As Lead Data Scientist for Voltsail® by Oxyml, he managed data architecture and deployment with regulators, broker-dealers, managed funds, and wealth managers. This involved relationships with major financial institutions, including a top 20 US bank, and overseeing compliance and model building for broker-dealers and a British hedge fund. His work resulted in a US utility patent, multiple IP filings, peer-reviewed publications, and research grants. His technical skills include Python, R, SQL, Microsoft Azure, Docker, Git, and machine learning packages like PyTorch, Scikit-Learn, and TensorFlow, plus GDPR compliance expertise. He has delivered invited addresses at institutions including the CFA Institute, Microsoft, and Oxford University, and received research awards from organizations like the American Statistical Association.