Regression analysis is a statistical technique for investigating and modelling the relationship between
variables [11]. In fact, the regression analysis is the most widely used statistical technique. The simple
linear regression model used is a model with a single independent variable x that has a relationship with a
response variable y that is a straight line. This simple linear regression model is given by