Integrative Cases

Six end-to-end industry simulations that string the techniques together. Each one walks from raw data through a model to a deployable scoring tool and an executive-ready presentation — the way the work actually happens in industry.

"Prove you can do this."

The seven topic pages teach techniques in isolation. These six cases ask you to integrate them. Each is a fictional but realistic company facing a real decision — fraud, maintenance, demand planning, recommendations, segmentation, optimization. Each case kit includes the dataset, the analytical notebook, an Excel scoring tool you'd hand to operations, a student worksheet, and one or more sample executive presentations.

How to use these

Pick the case closest to your group project's domain. Work through the notebook, fill in the worksheet, then re-create the executive deck in your own words. Whether you use Python, SAS, or Excel for the modeling is up to you — the deliverable is the decision, not the tool.

The six cases

CASE 1
ShieldScore
Auto-insurance fraud detection
Classification · Deployment
CASE 2
SkyBridge
Aircraft engine predictive maintenance
Regression · Deployment
CASE 3
FleetPulse
Industrial demand planning
Time Series · Deployment
CASE 4
UrbanBites
Restaurant recommender systems
Content-based + Collaborative
CASE 5
Nike
Sportswear customer segmentation
Clustering · Deployment
CASE 6
Flexport
Supply-chain optimization
Optimization · Advanced

Optional reference: how models reach production

What happens after you've trained a model and want to put it to work — and the human skills you'll need around it.