Bnp Paribas conducted two studies in 2019 to assess the resilience of its loan books to transition risks and physical risks. The Industry Research Department of the Group Risk Department conducted an internal analysis of five-year energy and climate-related risks, physical risks, and transition risks, which were part of the Group's standard analysis of risk factors. This study found that Bnp Paribas' business model was resilient to these risks.