Insurance Data Analyst · Canberra, Australia
Currently a Claims Advisor at Suncorp. Most analysts study insurance from the outside. I understand how claims are lodged, reserves are set, and regulatory frameworks shape every data point in the pipeline.
End-to-end insurance data warehouse built on 1.7M real flood insurance claims and 1M policies from FEMA's NFIP, ingested via REST API. Medallion Architecture pipeline producing loss ratios, claims triangles, and portfolio-level KPIs across five US states.
A six-model machine learning benchmark on 10,000 bank customers — investigating not just which algorithm wins, but how to meaningfully improve recall on a real-world imbalanced dataset using SMOTE, sample weighting, and threshold tuning.
Tweedie regression pipeline estimating Pure Premium across 677k+ motor insurance policies — with reactive Streamlit dashboard, model evaluation, and feature importance analysis.
A RAG-powered decision-support assistant for Australian Workers Compensation queries, built by a practising Claims Advisor at Suncorp Group. Grounds LLM answers in authoritative legislation and policy documents with inline source citations and a 20-question evaluation harness.
Built an analytics pipeline to test whether Australian macro-economic indicators — wage growth, construction cost inflation, and interest rate cycles — can predict general insurance claim severity before the insurer's loss account catches up. End-to-end: ABS + RBA + APRA ingestion, lead-lag correlation analysis, regularised regression, and a four-page Streamlit dashboard with live stress-test scenario controls.
Open to opportunities — Insurance Data Analyst & BI Analyst roles in insurance and financial services