Working on leveraging AI, ML, and data-driven approaches to providing micro business owners in Southeast Asia with high quality solutions to improve their businesses and livelihoods. Led a data modernization to a fully cloud-based Azure data platform. Tasks include data architecture design management, data storage and API migration, and team management.Lead and organize the creation of data dashboards, analysis, and communication tools for marketing, business incubation, chatbot development, and management strategy.Develop models and forecasts to improve marketing & product performance.

Portfolio Construction, TAA and SAA Modeling

Chile VUL Modeling for Actuarial Modernization

Portfolio Construction and Asset/Liability modelingLead and develop quantitative portfolio construction strategies for a $90B general account portfolio containing a diverse mix of asset classes. Create short and long-term investment strategies that consider product pricing, profitability, risk management, and ALM for insurance, annuities, and pensions.Created and led the first bond portfolio rebalance trade for the company, trading $1.5B of bonds, and creating $60M of value. This was the first process to codify thousands of decision constraints from many stakeholders within R and Power BI and continues to be used for subsequent trades.Create efficient frontiers in R and Power BI to effectively communicate and recommend short and long-term investment decisions (TAA and SAA).Create investment portfolio forecasts for use in risk management, financial projections, and construction using Milliman’s MG-ALFA projection software.Regularly create and give development presentations to the broader actuarial community.

Lead the asset modeling function for the general account.Forecast asset values, capital, and investment income for the enterprise in MG-ALFA and SAS software. Assist in ALM and hedging programs for life, pension, and annuity segments.Serve as a liaison between liability actuaries and asset managers.

Led and worked on a variety of projects related to Hong Kong guaranteed-rate-of-return pension funds under the Mandatory Providant Fund (MPF) and ORSO schemes. Areas include:ValuationEconomic AnalysisRisk ManagementStatutory ReservingForecasting

Worked on the actuarial risk management and modeling team in the Individual Life department. Products included Universal Life, Term, Traditional, and BOLI structures. Projects included:Cash flow testingBoard projectionsPortfolio optimizationQuarterly liability model creation and maintenance in MG-ALFA

Actuarial Intern for the Corporate Investments Team.

Tutor student athletes on an individual basis in their mathematics coursework.

Collected data for PVP submissions, ran statistical analysis, and assisted in the development of new technology.

Prepared food and performed various cleaning assignments at UNI's dining center and managed food preparation amounts during busy periods while learning planning techniques.

Collected soybean samples for lab testing, harvested soybeans, threshed soybean samplesLearned the importance of precise data collection