Experience & Results

Evidence matters more than claims.

Selected outcomes across industrial inspection, forecasting, risk modeling, automation and distribution analytics.

Industrial AI

Multi-camera inspection

Engineered an inspection system coordinating six cameras, 19 AI models and an HMI to evaluate 70 features in under 30 seconds on a rotating object with three-dimensional projections.

Financial Analytics

Forecasting accuracy

Led a six-person team forecasting losses and reserve capital for a $260 billion portfolio. Reduced error from approximately ±80–125% to consistently below 10% within six months.

Automation

Higher-value analytical work

Automated an entire loss-team workflow, freeing four professionals for higher-value analytics and establishing a standard for automated management reporting.

Capital & Risk

Measurable financial impact

Created a loan-level loss framework that provided more than $10 million in available capital and developed an initiative that reduced HELOC exposure by $28 million.

Distribution Analytics

Inventory and revenue

Developed analytical systems associated with a 33% reduction in dock-to-stock time and a $9 million annual sales increase.