Fraud model

Used an SVM on text to predict fraud from claim notes. This allowed us to automate the work of 15 FTEs.

2014-2016Link

Model packet automations

Reversed-engineered pre-packaged GLM software, allowing us to automatically produce modeling packets. This reduced a day-long project to minutes.

2014-2016Link

Dimensionality reduction

Researched and advised analysts in the company on dimension reduction in auto and credit datasets. We looked into PCA, partial least squares, and lasso regressions.

2014-2016Link

Lifetime value model

Built a customer lifetime value model of our commerical policy data.

2014-2016Link

Commercial auto model

Helped refresh our decade-old commercial auto model, combining two previous models.

2014-2016Link

Presentations

I presented research on Shapley values and family errorwise rates that influenced our modeling techniques broadly.

2014-2016Link