Everyday Affordability at Risk: How Immigration Enforcement Is Reshaping Philadelphia’s Gig Economy

Philadelphia’s gig economy is facing a reckoning. The largest federal immigration enforcement campaign in modern U.S. history is shrinking the labor pool that powers rideshare, delivery, construction, and home services, raising costs for residents who can least afford them. Philadelphia’s exposure is amplified by above-average inflation and weak baseline affordability: gig service prices are rising, delivery wait times are lengthening, rideshare availability is thinning, and construction timelines are slipping in a city where inflation already runs hotter than the nation.

What you need to know:

• Philadelphia’s gig economy runs on immigrant labor, and that dependency is structural. Philadelphia has approximately 158,000 foreign-born workers (about 1 in 5 working residents), and immigrants drove roughly a third of job growth over the past decade. This same workforce segment is disproportionately represented in service and logistics roles that overlap with gig work. [1]
• The gig workforce is bigger than platforms can measure, and the data gap matters. There is no official local census of gig workers; applying national platform participation (16% of adults) to Philadelphia’s approximately 750,000 civilian labor force implies approximately 63,000 to 68,000 platform-based gig workers, before accounting for day labor and off-platform work that surveys undercount. [2]
• Who does gig work is the critical fact. Nationally, Hispanic adults report the highest participation in gig platforms (30% vs. 20% for Black adults and 12% for White adults), with a stark gap for delivery apps (16% Hispanic vs. 4% White). Multiple studies describe gig labor pools as heavily immigrant; in some cities, app-based rideshare drivers are overwhelmingly immigrants. [3–6]
• The enforcement shock is both direct and behavioral; “fear effects” can exceed removals. Since January 2025, federal actions expanded enforcement and ended or curtailed major humanitarian pathways; enforcement funding increased dramatically, and arrests of people with no criminal record rose sharply. Locally, documented operations and courthouse detentions have coincided with firms trying to replace workers whose visa status changed, and with reduced neighborhood foot traffic and worker availability in immigrant communities. [10–16]
• Gig platforms sit in a compliance loophole, then tighten it operationally. E-Verify largely applies to employees, not independent contractors, leaving platforms formally outside I-9 verification. But platforms can still impose stronger identity checks. DoorDash has scaled verification (150,000+ selfie checks per week), while misinformation episodes have triggered real panic and labor withdrawal even without direct data-sharing mandates. [17–19]

• Affordability impacts cascade across three channels: prices, access, and housing supply. Wage pressure and staffing gaps translate into higher delivery fees and menu markups, thinner rideshare coverage (especially in low-income areas), and slower construction, which becomes housing inflation with a lag. These shocks hit hardest in a city with higher inflation (3.9% vs. 2.7%), median income around $63,100, and a transit system facing a $213–$240 million budget hole. [43–49]

   

1. How large is Philadelphia’s gig workforce, and who comprises it?

For the purposes of this Leading Indicators analysis, we define “gig work” narrowly as platform-mediated, on-demand work (rideshare and app-based delivery), where jobs are dispatched by an app, prices and fees adjust dynamically, and activity can be tracked through platform reporting and comparable benchmarks. We do not include nannies or most domestic help in this definition because they are typically household employees or independent caregivers with repeat clients, paid on a negotiated hourly or weekly basis, scheduled in advance, and hired through private networks or small agencies rather than an on-demand platform marketplace. That structure makes them economically contingent and often informal, but not directly comparable to app-based gig work for measuring short-run price, wait-time, and service-availability shifts.

Philadelphia’s gig economy spans formal platforms (rideshare, delivery) and informal work (cleaning, landscaping, day labor). The absence of an official city count is itself a signal of fragmentation and undermeasurement. Using national platform participation (16% of U.S. adults) and Philadelphia’s civilian labor force (approximately 750,000) yields a rough estimate of approximately 63,000 to 68,000 platform-based gig workers, with additional informal gig work likely substantial but not reliably measured. [2]

The composition of that workforce makes immigration enforcement economically consequential. Nationally, Hispanic adults report the highest rates of gig participation (30%), and delivery-app work shows an especially large Hispanic-White gap. Research cited here argues that gig firms draw from worker pools with limited alternatives, often recent immigrants, and in some cities rideshare drivers are overwhelmingly immigrant. A 2025 national survey also finds meaningful immigrant participation in gig work as a primary or secondary job. [3–6]

Philadelphia’s immigrant workforce is disproportionately concentrated in low-wage, service-oriented roles that overlap with gig sectors. Pew’s September 2024 analysis reports that 52% of immigrant workers earn under $36,300 annually, and 53% of those low-wage immigrant workers are noncitizens, with top occupations including food preparation and transportation. The Center for Migration Studies identifies “Driver/Sales Workers and Truck Drivers” (including food delivery drivers and e-bike riders) as a key category for undocumented workers in Pennsylvania. [7–8]

“Account-renting” hides labor supply and increases vulnerability. So-called account-renting is a pathway for undocumented participation in platform gig work: workers pay verified users for access to platform accounts. This systematically undercounts undocumented gig workers in platform data and increases exposure to abuse (pay withholding, threats, document confiscation), risks that intensify under heightened enforcement. [9]

2. The enforcement shock that hit Philadelphia’s labor supply

Since January 2025, federal actions expanded enforcement while ending or curtailing major humanitarian pathways. In the first 100 days of the current administration, 180+ immigration-related executive actions mandated termination of humanitarian parole covering approximately 532,000 workers, a large increase in enforcement funding (including expanded detention capacity and new agents), and sharply higher enforcement activity and non-criminal arrests. [10–13]

Philadelphia has felt this directly. Documented operations across the region, including a North Philadelphia car wash, construction sites in nearby towns, and other locations, have coincided with reported courthouse detentions: immigrant rights group Juntos tracked 90+ individuals detained at the Center City courthouse in 2025. Separately, the Federal Reserve Bank of Philadelphia reported firms attempting to fill positions vacated due to changes in employees’ visa status, an indicator of churn beyond the headline enforcement numbers. [14–15]

Fear effects amplify the direct enforcement effect. The labor-market impact extends beyond those detained or deported. Reported chilling effects in immigrant neighborhoods, including reduced foot traffic and worker availability, coincide with a national decline in the foreign-born labor force share from 20% to 19% by June 2025, approximately 750,000 fewer workers. [16]

3. How enforcement shows up in gig work: the platform loophole and operational tightening

A crucial structural detail is worker classification. The federal government’s E-Verify system is designed for W-2 employees, not independent contractors. Because gig platforms classify workers as contractors, they are generally outside I-9 verification requirements. Pennsylvania mandates E-Verify primarily for construction employers and certain public works, not the contractor-heavy platform economy. [17]

But operational reality can tighten even when the legal baseline does not. DoorDash has scaled identity verification (150,000+ selfie checks per week) and uses machine learning to detect account sharing. Misinformation can also function like a policy shock: a June 2025 viral rumor (later debunked) triggered panic and labor withdrawal among gig workers even without any confirmed mandate requiring platforms to share driver data with ICE. [18–19]

4. Prices climb across gig-dependent service sectors

Labor supply contraction is translating into measurable price pressure. The Federal Reserve’s October 2025 Beige Book notes wage growth in immigrant-reliant sectors; the IMF characterizes the immigration pullback as a negative supply shock; and Chair Powell links labor-market tightness to a lower immigrant share and labor force constraints. [20–22]

Delivery and restaurants: higher fees and higher menu prices

In food delivery, platform fees rose approximately 15% through 2024–2025, while restaurants inflated menu prices 15% to 25% on delivery apps to offset commission costs. National “food away from home” prices rose 4.1% in 2025 (December to December), exceeding USDA forecasts. Restaurant labor costs now consume 36.5% of full-service sales (up from approximately 33% pre-pandemic), and 79% of restaurants report being short at least one position. [23–26]

Philadelphia-specific risk is not only price; it is service capacity. The Pennsylvania Restaurant & Lodging Association warned that workforce shortages could undermine Philadelphia’s ability to host major 2026 events, including the World Cup and the 250th anniversary, arguing that keeping restaurants open is part of the city’s identity and visitor economy. [27]

Construction and home services: labor scarcity becomes a housing-supply problem

Construction carries the starkest affordability link because it transmits into housing supply. Nationally, 92% of construction firms report difficulty finding workers; 45% say shortages cause project delays; and 28% report being directly impacted by immigration enforcement. The industry estimates it needs 500,000 additional workers in 2025 to meet demand. [28–29]

In Philadelphia, immigrants accounted for over 75% of construction employment growth (2010–2022); sudden labor loss raises costs and delays building and renovation. Nationally, the skilled labor shortage is estimated to cost the housing sector $10.8 billion annually and results in approximately 19,000 fewer homes built each year. [30–31]

Cleaning, hospitality, and landscaping: wage pressure and acute shortages

Employers in cleaning services, hospitality, and landscaping have raised wages 10% to 20% to compete for scarce labor. Landscaping is a $52 billion sector heavily dependent on Latin American immigrant labor, and business testimony cited in migration policy reporting describes rapid worker loss following enforcement measures. [32–34]

Delivery logistics and rideshare: the driver drought, and who it hits

National transportation and warehousing employment fell to 6,548,000 in January 2026 (-1.8% year over year), even as 308,000 positions remained unfilled. The American Trucking Associations reports a driver shortfall of 80,000+, projected to reach 160,000 by 2030. Reporting cited here also describes restaurants experiencing 40+ minute delivery waits and platforms suspending orders due to driver shortages. [35–37]

Rideshare availability has tightened as well. Reporting notes Uber has flagged immigration enforcement as a business risk in SEC filings. In Philadelphia, the distributional exposure is particularly high: Lyft reports Philadelphia has the highest share of rides starting or ending in low-income areas among its top markets, and 38% of Philadelphia Lyft riders do not own or lease a car. [38–40]

The compounding effects are also behavioral. App-based delivery workers warn each other about enforcement locations, and reporting suggests major gig platforms have not repeated earlier public commitments to support migrant workers during heightened enforcement periods. [41–42]

Philadelphia already has observable, localized price-and-service signals that the on-demand labor market is tightening in ways that raise the “cost to move” for residents. After Phillies games at Citizens Bank Park, riders reported repeated driver cancellations and a fare quote rising from $57 to $65 while they waited; Uber responded by adding a $10 pickup surcharge (paid to drivers and included in the customer price) for stadium pickups starting June 30. At the same time, the Philadelphia Parking Authority has been running stings against “imposter” rideshare drivers and reported issuing 45 citations and impounding 44 vehicles (as of October 2024), underscoring that enforcement and compliance are actively reshaping the marginal supply that tends to serve high-friction nodes (stadiums, late-night peaks). Together, these are not abstract indicators; they show (1) thinning effective driver availability and (2) platforms using explicit price instruments to buy back reliability, which is exactly how labor scarcity translates into higher trip costs in practice.

On the delivery side, Philadelphia’s affordability exposure is less about a single “fee increase” metric (which is often proprietary) and more about service capacity and operational cost wedges that hit low-income households and small merchants first. DoorDash reports that 35% of Philadelphia deliveries are completed on bikes, e-bikes, or scooters, indicating an unusually high reliance on a courier segment that is sensitive to identity re-verification and street-level friction. That matters because gig delivery is now embedded in essential services: Share Food’s Senior Food Box program delivers roughly 4,500 boxes per month from a North Philadelphia pickup site using DoorDash, so any reduction in delivery capacity or increase in per-delivery costs directly constrains food access if budgets and delivery windows are fixed. Meanwhile, the city’s curb reforms raise the time-cost of each stop: Smart Loading Zones charge per minute after a short grace period and impose escalating fines for overstays and double-parking, increasing the shadow cost of “last-mile minutes” that merchants and consumers ultimately pay through higher fees, reduced coverage, or longer waits.

If federal enforcement pressure and documentation frictions increase, the domestic work segment (outside the gig workers segment) is also likely to experience a mix of supply volatility and higher risk premiums rather than a clean, observable surge-price signal. Because domestic workers operate behind closed doors and are already concentrated among women and immigrant women facing low wages, limited benefits, and mistreatment, heightened fear can further suppress reporting and bargaining power, making the market both less transparent and more unstable. At the same time, households that rely on nannies, caregivers, and housecleaners may see reduced availability, more last-minute cancellations, and upward pressure on hourly rates, as workers rationally avoid certain commutes, shift to fewer clients they trust, or exit or rotate work arrangements.

5. Why Philadelphia’s affordability crisis runs deeper than most

Philadelphia sits at a vulnerable intersection of compounding pressures. The city’s inflation rate (3.9%) exceeds the national rate (2.7%), eroding already modest median household income (approximately $63,100). Under a 30% rent-to-income rule, analysis cited here estimates roughly $87,800 is needed to comfortably afford average rent, a gap of nearly $25,000 from the median. Over 20% of residents live below the poverty line, and about half of those households do not own a car. [43–46]

Mobility constraints compound the shock. SEPTA faces a $213–$240 million budget shortfall; fares have risen; and the Zero Fare pilot (25,000+ free transit cards; 6.6 million trips) was removed from the Mayor’s 2026 budget. A city needs assessment found that 39% of residents in poverty cited transportation as their biggest obstacle to employment. [47–49]

These dynamics are self-reinforcing: construction labor costs slow housing supply, worsening the housing crisis; delivery-cost increases hit hardest in food deserts, where digital access may exist but affordability is the binding constraint; and restaurant price increases disproportionately burden lower-income households, including gig workers using gig income to cover basic living expenses. Small businesses relying on delivery platforms face a squeeze from both higher platform costs and reduced consumer purchasing power. [50–51]

Mark Zandi summarized the housing-market stuckness (high prices + high mortgage rates), and Kevin Gillen noted that even Mayor Parker’s $2 billion H.O.M.E. initiative (30,000 units) may at best stabilize prices, while construction labor shortages risk slowing delivery further. [52–54]

6. Philadelphia’s policy response walks a political tightrope

Philadelphia has maintained its sanctuary protections while adjusting posture under federal pressure. The administration rebranded from “sanctuary city” to “welcoming city” in May 2025 (policies unchanged), and the city budgeted a $95 million reserve against potential federal funding cuts, given $2.2 billion in federal funding received in FY2024. [55–57]

On January 29, 2026, Councilmembers Brooks and Landau introduced seven bills in the “ICE OUT” legislative package to codify and expand local protections, including limits on ICE access to city property without judicial warrants and non-cooperation provisions. Fifteen of 17 Councilmembers co-sponsored, a veto-proof majority, though the Mayor has said she is reviewing the legislation. [58–59]

At the state level, Pennsylvania passed SB 475 (Act No. 38 of 2025), restricting state funding for communities where law enforcement does not cooperate with ICE. Pennsylvania also requires E-Verify for construction employers (Act 75 of 2019), though analysis cited here references a Moody’s study of Arizona finding no observable benefit to native-born workers. [60–62]

7. What economists project for the medium term, and the dissenting view

Multiple forecasts anticipate a weaker macro trajectory if net migration remains depressed. Brookings researchers find net migration turned negative in 2025 and project monthly job growth could turn negative in 2026; the Dallas Fed estimates 2025 GDP growth was 0.75 to 1.0 percentage points lower than benchmark due to declining immigration, with persistent effects under mass-deportation scenarios. [65–66]

The Peterson Institute finds job growth in immigrant-heavy industries (construction, hotels, restaurants, home health care) has been flat since the start of 2025. EPI projects that deportations reaching 1 million per year for four years could yield net job losses of 5.9 million by 2029, including U.S.-born workers, while NFAP warns of major workforce losses by 2028 and slower growth through 2035. [67–69]

The CBO downgraded its 2025 GDP growth forecast (1.9% to 1.4%), citing immigration and trade policies, and Philadelphia Fed commentary described 2025 as unusually weak job creation outside recession periods. [70–72]

The dissenting view argues reduced immigration should raise wages for U.S.-born workers and that there is ample domestic labor supply. This analysis counters with a Department of Labor filing stating qualified U.S. workers will not be available in sufficient numbers, and with nativity unemployment data showing U.S.-born unemployment rising from 4.3% to 4.7% between January 2025 and January 2026. [73–75]

Conclusion: a cascade, not a single-variable problem

Philadelphia’s gig economy disruption is a cascade: immigration enforcement reduces the labor pool; fewer workers raise wages in affected sectors; higher wages translate into higher service prices; and those prices compound a pre-existing affordability crisis. The residents most exposed, households below the poverty line, carless households, and residents in food deserts, are least able to absorb the costs.

Three implications deserve emphasis. First, contractor classification creates a paradox: gig platforms remain among the last labor markets accessible to undocumented workers because E-Verify does not apply, but workers also lack protections and benefits. Second, fear effects amplify direct enforcement impacts as workers withdraw even without direct mandates. Third, Philadelphia’s strategy, maintain protections, reduce rhetorical confrontation, budget fiscal reserves, and consider codification through ICE OUT, will be stress-tested as federal pressure continues through 2026.

References

1. Economy League of Greater Philadelphia. “Immigrants and the Philadelphia Economy.” 2024.
2. Pew Research Center. “Gig Work, Online Selling and Home Sharing.” Nov. 2021.
3. Pew Research Center. “Gig Work, Online Selling and Home Sharing.” Nov. 2021 (race/ethnicity cuts).
4. UC Berkeley Labor Center. “Shortchanged and Squeezed Out.” 2022.
5. National Employment Law Project. “Rights at Risk: Gig Companies’ Broken Promises to Independent Contractors.” 2020.
6. National survey of immigrant workers, cited in Migration Policy Institute reporting. 2025.
7. Pew Charitable Trusts. “Philadelphia’s Immigrant Workforce.” Sept. 2024.
8. Center for Migration Studies of New York. “Immigrants in Pennsylvania.” 2024.
9. Oxford Internet Institute. “The Platformisation of Inequality.” 2023.
10. White House. Executive orders/immigration directives, Jan.–Apr. 2025. Federal Register Vol. 90.
11. One Big Beautiful Bill Act (signed July 4, 2025) + CBO cost estimate (June 2025).
12. Syracuse University TRAC Immigration. “ICE Deportation and Arrest Data.” Fall 2025.
13. ACLU. “ICE Arrests of People With No Criminal Record.” 2025.
14. Juntos. “ICE Enforcement Tracker — Philadelphia Region.” 2025.
15. Federal Reserve Bank of Philadelphia. Beige Book: Third District Summary. Oct. 2025.
16. BLS. “Labor Force Statistics from the Current Population Survey.” June 2025.
17. USCIS. “E-Verify and Independent Contractors” guidance; Pennsylvania Act 75 of 2019.
18. DoorDash. “Safety and Identity Verification Update.” 2025 (reported in The Markup/Bloomberg).
19. Snopes fact-check: “Did DoorDash Share Driver Data with ICE?” June 2025.
20. Federal Reserve System. Beige Book. Oct. 2025.
21. IMF. “World Economic Outlook Update.” July 2025.
22. Fed Chair Jerome Powell remarks. June 2025.
23. Morgan Stanley Research / Bloomberg Second Measure. “Food Delivery Platform Fee Trends.” 2025.
24. USDA ERS. “Food Price Outlook.” Dec. 2025.
25. National Restaurant Association. “2025 State of the Restaurant Industry.”
26. National Restaurant Association. “2025 State of the Restaurant Industry” (staffing shortage stat).
27. Pennsylvania Restaurant & Lodging Association (Ben Fileccia quote), reported in The Philadelphia Inquirer. 2025.
28. Associated Builders and Contractors. “Construction Workforce Shortage Report.” 2025.
29. Associated Builders and Contractors. “2025 Construction Workforce Shortage Tops 500,000.” 2025.
30. Economy League of Greater Philadelphia. “Construction Workforce & Immigration.” 2024.
31. National Association of Home Builders. “Cost of Construction Worker Shortages to the Housing Market.” 2024.
32. Economy League of Greater Philadelphia. “Wage Trends in Immigrant-Reliant Service Industries.” 2024.
33. National Association of Landscape Professionals. “The $52 Billion Landscape Industry.” 2024.
34. Business owner testimony cited in MPI. “Impacts of Enforcement on Agricultural and Landscape Labor.” 2025.
35. BLS. “Transportation and Warehousing Employment, SA.” Jan. 2026.
36. BLS JOLTS. Transportation sector. Jan. 2026.
37. American Trucking Associations. “Truck Driver Shortage Analysis.” 2025.
38. Bloomberg Law. “Uber, Lyft Flag Immigration Crackdown as Business Risk.” Aug. 2025.
39. Lyft. “Cities Report: Urban Mobility Equity.” 2024.
40. Lyft. “Cities Report: Urban Mobility Equity.” 2024 (car ownership stat).
41. Business & Human Rights Resource Centre. “Gig Platforms and Migrant Delivery Workers During ICE Enforcement.” 2025.
42. Bloomberg News. “Uber’s $3M Legal Defense Fund for Drivers.” Jan. 2017; Instacart ACLU donation (TechCrunch, 2017).
43. BLS. “Philadelphia-Camden-Wilmington MSA CPI.” 2025.
44. U.S. Census (ACS). Philadelphia County median household income. 2023.
45. NLIHC. “Out of Reach.” 2025.
46. U.S. Census (ACS). Philadelphia County poverty data. 2023.
47. SEPTA. “FY2026 Budget Proposal.” 2025.
48. City of Philadelphia. “Zero Fare Pilot Program Final Report.” 2025.
49. City of Philadelphia OCEO. “Community Needs Assessment 2020.”
50. McKinsey/Coresight (cited in ELGP). “Food Desert Delivery Access in Philadelphia.” 2024.
51. JPMorgan Chase Institute. “Gig Economy Workers and Financial Fragility.” 2023.
52. Mark Zandi (Moody’s), quoted in The Philadelphia Inquirer. 2025.
53. Kevin Gillen (Drexel), quoted in The Philadelphia Inquirer. 2025.
54. City of Philadelphia. “Mayor Parker’s H.O.M.E. Philadelphia Initiative.” Press release. 2025.
55. Mayor Cherelle Parker. “Welcoming City Policy Announcement.” May 2025.
56. PA AG Pam Bondi letter (2025) + City Solicitor Renée Garcia response (2025).
57. City of Philadelphia. “FY2026 Budget Proposal.”
58. Philadelphia City Council. ICE OUT legislative package (introduced Jan. 29, 2026).
59. Philadelphia City Council. ICE OUT co-sponsorship list. Jan. 2026.
60. PA General Assembly. SB 475 (Act No. 38 of 2025).
61. Pennsylvania Act 75 of 2019 (Construction Industry Employee Verification Act).
62. Moody’s Analytics / Immigration Policy Center. “Economic Impacts of Arizona’s E-Verify Law.” 2018.
63. Philadelphia DA Larry Krasner press statement (prosecutors’ coalition). 2025.
64. Philadelphia Sheriff Rochelle Bilal public statement. 2025.
65. Edelberg, Veuger, Watson. “Effects of Immigration on the U.S. Economy.” Brookings. 2025.
66. Federal Reserve Bank of Dallas. “Immigration Restrictions and U.S. Economic Growth.” 2025.
67. Peterson Institute. “Job Growth in Immigrant-Heavy Industries, 2025.”
68. Economic Policy Institute. “Economic Impact of Large-Scale Deportations.” 2025.
69. National Foundation for American Policy. “Impact of Immigration Restrictions on the U.S. Workforce.” 2025.
70. CBO. “Budget and Economic Outlook: 2025–2035.” Updated 2025.
71. Philadelphia Fed President Anna Paulson remarks. 2025.
72. BLS. “Employment Situation Summary.” Jan. 2026.
73. Federation for American Immigration Reform. “Immigration and the U.S. Labor Market.” 2025.
74. U.S. Department of Labor. Federal Register Vol. 90 (Oct. 2025) — H-2A/H-2B labor market testimony.
75. BLS CPS. Unemployment by nativity (Jan. 2025 vs. Jan. 2026).