This study has been designed to check normality of the data set and to sort out the problems related to normality of data set. Skewness, Kurtosis, Histogram, Stem and Leaf plot, Q-Q plot and Shapiro-Wilk test have been used to check the normality of data sets related to FMCG sector. The study helps the readers to sort out the problems related to the normality of the data sets.