The predictive validity crisis: Pharma’s productivity paradox – Part II
24 October 2025 | By Dr Jack Scannell (CEO of Etheros Pharmaceuticals Corp), Dr Raminderpal Singh (Hitchhikers AI and 20/15 Visioneers)
Part II shows that the predictive validity crisis can be solved by rethinking how the industry chooses models, measures outcomes and integrates systems. Success stories from Vertex, Regeneron and AstraZeneca illustrate how aligning biology, measurement and strategy can reverse decades of declining productivity.
































