USC’s MPA (Master of Public Administration) evolves city-hall generalists into API-savvy civic-system architects. Studios refactor legacy COBOL permit apps into React portals, design Results-Based Budgeting (RBB) dashboards that surface Gini-index deltas, and pilot Open311 chatbots translated through NMT (Neural Machine Translation) for 10 immigrant languages. A Fiscal Justice (FJ) residency in Sacramento reverse-engineers ARPA grant ledgers, while Negotiation sprints simulate multi-stakeholder COLA (Cost-of-Living Adjustment) bargaining—graduating leaders who code, convene and conserve taxpayer trust.
Open-budget portal scraping SAP to Snowflake via Fivetran
Nudge-based SMS reducing DMV no-show rates (No-Show-SMS)
Zero-based budgeting (ZBB) template for parks departments
Dashboard mapping ARPA spend vs. Social Vulnerability Index (SVI)
Generative-AI memo summarizer for council agendas
Blockchain proof-of-impact ledger for homeless services
Scenario planner modeling TOT (Transient Occupancy Tax) under Airbnb caps
Crowdsourced pothole SLAs visualized in Grafana
Policy brief on privacy-enhanced 911 data-sharing APIs
Digital twin of water meters forecasting drought surcharges
Citizen jury VR sim evaluating congestion-pricing plans
Ethics chatbot tutoring Form 700 conflict disclosures
Gantt model comparing Design-Build vs. CMAR timelines
Open-source R script auditing overtime outliers
AR overlay guiding field inspectors through ADA checkpoints
Equity scorecard auto-generated from census tract uploads
Public-private partnership (PPP) risk-transfer matrix tool
Toolkit for participatory budgeting (PB) using quadratic voting
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