The resilience of Bnp Paribas' loan books to transition risks and physical risks was assessed in two studies conducted in 2019 by the Group Risk Department's Industry Research Department. The study analyzed five-year energy and climate-related risks, physical risks, and transition risks, and found that Bnp Paribas' business model was resilient to these risks.