Investing in biopharma has never been for the faint of heart. So headline figures unveiled from a clinical development success report during the BIO CEO & Investor Conference Feb. 17, putting the average likelihood of a drug entering phase I development ultimately achieving approval at 7.9% and the average drug development timeline at 10.5 years, appear largely unsurprising. But the addition of machine learning capabilities to the mix helped identify those factors that have the greatest impact on predictive outcome.