Ten salespeople were surveyed and the average number of client contacts per month, x, and the sales volume, y (in thousands), were recorded for each: X 40 42 44 40 41 46 50 48 50 55 Y 50 55 42 45 30 80 90 95 110 130
a) Find the correlation coefficient r.
b) Find the regression equation
c) Construct the scatter plot and graph the regression equation.
SOLUTION:-
(A)
X Values
∑ = 456
Mean = 45.6
∑(X - Mx)2 = SSx = 232.4
Y Values
∑ = 727
Mean = 72.7
∑(Y - My)2 = SSy = 9886.1
X and Y Combined
N = 10
∑(X - Mx)(Y - My) = 1426.8
R Calculation
r = ∑((X - My)(Y - Mx)) / √((SSx)(SSy))
r = 1426.8 / √((232.4)(9886.1)) = 0.9413
r = 0.9413
This is a strong positive correlation, which means that high X variable scores go with high Y variable scores
(B)
Sum of X = 456
Sum of Y = 727
Mean X = 45.6
Mean Y = 72.7
Sum of squares (SSX) = 232.4
Sum of products (SP) = 1426.8
Regression Equation = ŷ = bX + a
b = SP/SSX = 1426.8/232.4 =
6.13941
a = MY - bMX = 72.7 - (6.14*45.6) =
-207.25731
ŷ = 6.13941X - 207.2573
(C)
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