Many companies have created customer insights teams to better understand their customers. Despite the good intention, the results often vary hugely. In this keynote, we will discuss the main factors that impact the qualify of your analysis. We will present top analysis you should conduct to help with your new business expansion, or existing customer retention. Following the discussion, we will also discuss how to best balance your outsource vs. insource decision to build up your analytics capability.