At AXA Egypt, I built an R script to extract, clean, and format claims data, then construct paid, outstanding, and cumulative triangles. I also developed a dynamic Excel model applying Chain Ladder and loss development factors to estimate IBNR reserves.
In my actuarial projects, I used R to compare claim frequency and severity models for insurance pricing, applying maximum likelihood estimation and goodness-of-fit tests. I also developed models for outstanding claims reserves and for life insurance premiums and cash flows.
I’ve built financial models for forecasting and stock valuation, and analyzed option strategies using binomial and Black-Scholes pricing. I also competed in the Beltone Data & AI Hackathon with a model predicting gold price changes in Egypt, and placed second in the AUC Actuarial Competition with a dog health insurance pricing and valuation model.

