UNSPSC 81131503: Regression analysis

UNSPSC 81131503 Regression analysis is a Commodity code that covers statistical modeling and data-analysis consulting services. Recent state and local opportunities tagged to this code reveal a mismatch between the nominal scope and actual procurement activity. The opportunities posted include dockless mobility platform services (City of Dallas), ballot-measure advisory consulting (Sacramento County), tax-exempt bond arbitrage compliance (Okaloosa County), ridership-program consulting (Orange County Transportation Authority), parking-citation management (City of Dallas), capital modeling for risk management (Cooperative Insurance Services), procurement-disparity studies (Fairfax County), and legal and fiscal-management consulting (Nevada Department of Education). None of these solicitations center on regression analysis as a discrete deliverable or primary service line. Issuing bodies span cities, counties, transit authorities, and special-purpose public entity risk pools, with no repeat buyers evident in the recent activity block.

The geographic spread of recent activity covers California, Florida, Nevada, Ohio (implicit in OCTA jurisdiction), Oregon, Texas, and Virginia — a dispersed pattern with no concentration in any single state or region. Representative recent opportunities include Sacramento County's RFP for ballot-measure planning advisory services (due August 13, 2026), the City of Dallas's RFP for dockless-mobility data and compliance systems (due October 30, 2026), Okaloosa County's ITQ for arbitrage consulting services (due July 15, 2026), and the Orange County Transportation Authority's RFP for ridership-program consulting services (due July 1, 2026, with budget of $380,000). The code shows little activity directly aligned with regression analysis as a standalone service; state and local governments appear to be acquiring regression analysis as a subordinate component within larger analytical or consulting engagements rather than as a primary procurement category.