Final year project · Sept 2026 – present
Academic progression of autistic children in Malaysia: a Markov transition matrix approach
Quantitative research with a four-member team. We reviewed 32 academic studies to find research gaps, and we're developing a framework that estimates learning-state transitions, forecasts progression and calculates expected time to mastery.
Markov chains
Transition probability matrices
R
Risk modelling · Jan 2026
Risk modelling of insurance claims
Modelled claim severity on more than 66,000 simulated transactions in R using maximum likelihood estimation and goodness-of-fit tests. Applied GEV and Generalized Pareto distributions to estimate the probability of claims above RM50,000.
R
MLE
Extreme value theory
Independent project · Nov 2026
AI-assisted actuarial modelling and risk analytics
Built and validated models for insurance pricing, claims reserving, bond valuation and financial risk, including GLMs and Chain Ladder, Bornhuetter–Ferguson and Mack reserving. Automated data cleaning, testing and reporting, and checked results against reference calculations.
Python
GLM
Reserving
Claude Code
ASC454 · Actuarial Programming
Actuarial tools in Excel and VBA
Coursework building working spreadsheet tools, including a motor insurance pricing tool, a claims simulation, a retirement planning calculator and Solver-based cash-flow models, with custom VBA functions and UserForms.
Excel
VBA
Pricing