In: Statistics and Probability
A sociologist conducted a study to determine whether there is a linear relationship between family income level (in thousand of dollars) and percent of income donated to charities.
Income level 42 48 50 59 65 72
(in 1000’s of $)
Donating percent 9 10 8 5 6 3
A) Calculate the correlation coefficient
B) Using = 0.05 is there enough evidence to conclude that there is a significant linear correlation between the income level and the donating percent?
C) Find the centroid
D) Find the regression equation.
E) Find the donating percentage for a person whose income level is 45 thousand. (give units to the answer)
Work shown in step by step and please write clearly by hand. Include the formulas. Thanks
a) From the given data
B) Test for correlation coefficient:
H0: There is no significant linear correlation between the income level and the donating percent
H1: There is a significant linear correlation between the income level and the donating percent
i.e.
Thus we conclude that there is a significant linear correlation between the income level and the donating percent
c) Centroid point is mean of X and Y :
d) Regression Equation:
E) Find the donating percentage for a person whose income level is 45 thousand.
i.e. X = 45
Y = -0.2134*45 +18.7835
= 9.181 (in 1000’s of $ )