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demand analysis, customer segmentation, churn analysis

Underwriting Beyond Data Enrichment and Machine Learning

We provided the necessary information for the underwriters based on machine learning modeling essentially for, accurate prediction, feature engineering, segmentation of costumers, interpretation, and price elasticity.

Businessmen with Umbrellas_edited_edited
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index insurance, hedging, time series analysis

Index Pricing in Agriculture Insurance

Index price insurances as alternatives to derivatives in the agricultural market can more conveniently be purchased by farmers as a price risk management tool.

time series analysis, insurance premium calculation

Insurance for high-risk commodities

We studied the feasibility of introducing insurance contracts for shrimp in Indonesia. The project is the first of its kind in the world, to use actuarial techniques to provide educational knowledge of shrimp insurance.

Man Driving in Car

customer clustering, credit rating, automated expert advisory 

Automated Advisory Car Insurance

The project has designed an advisory system using AI and machine learning methods to replicate the opinion of the experts in the can insurance department.

price index insurance, hedging

Petroleum Products Price Hedging

We propose a risk analysis for the oil derivatives price risk by introducing an insurance-like over-the-counter contract. 

oil tanks

parametric & nonparametric modeling, catastrophic risk, extreme value theory

Insurance for fish farms

The fish is extremely underinsured. In this project, we design and price insurances for Salmon and Tilapia, in Canada, Norway, Chile, and Brazil. 

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