Personal projects

Interactive mindmap for SA3 general insurance pricing curriculum

Interactive mindmap for CS2 actuarial curriculum with detailed navigation

Interactive mindmap for CS1 actuarial curriculum with detailed navigation

Interactive mindmap for CM2 actuarial curriculum with detailed navigation

Built Dockerized ETL to clean, enrich claim data; imputed missing values, engineered features, loaded into PostgreSQL; automated daily with GitHub Actions.

Developed two-part GLM (frequency & severity), corrected loss ratio issues (initial 431% → targeted 32%), and applied chain-ladder reserving with vet-cost inflation.

Segmented policyholders into four personas (e.g. high-risk smokers vs. young healthy); used PCA for visualization; guides targeting and retention strategy.

Developed a Dash app showing loss ratio development (initial vs. ultimate) by line/region; filters and visuals for actuarial insight.

Built end-to-end chain-ladder model using a clean development triangle; demonstrated LDFs, CDFs, IBNR/reserves with Python visualizations.

Designed crop cover triggered by max 5-day October rainfall; model calibrated on 20 years of ERA5 data; tiered payouts for 1-in-5/10/20 events.

Built on the same open-source base as CS1 Visual Lab, this extension focuses on CS2 topics — including survival models, risk modeling techniques, and simulation - with added actuarial insights and examples.

Based on an open-source project (under CC license), this version includes custom content, and topic-specific enhancements tailored to CS1 actuarial concepts. Additional updates planned.

Led pricing strategy for 10k-policy portfolio using Poisson & Gamma GLMs; used EDA, R, Power BI; placed 7th of 50.

Interactive mindmap for General Insurance principles covering financial management, reserving, pricing, and reinsurance