UNSPSC 81131503: Regression analysis

UNSPSC 81131503 Regression analysis is a Commodity code representing quantitative analytical and modeling services that state and local governments are procuring to support data-driven decision-making across infrastructure, risk management, finance, and operational planning. Recent state and local opportunities under this code include rideshare program consulting with survey and travel-demand analysis (Orange County Transportation Authority), enterprise risk capital modeling and financial forecasting (Cooperative Insurance Services in Oregon), cost allocation plan development and federal rate negotiation (State of Texas Office of the Governor), unclaimed property audit support with data collection and delivery (Washington State Department of Revenue across five counties), water demand forecasting and resource planning (City of Phoenix), and procurement disparity analysis and demographic trend assessment (Fairfax County and Alief Independent School District). Issuing bodies span state transportation authorities, state finance and revenue departments, municipal water and public works agencies, county risk pools, school districts, and county governments. Work scoped under the code centers on quantitative modeling, statistical analysis, forecasting, trend analysis, compliance reporting, and strategic planning support rather than software development or IT services.

Geographic activity concentrates in the Southwest (Arizona, Texas, Oklahoma), Pacific Northwest (Washington, Oregon), and mid-Atlantic regions (Virginia, Maryland, Florida), with multiple recent procurements in Texas and Washington state. Representative recent opportunities include the Orange County Transportation Authority's RFP for Ridership Program Consulting Services (due July 1, 2026, $380,000 budget, two-year term), Cooperative Insurance Services' RFP for Enterprise Risk Management and Capital Modeling Services (due July 13, 2026, Oregon-based), Washington State Department of Revenue's RFP for unclaimed property auditing and collection services across five counties (due June 5 and June 15, 2026, spanning multiple jurisdictions), the City of Phoenix Water Service Department's Request for Qualifications for water demand forecasting and planning (due March 20, 2026, five-year QVL term), and the State of Texas Office of the Governor's RFPs for indirect and statewide cost allocation plan services (due March 23 and March 24, 2026 respectively). Evaluation weighting across recent procurements emphasizes qualifications and relevant experience (25–50 points) alongside proposed methodology and work plan quality (20–30 points), with cost typically 20–30 percent of the evaluation score.