Effects of Linear Transformations on Mean, Median, sd, and Variance
Assume that Y is a linear
transformation of X. Then,
Y = bX + A
What is the relationship between the mean, median, standard
deviation, and variance of X and the mean, median, standard
deviation, and variance of Y?
Mean of Y = b(mean of X) +A
Median of Y = b(median of X) + A
sd of Y = b(sd of X)
Variance of Y = b² (variance of X)
For example, let b = 2 and A = 3
X Y
1 5
2 7
3 9
X Y
Mean 2 (2)(2)+3 = 7
Median 2 (2)(2)+3 = 7
sd 1 (2)(1) = 2
variance 1 (2²)(1) =4