How can data mining be used by pharmaceutical companies, CROs and marketers in lieu of conducting a costly clinical trial?

Relying on techniques and technologies from database management, statistics, and machine learning, specialists in data mining seek to better understand how to process and draw conclusions from vast amounts of information. How can data mining be used by pharmaceutical companies, CROs and marketers in lieu of conducting a costly clinical trial?