The document discusses how the biopharma industry has changed and how implementing FAIR principles can help improve research and development productivity. It provides three key points: 1) The biopharma industry has shifted from proprietary internally-driven research to more open collaborations across different organizations as part of a wider ecosystem. Data is now distributed across multiple sources rather than just internal. 2) Implementing FAIR (Findable, Accessible, Interoperable, Reusable) principles enables powerful new AI analytics by allowing data to be more accessible for machine learning and prediction. 3) The Pistoia Alliance supports sharing best practices for organizations to implement FAIR through public-private partnerships from 2019 to 2022.