• Build GenAI agentic systems that integrate internal data, tools, knowledge bases, and workflows into a unified decision-support environment.

• Lead the development and productionization of statistical and data science/ML models for natural catastrophe and non-natural catastrophe risk.

• Develop insight engines to support underwriting decisions and portfolio management with data-driven analytics.

• Engineering a unified, scalable financial modeling framework with on-the-fly pricing capabilities.

• Expand the internal TrueRisk modeling platform to support additional perils and geographic regions.

• Improve TrueRisk platform performance through distributed computing, Databricks, and data schema optimization, etc

Architect, develop/implement, and QA/QC of BHSI internal catastrophe modeling platform TrueRisk:

• TrueRisk Wind, Storm Surge & Japan Earthquake Simulation Engines: Research & development of hazard and vulnerability uncertainty & correlation modeling, loss simulation

• TrueRisk Financial Module: Research & development of a unified financial module that can accurately & efficiently model all types of financial terms for multi-peril, occurrence/aggregate terms, complex exposures grouping, etc.

• Scaling up & performance optimization of TrueRisk platform for multi-peril analysis of global exposures coverage through multi-process/thread parallelization, asynchronous framework, and innovative network-based financial modeling approach

• Built unit test system for QA & QC

PhD Dissertation: Uncertainty Quantification and Risk Analysis of Earthquake Soil Structure Interacting System

• Research & development on computation modeling/simulation of nonlinear earthquake soil-structure interacting system.

• Research & development on probabilistic seismic hazard/risk analysis and earthquake ground motion modeling, uncertainty quantification