Methodological Benchmark: 'The Economic Impact of San Francisco's Nightlife Businesses' (SF Controller OEA)

Pioneering Municipal Econometrics for the Nighttime Sector

Requested by then-Supervisor Scott Wiener and prepared by Chief Economist Ted Egan, Ph.D. in the City and County of San Francisco Office of the Controller — Office of Economic Analysis (OEA) in partnership with the San Francisco Entertainment Commission, The Economic Impact of San Francisco's Nightlife Businesses was the first municipal econometric report in the United States dedicated to the nighttime sector.

Key Methodological Innovations

1. Isolating Post-8:00 p.m. Activity via Sales Tax & Payroll Microdata: Rather than claiming 100% of all restaurant and bar sales as "nightlife," OEA combined Dun & Bradstreet establishment records, Controller payroll/sales tax panels, and a primary survey of San Francisco residents and venue operators to isolate spending and employment occurring after 8:00 p.m.
2. Headline Scale (2010–2011 Baseline): Documented 3,200+ nightlife establishments supporting 48,000 jobs, $4.2 billion in annual consumer and visitor spending, and $55 million+ in direct municipal tax revenues (payroll, sales, and hotel taxes).
3. Neighborhood Spillover & Dynamic REMI Modeling: Using the REMI Policy Insight dynamic regional model, OEA demonstrated that independent music clubs and late-night bars generate substantial spending spillover into adjacent restaurants, taxis, and hotels—providing the direct legislative evidence cited when San Francisco enacted Administrative Code Chapter 116 ("Agent of Change", 2016), the Limited Live Performance (LLP) Permit (2023), and SB 76 / SB 969 Entertainment Zones (2023–2024).