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Industry · Retail Trade

Used Car Dealers

NAICS 441120 · 13,206 matched workers · high confidence

Democratic lean
57.9% Democratic, 42.1% Republican

Two-party shares across 13,206 workers in the Used Car Dealers industry.

57.9%
42.1%
DemocraticRepublican
Imputed
57.3% D · 42.7% R
Includes lean for unaffiliated registrants
Hierarchy
Retail Trade › Automobile Dealers
NAICS2 44 · NAICS4 4411
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Where Used Car Dealers falls

More Democratic than 63% of industries in Retail Trade.

Each dot is one of the 26 other industries in Retail Trade; size scales by workforce. Hover to see names — click to jump.

How this is measured

VRscores estimate the partisan composition of an industry by linking voter registration records to employment profiles, then aggregating workers up the NAICS hierarchy. The two-party shares above exclude workers with no major-party affiliation.

Read the full methodology or the published Organization Science paper.

Top employers in Retail Trade

Other industries in Retail Trade

Explore the full dataset

950+ industries, 970+ occupations, 534K+ employers — all with partisan composition.

Citation

Kagan, Max; Frake, Justin; Hurst, Reuben (2026). “VRscores: A New Measure and Data Set of Workforce Politics Using Voter Registrations.” Organization Science, 37(2), 444–465.
https://doi.org/10.1287/orsc.2025.20402