USC’s MSBA turns SQL jockeys into strategy whisperers. Cohorts pipe TikTok fire-hose feeds through Spark Structured-Streaming, estimate uplift via double-robust causal forests, and craft D3.js scrollytelling pieces that sway board votes. A Responsible AI practicum bakes DP-SAN privacy budgets into recommendation engines, while an Amazon capstone optimizes same-hour delivery zones across LA. By commencement, grads have dockerized models, defended data ethics, and dazzled execs with narrative flair.
Real-time churn alerting on Kafka + Flink pipeline
Counterfactual simulator for loyalty-program incentives
Explainable gradient-boost model with Lime + SHAP UI
Synthetic data generator under ε-DP for health retail
Graph neural net predicting supply-chain knock-ons
A/B test sequential-analysis dashboard with SPRT
Text-mining call-center logs for empathy analytics
LLM query interface over Snowflake data vault
Time-series anomaly detector for influencer ROAS spikes
Fairness audit toolkit for credit-limit ML models
Gamified KPI visualizer for non-tech stakeholders
Edge-compute demand forecasts for smart-cooler IoT
Pricing optimizer using Bayesian multi-armed bandits
Carbon-impact score blended into product recommender
Data mesh policy blueprint for multi-business units
Policy brief on SEC AI disclosure proposals
Transform torrents of data into decisive, ethical advantage.
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