Bnp Paribas conducted two studies in 2019 to evaluate the resilience of its loan books to transition risks and physical risks. The Industry Research Department conducted an internal analysis of five-year energy and climate-related risks, physical risks, and transition risks as part of the Group Risk Department's analysis of risk factors on economic sectors.