I'm a senior data scientist and consultant at Theta Equity Partners applying customer analytics to valuation projects for corporate clients, private equity, and consulting firms.
I also lead R&D projects on ML-based approaches to customer lifetime value and customer-based corporate valuation, developing both proprietary software used across consulting engagements and open-source tools in collaboration with faculty at Wharton, London Business School, and the University of Maryland. My work involves modeling customer transactions, churn patterns, and unit economics to inform investment and strategic decisions.
Customer Economics
Time-Varying Models of Customer Behavior
Joint with Daniel McCarthy, Peter Fader, and Bruce Hardie · 2026
Current research
Unit economics · Marketing science · 2025
Comparing Models of Cross-Sectional Variation in Consumer Spending
Customer heterogeneity · Bayesian hierarchical modeling · 2024
Old Work
Dynamic Bayesian Learning for Spatiotemporal Mechanistic Models
Published in Journal of Machine Learning Research · 2025
Early-pandemic Covid-19 Forecasting in NYC via Data Fusion
Published in New England Journal of Statistics in Data Science · 2021
A Bayesian Hidden Markov Model Approach to Portfolio Resampling
Portfolio optimization · 2021
libtorch in Colab
Development tool · C++ PyTorch bindings
