In: Statistics and Probability
Let x be the average number of employees in a group health insurance plan, and let y be the average administrative cost as a percentage of claims.
x | 3 | 7 | 15 | 31 | 75 |
y | 40 | 35 | 30 | 26 | 17 |
(a) Make a scatter diagram of the data and visualize the line you think best fits the data.
(b) Would you say the correlation is low, moderate, or strong?
positive or negative?
low and positive strong and negative strong and positive low and negative moderate and negative moderate and positive
(c) Use a calculator to verify that Σx = 131,
Σx2 = 6869, Σy = 148,
Σy2 = 4690, and Σxy = 2896. Compute
r. (Round your answer to three decimal places.)
r =
As x increases, does the value of r imply that
y should tend to increase or decrease? Explain.
Given our value of r, y should tend to remain constant as x increases. Given our value of r, y should tend to decrease as x increases. Given our value of r, y should tend to increase as x increases. Given our value of r, we cannot draw any conclusions for the behavior of y as x increases.
a) Scatter plot:
b) Correlation is strong and negative.
c) table:
X | Y | XY | X² | Y² |
3 | 40 | 120 | 9 | 1600 |
7 | 35 | 245 | 49 | 1225 |
15 | 30 | 450 | 225 | 900 |
31 | 26 | 806 | 961 | 676 |
75 | 17 | 1275 | 5625 | 289 |
Sample size, n = | 5 |
Ʃ x = | 131 |
Ʃ y = | 148 |
Ʃ xy = | 2896 |
Ʃ x² = | 6869 |
Ʃ y² = | 4690 |
SSxx = Ʃx² - (Ʃx)²/n = | 3436.8 |
SSyy = Ʃy² - (Ʃy)²/n = | 309.2 |
SSxy = Ʃxy - (Ʃx)(Ʃy)/n = | -981.6 |
Correlation coefficient, r = SSxy/√(SSxx*SSyy) = -0.952
Given our value of r, y should tend to decrease as x increases.