The article offers the author's insights on the history and development of chi squared or x 2 distribution and its relation to rhe normal distribution. He discusses the importance of chi squared distribution to the chemometrics for the measurement of one variable. He also stated that understanding multivariate normal distribution, mahalanobis distance, and degrees of freedom plays an important role in the chi squared distrubution.