spouse or unmarried partner of a head of household. Monthly payment information is aggregated from the ACS microdata.
Medicare and Social Security payments are calculated as 6.2 percent and 1.45 percent, respectively. The 7.65 percent tax that undocumented immigrants pay is included in their federal tax payments, but employers also pay an additional 7.65 percent per employee in Social Security and Medicare taxes.48
The text box below shows the occupations and industries coded as essential based on CISA’s “Guidance on the Essential Critical Infrastructure Workforce: Ensuring Community and National Resilience In COVID-19 Response.”49
Occupations and industries that CISA considers part of critical infrastructure, by title and occupational code
The following industries and occupations are considered part of critical infrastructure. The coding is based on IPUMS’ IND and OCC variables.50
Occupation codes and titles
205 Farmers, ranchers, and other agricultural managers
310 Food service managers
350 Medical and health services managers
420 Social and community service managers
425 Emergency management directors
510 Buyers and purchasing agents, farm products
1340 Biomedical and agricultural engineers
1430 Industrial engineers, including health and safety
1520 Petroleum, mining and geological engineers, including mining safety engineers
1600 Agricultural and food scientists
1900 Agricultural and food science technicians
2012 Health care social workers
2015 Probation officers and correctional treatment specialists
2016 Social and human service assistants
2100 Lawyers, and judges, magistrates, and other judicial workers
2105 Judicial law clerks
2145 Paralegals and legal assistants
2170 Title examiners, abstractors, and searchers
2180 Legal support workers, all other
2205 Postsecondary teachers
2300 Preschool and kindergarten teachers
2310 Elementary and middle school teachers
2320 Secondary school teachers
2330 Special education teachers
2360 Other teachers and instructors
2545 Teaching assistants
2555 Other educational instruction and library workers
3030 Dietitians and nutritionists
3110 Physician assistants
3150 Occupational therapists
3160 Physical therapists
3200 Radiation therapists
3210 Recreational therapists
3220 Respiratory therapists
3230 Speech-language pathologists
3245 Other therapists
3255 Registered nurses
3256 Nurse anesthetists
3258 Nurse practitioners, and nurse midwives
3270 Health care diagnosing or treating practitioners, all other
3300 Clinical laboratory technologists and technicians
3310 Dental hygienists
3321 Cardiovascular technologists and technicians
3322 Diagnostic medical sonographers
3323 Radiologic technologists and technicians
3324 Magnetic resonance imaging technologists
3330 Nuclear medicine technologists and medical dosimetrists
3401 Emergency medical technicians
3421 Pharmacy technicians
3422 Psychiatric technicians
3423 Surgical technologists
3424 Veterinary technologists and technicians
3430 Dietetic technicians and ophthalmic medical technicians
3500 Licensed practical and licensed vocational nurses
3515 Medical records specialists
3520 Opticians, dispensing
3545 Miscellaneous health technologists and technicians
3550 Other health care practitioners and technical occupations
3601 Home health aides
3602 Personal care aides
3603 Nursing assistants
3605 Orderlies and psychiatric aides
3610 Occupational therapy assistants and aides
3620 Physical therapist assistants and aides
3630 Massage therapists
3640 Dental assistants
3645 Medical assistants
3646 Medical transcriptionists
3647 Pharmacy aides
3648 Veterinary assistants and laboratory animal caretakers
3655 Other health care support workers
3700 First-line supervisors of correctional officers
3710 First-line supervisors of police and detectives
3720 First-line supervisors of firefighting and prevention workers
3725 Miscellaneous first-line supervisors, protective service workers
3750 Fire inspectors
3802 Correctional officers and jailers
3820 Detectives and criminal investigators
3840 Fish and game wardens and parking enforcement officers
3870 Police officers
3945 Transportation security screeners
4000 Chefs and head cooks
4010 First-line supervisors of food preparation and serving workers
4030 Food preparation workers
4055 Fast food and counter workers
4110 Waiters and waitresses
4120 Food servers, nonrestaurant
4130 Dining room and cafeteria attendants and bartender helpers
4150 Hosts and hostesses, restaurant, lounge, and coffee shop
4160 Food preparation and serving related workers, all other
4240 Pest control workers
4461 Embalmers, crematory operators, and funeral attendants
4465 Morticians, undertakers, and funeral arrangers
4600 Childcare workers
5220 Court, municipal, and license clerks
5250 Eligibility interviewers, government programs
5730 Medical secretaries and administrative assistants
6005 First-line supervisors of farming, fishing, and forestry workers
6010 Agricultural inspectors
6040 Graders and sorters, agricultural products
6050 Other agricultural workers
6115 Fishing and hunting workers
6660 Construction and building inspectors
6730 Highway maintenance workers
7320 Home appliance repairers
7410 Electrical power-line installers and repairers
7420 Telecommunications line installers and repairers
7810 Butchers and other meat, poultry, and fish processing workers
7830 Food and tobacco roasting, baking, and drying machine operators and tenders
7840 Food batchmakers
7850 Food cooking machine operators and tenders
7855 Food processing workers, all other
8600 Power plant operators, distributors, and dispatchers
8610 Stationary engineers and boiler operators
8620 Water and wastewater treatment plant and system operators
9040 Air traffic controllers and airfield operations specialists
9110 Ambulance drivers and attendants, except emergency medical technicians
9410 Transportation inspectors
9800 Military officer special and tactical operations leaders
9810 First-line enlisted military supervisors
9825 Military enlisted tactical operations and air/weapons specialists and crew members
9830 Military, rank not specified
Industry codes and titles
170 Crop production
180 Animal production and aquaculture
280 Fishing, hunting and trapping
290 Support activities for agriculture and forestry
370 Oil and gas extraction
570 Electric power generation, transmission and distribution
580 Natural gas distribution
590 Electric and gas, and other combinations
670 Water, steam, air-conditioning, and irrigation systems
680 Sewage treatment facilities
690 Not specified utilities
770 Construction (the cleaning of buildings and dwellings is incidental during construction and immediately after construction)
1070 Animal food, grain and oilseed milling
1080 Sugar and confectionery products
1090 Fruit and vegetable preserving and specialty food manufacturing
1170 Dairy product manufacturing
1180 Animal slaughtering and processing
1190 Retail bakeries
1270 Bakeries and tortilla manufacturing, except retail bakeries
1280 Seafood and other miscellaneous foods, n.e.c.
1290 Not specified food industries
1370 Beverage manufacturing
1870 Pulp, paper, and paperboard mills
1880 Paperboard container manufacturing
1890 Miscellaneous paper and pulp products
2070 Petroleum refining
2090 Miscellaneous petroleum and coal products
2170 Resin, synthetic rubber, and fibers and filaments manufacturing
2180 Agricultural chemical manufacturing
2190 Pharmaceutical and medicine manufacturing
2270 Paint, coating, and adhesive manufacturing
2280 Soap, cleaning compound, and cosmetics manufacturing
2370 Plastics product manufacturing
2380 Tire manufacturing
2390 Rubber products, except tires, manufacturing
2470 Pottery, ceramics, and plumbing fixture manufacturing
2480 Clay building material and refractories manufacturing
2490 Glass and glass product manufacturing
2570 Cement, concrete, lime, and gypsum product manufacturing
2590 Miscellaneous nonmetallic mineral product manufacturing
2670 Iron and steel mills and steel product manufacturing
2680 Aluminum production and processing
2690 Nonferrous metal (except aluminum) production and processing
2780 Metal forgings and stampings
2790 Cutlery and hand tool manufacturing
2870 Structural metals, and boiler, tank, and shipping container manufacturing
2880 Machine shops; turned product; screw, nut, and bolt manufacturing
2890 Coating, engraving, heat treating, and allied activities
2980 Miscellaneous fabricated metal products manufacturing
2990 Not specified metal industries
3070 Agricultural implement manufacturing
3080 Construction, and mining and oil and gas field machinery manufacturing
3095 Commercial and service industry machinery manufacturing
3170 Metalworking machinery manufacturing
3180 Engine, turbine, and power transmission equipment manufacturing
3291 Machinery manufacturing, n.e.c. or not specified
3470 Household appliance manufacturing
3570 Motor vehicles and motor vehicle equipment manufacturing
3580 Aircraft and parts manufacturing
3590 Aerospace products and parts manufacturing
3670 Railroad rolling stock manufacturing
3680 Ship and boat building
3690 Other transportation equipment manufacturing
3770 Sawmills and wood preservation
3780 Veneer, plywood, and engineered wood products
3790 Prefabricated wood buildings and mobile homes manufacturing
3960 Medical equipment and supplies manufacturing
4070 Motor vehicle and motor vehicle parts and supplies merchant wholesalers
4170 Professional and commercial equipment and supplies merchant wholesalers
4195 Household appliances and electrical and electronic goods merchant wholesalers
4265 Hardware, and plumbing and heating equipment, and supplies merchant wholesalers
4270 Machinery, equipment, and supplies merchant wholesalers
4380 Drugs, sundries, and chemical and allied products merchant wholesalers
4470 Grocery and related product merchant wholesalers
4480 Farm product raw material merchant wholesalers
4560 Alcoholic beverages merchant wholesalers
4580 Miscellaneous nondurable goods merchant wholesalers
4690 Automotive parts, accessories, and tire stores
4770 Furniture and home furnishings stores
4780 Household appliance stores
4795 Electronics Stores
4870 Building material and supplies dealers
4880 Hardware stores
4890 Lawn and garden equipment and supplies stores
4971 Supermarkets and other grocery (except convenience) stores
4972 Convenience Stores
4980 Specialty food stores
4990 Beer, wine, and liquor stores
5070 Pharmacies and drug stores
5080 Health and personal care, except drug, stores
5090 Gasoline stations
5170 Clothing stores
5180 Shoe stores
5190 Jewelry, luggage, and leather goods stores
5275 Sporting goods, and hobby and toy stores
5280 Sewing, needlework, and piece goods stores
5295 Musical instrument and supplies stores
5370 Book stores and news dealers
5381 Department stores
5391 General merchandise stores, including warehouse clubs and supercenters
5593 Electronic shopping and mail-order houses
6070 Air transportation
6080 Rail transportation
6090 Water transportation
6170 Truck transportation
6180 Bus service and urban transit
6190 Taxi and limousine service
6270 Pipeline transportation
6290 Services incidental to transportation
6370 Postal Service
6380 Couriers and messengers
6390 Warehousing and storage
6670 Broadcasting (except internet)
6672 Internet publishing and broadcasting and web search portals
6680 Wired telecommunications carriers
6690 Telecommunications, except wired telecommunications carriers
6695 Data processing, hosting, and related services
6770 Libraries and archives
6780 Other information services, except libraries and archives, and internet publishing and broadcasting and web search portals
6870 Banking and related activities
6880 Savings institutions, including credit unions
6890 Nondepository credit and related activities
6970 Securities, commodities, funds, trusts, and other financial investments
6991 Insurance carriers
6992 Agencies, brokerages, and other insurance related activities
7680 Investigation and security services
7790 Waste management and remediation services
7970 Offices of physicians
7980 Offices of dentists
7990 Offices of chiropractors
8070 Offices of optometrists
8080 Offices of other health practitioners
8090 Outpatient care centers
8170 Home health care services
8180 Other health care services
8191 General medical and surgical hospitals, and specialty (except psychiatric and substance abuse) hospitals
8192 Psychiatric and substance abuse hospitals
8270 Nursing care facilities (skilled nursing facilities)
8290 Residential care facilities, except skilled nursing facilities
8370 Individual and family services
8380 Community food and housing, and emergency services
8390 Vocational rehabilitation services
8470 Child day care services
8680 Restaurants and other food services
8770 Automotive repair and maintenance
8780 Car washes
8891 Personal and household goods repair and maintenance
9070 Drycleaning and laundry services
9470 Justice, public order, and safety activities
9670 U. S. Army
9680 U. S. Air Force
9690 U. S. Navy
9770 U. S. Marines
9780 U. S. Coast Guard
9790 Armed Forces, Branch not specified
9870 Military Reserves or National Guard
A worker is considered essential if they meet the criteria for a code in each of the following lists:
Occupation codes and titles
230 Education and childcare administrators
1821 Clinical and counseling psychologists
1822 School psychologists
1825 Other psychologists
2001 Substance abuse and behavioral disorder counselors
2002 Educational, guidance, and career counselors and advisors
2003 Marriage and family therapists
2004 Mental health counselors
2005 Rehabilitation counselors
2006 Counselors, all other
2011 Child, family, and school social workers
2013 Mental health and substance abuse social workers
2014 Social workers, all other
2435 Librarians and media collections specialists
2440 Library technicians
4200 First-line supervisors of housekeeping and janitorial workers
4210 First-line supervisors of landscaping, lawn service, and groundskeeping workers
4220 Janitors and building cleaners
4251 Landscaping and groundskeeping workers
4252 Tree trimmers and pruners
4255 Other grounds maintenance workers
5710 Executive secretaries and executive administrative assistants
5720 Legal secretaries and administrative assistants
5740 Secretaries and administrative assistants, except legal, medical, and executive
9121 Bus drivers, school
Industry codes and titles
7860 Elementary and secondary schools
7870 Colleges, universities, and professional schools, including junior colleges
7880 Business, technical, and trade schools and training
7890 Other schools and instruction, and educational support services
Appendix Table 1
Appendix Table 2
Appendix Table 3
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- Center for American Progress analysis of pooled 2018 and 2019 1-year American Community Survey microdata, accessed via Steven Ruggles and others, “Integrated Public Use Microdata Series, U.S. Census Data for Social, Economic, and Health Research, 2018 and 2019 American Community Surveys: 1-year estimates” (Minneapolis: Minnesota Population Center, 2020), available at https://usa.ipums.org/usa/. Unless otherwise noted, all analysis in this report is CAP analysis.
- Eva Clark and others, “Disproportionate impact of the COVID-19 pandemic on immigrant communities in the United Statas,” PLoS Neglected Tropical Diseases 14 (7) (2020), available at https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7357736/; Tracy Jan, “Undocumented workers among those hit first—and worst—by the coronavirus shutdown,” The Washington Post, April 4, 2020, available at https://www.washingtonpost.com/business/2020/04/05/undocumented-immigrants-coronavirus/.
- Alex Nowrasteh, “Three Reasons Why Immigrants Aren’t Going to Take Your Job,” Cato Institute, April 22, 2020, available at https://www.cato.org/blog/three-reasons-why-immigrants-arent-going-take-job; Brennan Hoban, “Do immigrants ‘steal’ jobs from American workers?”, Brookings Institution, August 24, 2017, available at https://www.brookings.edu/blog/brookings-now/2017/08/24/do-immigrants-steal-jobs-from-american-workers/.
- Giovanni Peri, “How Immigrants Can Help the ‘Transition to a Great Economy’ after COVID-19” (Logan, UT: Center for Growth and Opportunity at Utah State University, 2020), available at https://www.thecgo.org/research/how-immigrants-can-help-the-transition-to-a-great-economy-after-covid-19/.
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- U.S. Bureau of Labor Statistics, “2018 SOC Definitions,” available at https://www.bls.gov/soc/2018/soc_2018_definitions.pdf (last accessed October 2020).
- Ibid.; U.S. Census Bureau, “North American Industry Classification System.”
- Ron Jarmin, “Counting Everyone Once, Only Once and in the Right Place,” U.S. Census Bureau, November 5, 2018, available at https://www.census.gov/newsroom/blogs/director/2018/11/counting_everyoneon.html.
- National Agricultural Statistics Service, “2017 Census of Agriculture: United States Summary and State Data” (Washington: U.S. Department of Agriculture, 2019), available at https://www.nass.usda.gov/Publications/AgCensus/2017/Full_Report/Volume_1,_Chapter_1_US/usv1.pdf;
Trish Hernandez and Susan Gabbard, “Findings from the National Agricultural Workers Survey (NAWS) 2015-2016: A Demographic and Employment Profile of United States Farmworkers” (Rockville, MD: JBS International, 2019), available at https://wdr.doleta.gov/research/FullText_Documents/ETAOP_2019-01_NAWS_Research_Report_13.pdf. For more information, see Ryan Edwards and Francesc Ortega, “The Economic Impacts of Removing Unauthorized Immigrant Workers: An Industry- and State-Level Analysis” (Washington: Center for American Progress, 2016), available at https://americanprogress.org/issues/immigration/reports/2016/09/21/144363/the-economic-impacts-of-removing-unauthorized-immigrant-workers/.
- U.S. Bureau of Labor Statistics, “Occupational Outlook Handbook: Most New Jobs,” available at https://www.bls.gov/ooh/most-new-jobs.htm (last accessed November 2020); U.S. Bureau of Labor Statistics, “Occupational Outlook Handbook: Fastest Growing Occupations,” available at https://www.bls.gov/ooh/fastest-growing.htm (last accessed November 2020).
- Cesar Maximiliano Estrada, “How Immigrants Positively Affect the Business Community and the U.S. Economy,” Center for American Progress, June 22, 2016, available at https://americanprogress.org/issues/immigration/news/2016/06/22/140124/how-immigrants-positively-affect-the-business-community-and-the-u-s-economy/; Peri, “How Immigrants Can Help the ‘Transition to a Great Economy’ after COVID-19.”
- Annette Bernhardt and others, “Broken Laws, Unprotected Workers: Violations of Employment and Labor Laws in America’s Cities” (New York: National Employment Law Project, 2009), available at https://www.nelp.org/wp-content/uploads/2015/03/BrokenLawsReport2009.pdf; Josselyn Andrea Garcia Quijano, “Workplace Discrimination and Undocumented First-Generation Latinx Immigrants,” Advocates’ Forum (2020), available at https://www.ssa.uchicago.edu/advocates-forum-2020-workplace-discrimination-undocumented-immigrants.
- Christopher C. Krebs, “Memorandum on Identification of Essential Critical Infrastructure Workers During COVID-19 Response,” U.S. Cybersecurity and Infrastructure Agency, March 19, 2020, available at https://www.cisa.gov/sites/default/files/publications/CISA-Guidance-on-Essential-Critical-Infrastructure-Workers-1-20-508c.pdf.
- National Conference of State Legislatures, “COVID-19: Essential Workers in the States,” available at https://www.ncsl.org/research/labor-and-employment/covid-19-essential-workers-in-the-states.aspx (last accessed October 2020).
- Christopher C. Krebs, “Advisory Memorandum on Ensuring Essential Critical Infrastructure Workers Ability to Work During the COVID-19 Response,” U.S. Cybersecurity and Infrastructure Security Agency, August 18, 2020, available at https://www.cisa.gov/sites/default/files/publications/Version_4.0_CISA_Guidance_on_Essential_Critical_Infrastructure_Workers_FINAL%20AUG%2018v3.pdf.
- Julie Kashen, Sarah Jayne Glynn, and Amanda Novello, “How COVID-19 Sent Women’s Workforce Progress Backward: Congress’ $64.5 Billion Mistake” (Washington: Center for American Progress, 2020), available at https://americanprogress.org/issues/women/reports/2020/10/30/492582/covid-19-sent-womens-workforce-progress-backward/.
- National Association of Homebuilders, “What Building 1,000 Homes Means to the U.S. Economy,” April 2, 2020, available at https://www.nahb.org/News-and-Economics/Industry-News/Press-Releases/2020/04/What-Building-1000-Homes-Means-to-the-US-Economy.
- Kauffman Foundation, “Kauffman Compilation: Research on Immigration and Entrepreneurship” (Kansas City, MO: 2016), available at https://www.kauffman.org/wp-content/uploads/2019/12/kauffman_compilation_immigration_entrepreneurship.pdf; David Dyssegaard Kallick, “Bringing Vitality to Main Street: How Immigrant Small Businesses Help Local Economies Grow” (New York: Fiscal Policy Institute and Americas Society/Council of the Americas, 2015), available at http://fiscalpolicy.org/wp-content/uploads/2015/01/Bringing-Vitality-to-Main-Street.pdf.
- Peri, “How Immigrants Can Help the ‘Transition to a Great Economy’ after COVID-19”; Jacob L. Vigdor, “Immigration and the Revival of American Cities: From Preserving Manufacturing Jobs to Strengthening the Housing Market” (New York: Americas Society/Council of The Americas and New American Economy, 2013), available at https://www.as-coa.org/sites/default/files/ImmigrationUSRevivalReport.pdf; The Immigrant Learning Center, “Immigrants Make Our Economy More Resilient,” April 22, 2020, available at https://www.ilctr.org/immigrants-make-our-economy-more-resilient/.
- Elizabeth McNichol and Michael Leachman, “States Continue to Face Large Shortfalls Due to COVID-19 Effects” (Washington: Center for Budget and Policy Priorities, 2020), available at https://www.cbpp.org/research/state-budget-and-tax/states-continue-to-face-large-shortfalls-due-to-covid-19-effects.
- Marketplace, “How immigration could help a shrinking American labor force,” January 29, 2019, available at https://www.marketplace.org/2019/01/29/how-immigration-could-help-solve-problem-shrinking-american-labor-force/.
- Jeffrey S. Passel and D’Vera Cohn, “Immigration projected to drive growth in U.S. working-age population through at least 2035,” Pew Research Center, March 8, 2017, available at https://www.pewresearch.org/fact-tank/2017/03/08/immigration-projected-to-drive-growth-in-u-s-working-age-population-through-at-least-2035/; Charles I. Jones, “The End of Economic Growth? Unintended Consequences of a Declining Population” (Cambridge, MA: National Bureau of Economic Research, 2020), available at https://www.nber.org/papers/w26651.
- William H. Frey, “As American spread out, immigrations plays a crucial role in local population growth” (Washington: Brookings Institution, 2019), available at https://www.brookings.edu/research/as-americans-spread-out-immigration-plays-a-crucial-role-in-local-population-growth/.
- Silva Mathema, Nicole Prchal Svajlenka, and Anneliese Hermann, “Revival and Opportunity: Immigrants in Rural America” (Washington: Center for American Progress, 2018), available at https://americanprogress.org/issues/immigration/reports/2018/09/02/455269/revival-and-opportunity/.
- The Heroes Act, H.R. 6800, 116th Cong., 2nd sess. (May 12, 2020), available at https://www.congress.gov/bill/116th-congress/house-bill/6800; Nicole Narea, “Immigrants were largely overlooked in the US’s coronavirus response. The latest relief bill aims to fix that.”, Vox, May 15, 2020, available at https://www.vox.com/2020/5/15/21257361/heroes-act-coronavirus-bill-immigrants.
- American Dream and Promise Act of 2019, H.R. 6, 116th Cong., 1st sess. (June 4, 2019), available at https://www.congress.gov/bill/116th-congress/house-bill/6.
- Nicole Prchal Svajlenka, “The American Dream and Promise Act of 2019: State-by-State Fact Sheets,” Center for American Progress, May 28, 2019, available at https://americanprogress.org/issues/immigration/news/2019/05/28/470181/american-dream-promise-act-2019-state-state-fact-sheets/; National Immigration Law Center, “Status of Current DACA Litigation,” available at https://www.nilc.org/issues/daca/status-current-daca-litigation/ (last accessed October 2020); Catholic Legal Immigration Network Inc., “Temporary Protected Status (TPS) and Deferred Enforced Departure (DED),” available at https://cliniclegal.org/issues/temporary-protected-status-tps-and-deferred-enforced-departure-ded (last accessed October 2020).
- Farm Workforce Modernization Act of 2019, H.R. 5038, 116th Cong., 1st sess. (December 11, 2019), available at https://www.congress.gov/bill/116th-congress/house-bill/5038; Danilo Zak, “Bill Summary: Farm Workforce Modernization Act” (Washington: National Immigration Forum, 2019), available at https://immigrationforum.org/article/bill-summary-farm-workforce-modernization-act/.
- Pieter Bevelander and Don J. DeVoretz, “The Economic Case for a Clear, Quick Pathway to Citizenship: Evidence from Europe and North America” (Washington: Center for American Progress, 2014), available at https://americanprogress.org/issues/immigration/reports/2014/01/27/82889/the-economic-case-for-a-clear-quick-pathway-to-citizenship/; Adriana Kugler and Patrick Oakford, “Comprehensive Immigration Reform Will Benefit American Workers” (Washington: Center for American Progress, 2013), available at https://americanprogress.org/issues/immigration/reports/2013/09/12/74014/comprehensive-immigration-reform-will-benefit-american-workers/; President Barack Obama White House Archives, “Fixing Our Broken Immigration System: The Economic Benefits of Providing a Path to Earned Citizenship” (Washington: 2013), available at https://obamawhitehouse.archives.gov/sites/default/files/our-broken-immigration-system-august-2013.pdf.
- Marshall Fitz, “What the President Can Do on Immigration If Congress Fails to Act” (Washington: Center for American Progress, 2014), available at https://americanprogress.org/issues/immigration/reports/2014/07/01/93042/what-the-president-can-do-on-immigration-if-congress-fails-to-act/.
- President Barack Obama White House Archives, “The Economic Effects of Administrative Action on Immigration” (Washington: 2014), available at https://obamawhitehouse.archives.gov/sites/default/files/docs/economic_effects_of_immigration_ea_february_2015_update_final_v2.pdf.
- Lizet Ocampo, “The Economic Benefits and Electoral Implications of DAPA,” Center for American Progress, May 19, 2015, available at https://americanprogress.org/issues/immigration/news/2015/05/19/113481/the-economic-benefits-and-electoral-implications-of-dapa/.
- American Immigration Council, “Reagan-Bush Family Fairness: A Chronological History” (Washington: 2014), available at https://www.americanimmigrationcouncil.org/research/reagan-bush-family-fairness-chronological-history.
- Center for American Progress analysis of pooled 2018 and 2019 1-year American Community Survey microdata, accessed via Ruggles and others, “Integrated Public Use Microdata Series, U.S. Census Data for Social, Economic, and Health Research, 2018 and 2019 American Community Surveys: 1-year estimates.”
- APM Research Lab Staff, “The Color of Coronavirus: COVID-19 Deaths by Race and Ethnicity in the U.S.” (St. Paul, MN: APM Research Lab 2020), available at https://www.apmresearchlab.org/covid/deaths-by-race; Connor Maxwell, “Workers of Color Are Disproportionately at Risk of Serious Complications From the Coronavirus,” Center for American Progress, May 4, 2020, available at https://americanprogress.org/issues/race/news/2020/05/04/484339/workers-color-disproportionately-risk-serious-complications-coronavirus/; Elise Gould and Heidi Shierholz, “Not everybody can work from home,” Economic Policy Institute, March 19, 2020, available at https://www.epi.org/blog/black-and-hispanic-workers-are-much-less-likely-to-be-able-to-work-from-home/.
- Ryan Zamarripa, “A Phase 4 Coronavirus Relief Bill Must Include Protections for Undocumented Immigrants,” Center for American Progress, April 16, 2020, available at https://americanprogress.org/issues/economy/news/2020/04/16/483329/phase-4-coronavirus-relief-bill-must-include-protections-undocumented-immigrants/.
- Jeehoon Han, Bruce D. Meyer, and James X. Sullivan, “Income and Poverty in the COVID-19 Pandemic” (Cambridge, MA: National Bureau of Economic Research, 2020), available at https://www.nber.org/papers/w27729; Muzaffar Chishti and Jessica Bolter, “Vulnerable to COVID-19 and in Frontline Jobs, Immigrants Are Mostly Shut Out of U.S. Relief,” Migration Policy Institute, April 24, 2020, available at https://www.migrationpolicy.org/article/covid19-immigrants-shut-out-federal-relief.
- Whitney L. Duncan and Sarah B. Horton, “Serious Challenges And Potential Solutions For Immigrant Health During COVID-19,” Health Affairs, April 18, 2020, available at https://www.healthaffairs.org/do/10.1377/hblog20200416.887086/full/.
- Bernhardt and others, “Broken Laws, Unprotected Workers”; Joe Valenti, “Building Financial Security by Overcoming Identification Barriers,” Center for American Progress, December 15, 2016, available at https://americanprogress.org/issues/economy/news/2015/12/15/127370/building-financial-security-by-overcoming-identification-barriers/; José A,. Quiñonez, “What Wealth Inequality Means for the Newest Americans,” Aspen Institute, March 15, 2017, available at https://www.aspeninstitute.org/blog-posts/wealth-inequality-means-newest-americans/.
- Nina Roberts, “Undocumented immigrants quietly pay billions into Social Security and receive no benefits,” Marketplace, January 28, 2019, available at https://www.marketplace.org/2019/01/28/undocumented-immigrants-quietly-pay-billions-social-security-and-receive-no/.
- Data accessed via Steven Ruggles and others, “Integrated Public Use Microdata Series, U.S. Census Data for Social, Economic, and Health Research, 2016, 2017, and 2018 American Community Surveys: 1-year estimates.”
- New American Economy, “Map the Impact: Methodology,” available at https://www.newamericaneconomy.org/methodology/ (last accessed October 2020).
- Congressional Budget Office, “The Distribution of Household Income, 2017,” available at https://www.cbo.gov/publication/56575 (last accessed November 2020); Meg Wiehe and others, “Who Pays? A Distributional Analysis of the Tax Systems in All 50 States, Sixth Edition” (Washington: The Institute on Taxation and Economic Policy, 2018), available at https://itep.sfo2.digitaloceanspaces.com/whopays-ITEP-2018.pdf.
- Internal Revenue Service, “Topic No. 751 Social Security and Medicare Withholding Rates,” available at https://www.irs.gov/taxtopics/tc751 (last accessed October 2020).
- Krebs, “Advisory Memorandum on Ensuring Essential Critical Infrastructure Workers Ability to Work During the COVID-19 Response.”
- Ibid; Center for American Progress analysis of pooled 2018 and 2019 1-year American Community Survey microdata, accessed via Ruggles and others, “Integrated Public Use Microdata Series, U.S. Census Data for Social, Economic, and Health Research, 2018 and 2019 American Community Surveys: 1-year estimates.”
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