In November 2023, Oakland City Council awarded PFM Financial LLC a $285,000 contract to perform a staffing study of Oakland Police Department. It aimed to establish the baseline number of officers needed in the department, and how they should be allocated geographically. The contract was subsequently expanded to $310,000—at the request of council president Nikki Bas—to recommend non-police responses to calls for service.