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Industry · Retail Trade

Other Motor Vehicle Dealers

NAICS 4412 · 5,536 matched workers · high confidence

Republican lean
42.0% Democratic, 58.0% Republican

Two-party shares across 5,536 workers in the Other Motor Vehicle Dealers industry.

42.0%
58.0%
DemocraticRepublican
Imputed
42.6% D · 57.4% R
Includes lean for unaffiliated registrants
Hierarchy
Retail Trade › Other Motor Vehicle Dealers
NAICS2 44 · NAICS4 4412
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Where Other Motor Vehicle Dealers falls

More Republican than 82% of industries in Retail Trade.

Each dot is one of the 27 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