Today many data science projects fail to gain business adaptation. It is commonly reported that over 80% of all data science projects still fail to deliver business impact. Why does that happen? It actually has to do with the approach with which the data science projects are taken up. In this talk we discuss these approaches and may try to choose the best approach for us.