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insurance-analytics

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Production-style regression project for predicting insurance claim amounts using advanced modeling techniques, feature analysis, and business-driven insights.

  • Updated Apr 14, 2026
  • Jupyter Notebook

End-to-end analytics project testing whether Australian macroeconomic indicators (ABS, RBA, APRA) can predict general insurance claim severity 2–4 quarters in advance. Includes lead-lag correlation analysis, OLS/Ridge/Lasso regression, stress-test scenarios, and an interactive Streamlit dashboard.

  • Updated Mar 29, 2026
  • Jupyter Notebook

> Shield Insurance Analytics > A data-driven approach to analyzing revenue trends, customer segmentation, and sales mode performance in the insurance sector. This project provides structured insights to optimize engagement strategies, enhance policy targeting, and improve overall business decision-making.

  • Updated Jul 22, 2025

End-to-end motor insurance analytics project using a two-stage (hurdle) modeling approach to predict claim occurrence and claim severity. Combines business analysis, machine learning, and risk insights to support underwriting, pricing, and claims optimization in General (P&C) Insurance.

  • Updated Dec 22, 2025
  • Jupyter Notebook

An interactive Business Intelligence (BI) dashboard developed in Tableau to visualize insurance claims frequency, regional risk distribution, and policy profitability through dynamic KPI tracking and geospatial mapping.

  • Updated Mar 6, 2026

Insurance Company Analytics is a Power BI and Excel project focused on evaluating customer demographics, total policies, and total claims. Using Excel for data preparation and Power BI for visualization, the project highlights overall company performance and key metrics to support better business decisions.

  • Updated Sep 6, 2025

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