A. SUMMARY This dataset is a cleaned and anonymized version of survey data gathered in FY23 from nonprofits who contract with the City and County of San Francisco. Each row is one employee (representing one filled position), and data includes wages, position detail, position requirements, and demographic information as supplied by the person's employing organization. B. HOW THE DATASET IS CREATED This dataset was generated through conducting a two-tiered survey gathering data on organizational characteristics and position-level data from nonprofits who contract with the City and County of San Francisco in FY23. The survey was fielded in October and November of 2022. 152 nonprofits provided organizational-level data and summary data about their workforce. 29 of those organizations (referred to as "Cohort Organizations") provided additional position-level wage, demographic, and position-requirement data for each worker employed by their organization. This dataset includes position-level data from the cohort organizations. For further details on survey methodology, please review page 39 of the Nonprofit Wage and Equity Survey report, linked below in "Related Reports." C. UPDATE PROCESS Data is a one-time survey and will not update. D. HOW TO USE THIS DATASET Review code book, attached in the "About this Dataset" section. E. RELATED REPORTS This dataset informs the Nonprofit Wage and Equity Survey Report, released by the Controller's Office in April 2023. Nonprofit Wage and Equity Survey F. RELATED DATASETS This dataset is one of two datasets of survey data from the Nonprofit Wage and Equity Survey (FY23). Organization-level data can be viewed on the Open Data Portal. Nonprofit Wage and Equity Survey - Organization-Level Survey Data - FY23

Excel Summary of the Department's major program activities and statistical profile of California business taxpayers.

Excel Summary of the Department's major program activities and statistical profile of California business taxpayers.

Excel Summary of the Department's major program activities and statistical profile of California business taxpayers.

Annually, the San Francisco Health Service System (SFHSS) publishes a demographic report of its membership. SFHSS administers comprehensive health benefits for employees and retirees from the City and County of San Francisco (CCSF), San Francisco Unified School District (SFUSD), City College of San Francisco (SFCCD), and the Superior Court of San Francisco (CRT), as well as their eligible dependents.

PDF Summary of the Department's major program activities and statistical profile of California business taxpayers.

Excel Summary of the Department's major program activities and statistical profile of California business taxpayers.

PDF Summary of the Department's major program activities and statistical profile of California business taxpayers.

Excel Summary of the Department's major program activities and statistical profile of California individual taxpayers

A. SUMMARY This dataset contains a preliminary inventory of artificial intelligence (AI) systems declared by departments within the City and County of San Francisco (CCSF), as part of compliance with Chapter 22J of the Administrative Code. Chapter 22J requires departments and vendors to answer 22 standardized questions about AI technologies that are in use—excluding those used solely for internal administration or cybersecurity purposes. This is an initial release and may not yet reflect a complete list. A comprehensive, citywide inventory will be published by January 2026. For more information, see the full ordinance: Chapter 22J – Artificial Intelligence Tools B. HOW THE DATASET IS CREATED Each City department is required to annually submit an AI inventory as part of their compliance with Chapter 22J. Departments complete a standardized intake form that captures key details about each AI system in use or under consideration. The submitted inventories are reviewed and consolidated by the Department of Technology C. UPDATE PROCESS The full dataset of AI technologies and uses will be published by Jan 2026 and updated every two years D. HOW TO USE THIS DATASET Each row represents an individual AI technology reported by a City department, along with details about its use. The dataset includes 22 columns corresponding to the required questions outlined in Chapter 22J