Data scientists are the key personnel in todays world to realize the opportunities of big data and analytics. They bring data to structure it, find compelling patterns in it, and advise executives on the implications for products, processes, and decisions. Despite heavy investments to acquire talented data scientists and take advantage of the analytics boom, many companies have been disappointed in the results. In this circumstances, how does a company can accelerate their business strategy using data science?