This analysis explores salary, benefits, and overtime trends among
San Francisco city employees from 2011–2019. Using Python for data
cleaning and SQLite for analysis, it tracks how compensation varies
across job titles and employment types — identifying
benefit growth, overtime-heavy roles, and pay differences between
full-time and part-time employees.