This paper describes two key areas of value that data analytics supported for Janssen: yield optimisation and Tech. Transfer. By focusing on two key business areas the definition of success and scope was clearly understood by all stakeholders from key business leaders to shopfloor operators. Thus, the value of data analytics was apparent. The paper discusses key pitfalls to avoid and identifies two key investments for success