Antoine Rainaud

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