rating Process). To make inferences beyond the limited data we have collected, we need statistical models which aim to describe the distribution of all possible data that we could have collected. Data can be of different types. The measurement scale of a variable determines the way in which numbers assigned to values of the variable can be interpreted and manipulated. Aspects of the data collection, such as whether data was collected in an experiment with random assignment, or whether the data was observed 