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Bearing the Brunt: Where NYC’s Hard-Hit Sector Workers Live

Report - May 2020

Bearing the Brunt: Where NYC’s Hard-Hit Sector Workers Live

While coronavirus has devastated much of NYC's economy, our research shows that the impacts are not equally dispersed across the city: workers in the most hard-hit sectors—including restaurants, hotels, retail, and personal care services—predominantly live in lower-income neighborhoods outside Manhattan.

by Jonathan Bowles and Charles Shaviro

Tags: economic growth human capital boroughs

Notes

1. For this report, we conduct an analysis of occupation data from the U.S. Census Bureau's 2018 American Community Survey 5-Year Estimates, on the borough and neighborhood level, to assess where the city's hardest-hit workers in the restaurants, retail trade, accommodations, and personal care services industries live and work. We leverage the 2018 census occupational classification system in conjunction with the Census Bureau's Public Use Microdata Areas — which line up with the city's 59 community districts. Please note we use restaurants as shorthand for the “food services and drinking places” sector and hotels as shorthand for the accommodations sector.

The included occupations are as follows:

  • Restaurants/Food Services: Food service managers; Chefs and head cooks; First-line supervisors of food preparation and serving workers; Cooks; Bartenders; Food preparation workers; Fast food and counter workers; Waiters and waitresses; Food servers, nonrestaurant; Dining room and cafeteria attendants and bartender helpers; Dishwashers; Hosts and hostesses, restaurant, lounge, and coffee shop; Food preparation and serving related workers, all other.
  • Retail: Wholesale and retail buyers, except farm products; First-line supervisors of retail sales workers; First-line supervisors of non-retail sales workers; Cashiers; Counter and rental clerks; Parts salespersons; Retail salespersons; Sales representatives of services, except advertising, insurance, financial services, and travel; Sales representatives, wholesale and manufacturing; Door-to-door sales workers, news and street vendors, and related workers; Sales and related workers, all other.
  • Accommodations: Lodging managers; Baggage porters, bellhops, and concierges; Tour and travel guides; Travel agents; Hotel, motel, and resort desk clerks; Reservation and transportation ticket agents and travel clerks.
  • Personal Care Services: Barbers, Hairdressers, hairstylists, and cosmetologists; Manicurists and pedicurists; Skincare specialists; Other personal appearance workers; Personal care and service workers, all other.

2. Citywide, 67.8 percent of the population is non-white and 38.6 percent is foreign born.

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