In its first period (2010-2015), the Chair Management of Modelling in Assurance, financed by BNP Paribas Cardif, was interested in the use of mathematical models for human decisions processes in insurance companies to enable them to adapt to a changing world. In September 2015, BNP Paribas Cardif has renewed its confidence in the SAF laboratory for a new period of 5 years on Data and Models in Insurance whose work focuses on: MODELS FOR INSURANCE Risk measures and performance indicators for insurance risk management Governance of internal models and attitudes of top management with respect to models Customer behaviour and risk attitudes Proxies, model points and advanced simulation techniques for risk management Sequential testing of actuarial assumptions and updating issues DATA ANALYTICS FOR INSURANCE Governance for data analytics, new business models with big data and analytics Risk-based pricing, predictive analytics, machine learning & deep learning Internet of things, connected ecosystems and new opportunities for insurers Privacy concerns, data anonymization, open data Information and contact : contact@chaire-dami.fr