In: Statistics and Probability
If I subtract a constant B to all of the numbers, the measures of the center will ___ (go down by B / not change) and the measures of spread will ___ (go down by B / not change). If I divide all of the numbers in a list by a constant A, the measures of the center will ___ (be divided by A / not change) and the measures of spread will ___ (be divided by A / not change). is an example of a _____ ________. Another example is
Answer (Part 1):
If I subtract a constant B to all of the numbers, the measures of the center will go down by B and the measures of spread will not change.
Explanation:
Let the initial mean (measure of center) be and the standard deviation (measure of spread) be . In other words,
and
Now the new Expectation (mean) and Standard Deviation (SD) are:
(Mean of a constant is that number itself)
and
or, (SD of a constant is zero)
Example:
Let the initial set of observations be: 7, 2, 3.
Here, E(X) = = (7+2+3)/3 = 4
and
(Sample SD Formula)
If we subtract 2 (=B) from all the numbers, then the new set of observations are: 5, 0, 1.
Now, E(Y) = (5+0+1)/3 = 2
Note that E(Y) = E(X) - 2 = E(X) - B.
Coming to the SD,
(Sample SD Formula)
We will get similar results for other measures of center and spread.
Now, consider the second part.
Answer (Part 2):
If I divide all of the numbers in a list by a constant A, the measures of the center will be divided by A and the measures of spread will be divided by A.
Explanation:
As earlier, initial mean be and initial standard deviation (SD) be .
i.e., and .
Now the new Expectation (mean) and Standard Deviation (SD) are:
and
Example(continued):
We consider the same example as in the previous part.
We have,
E(X) = 4 and
.
If we divide each number by 5(=A), then the new set of observations are: 1.4, 0.4, 0.6.
Now, E(Z) = (1.4+0.4+0.6)/3 = 0.8
Note that E(Y) = 4/5 = E(X)/A
Coming to the SD,
(Sample SD Formula)
Note that
We will get similar results for other measures of center and spread.