SparkyData

NYC Resident Workers: Industries, Occupations and Earnings

Public-use microdata from the article “What people do in New York”

Not synthetic. Disclosure-protected survey records published by a government statistical agency, cut to the people or households we looked at.

Records
Public-use microdata
Place
New York City
Version
1.4,
Licence
CC BY 4.0; code MIT
Built for
What people do in New York (version 1.4)

New York City has more payroll jobs than ever, a record 4.9 million in July 2026, and health care is its largest sector. The census says what the 4.2 million residents who work actually do and how that changed since 1990: far less factory and clerical work, far more professional and care work, and median annual earnings that rose surprisingly little for a workforce so transformed.

The article's own data file, microdata cut to what it analyses, and the script that computes every figure in it. Computed from: Census 1990 and 2000 5% PUMS and ACS 2010 and 2015–2024 one-year PUMS (residents of the five boroughs; workers with a city workplace from the study-area files); BLS Current Employment Statistics for New York city, January 1990 to August 2026; CPS basic monthly files June 2024 to August 2026.

Files

FileRowsSizeWhat it holds
data.csv 71,165 7.9 MB The microdata the article's figures are computed from.
analysis.py 51 KB The script that computes every figure in the article (MIT).

Columns

data.csv: The data (22 columns)

row_id, year, weight, resident_of_nyc, borough, works_in_nyc, works_in_manhattan, workplace_borough, works_from_home, at_work_in_survey_week, industry_group, occupation_group, class_of_worker, age, sex, race_ethnicity, foreign_born, bachelors_or_higher_25plus, usual_hours, worked_50_52_weeks, full_time_full_year, earnings_2024_dollars. The article and its script define each one.

Sources

Licence and credit

The survey records are the publishing agency's, redistributed as published; the columns we derived are CC BY 4.0; the script is MIT. Public-use microdata are disclosure-protected records derived from survey responses, published by the issuing agency so that no respondent can be identified; synthetic records are generated by SparkyData and correspond to no real person, household or address. Neither may be used to identify anyone.

Credit it as:

SparkyData (2026). NYC Resident Workers: Industries, Occupations and Earnings (version 1.4). Data CC BY 4.0.
https://sparkydata.dev/data/nyc-resident-workers-industries-and-earnings

The article gives the charts, the uncertainty of each comparison and a changelog. Corrections and questions: sparkytech.dev@gmail.com, or see corrections.