Antoine Rainaud
Analytics Consultant
Paris, FR
Antoine Rainaud is consultant in the Analytics team in Milliman’s Paris office.
Experience
Wildfire detection, impact assessment on houses, and emissions monitoring:
- Use of satellite imagery to detect an active fire
- Detection of fire footprint with computer vision
- Computation of Normalized Burn Ratio to assess fire severity
- Use of Geo Analytics to estimate wildfire impact on houses
- Dynamic mapping of wildfire emissions
Pricing:
- Key pricing coefficient modeling for agriculture insurance:
- Database creation with Open Data and internal data
- Time series analysis
- Spatiotemporal Machine Learning modeling
Strategy:
- Drafting of a target operating model of a “climate hub” for a large French insurer:
- Benchmark of market best practice
- Definition “climate hub's" key components (data, partners, IT, expertise…)
Climate risk analysis:
- Use of Geo Analytics to map area with flood risk and estimate portfolio exposure to flood
- Use of spatiotemporal Machine Learning to assess drought risk
Education
- Ecole nationale des Sciences geograhiques - Diplome d'ingenieur, Geomatique
Publications
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