Data science draws on tools from the empirical sciences, statistics, reporting, analytics, visualization, business intelligence, expert systems, machine learning, databases, data warehousing, data mining, and big data. What distinguishes data science itself from the tools and techniques is the central goal of deploying effective decision-making models to a production environment.