Data analysis (DA) is the science of examining raw data with the purpose of drawing conclusions about that information. It refers to qualitative and quantitative techniques and processes used to enhance productivity and business gain. Data analysis is distinguished from data mining by the scope, purpose and focus of the analytics. This is also focuses on inference, the process of deriving a conclusion based solely on what is already known by the researcher.