Hyundai Capital AmericaDirector, Predictive Modeling & Quantitative Analytics
May. 2022Irvine, California, United StatesThis position functions as the head of HCA’s internal quantitative modelling team. The role is responsible for:
• Developing and maintaining HCA’s suite of models that evaluate originations, default risk, portfolio credit loss risk, and residual value risk. • Providing strategic and day-to-day guidance for a team of dedicated PhD statistical modelers
• Interfacing with HCA’s business counterparts to support critical risk management processes, such as ALLL credit loss reserves, consumer origination underwriting, and residual value risk management forecasting
• Proving general thought leadership relating to model methodology, research and usage
• Guidance on latest Machine Learning and Artificial Intelligence Methodologies, and their application to model implementation. Highlights & Accomplishments: • Championed the latest Machine Learning and Artificial Intelligence-driven methodologies and approaches, including the planning and implementation of the related software, platform and programming languages, with a focus on cloud computing. Brought the company up to speed on latest approaches and industry best practice • Drove the redevelopment and optimization of a portfolio credit loss model, in the process upgrading the methodology to better accommodate recent unprecedented market changes due to the COVID pandemic
• Revised the modelling approach for a credit loss originations model used for pricing, implementing an industry up-to-date Machine Learning approach thereby more accurately capturing the effects of loan/lease originations characteristics (reducing loss and increasing loan volume)
• Successfully expanded team by hiring additional headcount with expertise in Machine Learning and Artificial Intelligence, and persuaded company to centralize and combine all modelling capabilities and expertise.