Dr. Asif Jan is Head of Data Science at Roche Diagnostics, based in Pleasanton California, USA. He and his team use machine learning and advanced analytics methods to analyze large healthcare databases to quantify impact of diagnostics tests in enabling right treatment decisions and measure clinical and cost outcomes thereof. The team uses various statistical and machine learning methods to discover and visualize treatment pathways and associated clinical and cost outcome.