Question

In: Statistics and Probability

x 37 47 57 67 77 87 y 5 8 10 14 31 45 Complete parts,...

x 37 47 57 67 77 87
y 5 8 10 14 31 45

Complete parts, given Σx = 372, Σy = 113, Σx2 = 24814, Σy2 = 3371, Σxy = 8371, and r ≈ 0.926.

a) Verify the given sums Σx, Σy, Σx2, Σy2, Σxy, and the value of the sample correlation coefficient r. (Round your value for r to three decimal places.)

Σx =
Σy =
Σx2 =
Σy2 =
Σxy =
r =


b) Find x, and y. Then find the equation of the least-squares line  = a + bx. (Round your answers for x and y to two decimal places. Round your answers for a and b to three decimal places.)

x =
y =
= ____ + ____ x

c) Find the value of the coefficient of determination r2. What percentage of the variation in y can be explained by the corresponding variation in x and the least-squares line? What percentage is unexplained? (Round your answer for r2 to three decimal places. Round your answers for the percentages to one decimal place.)

r2 = ___
explained     ___%
unexplained     ___%


d) Predict the percentage of all fatal accidents due to failing to yield the right of way for 70-year-olds. (Round your answer to two decimal places.)
_____ %

Solutions

Expert Solution

Part a)

X Y X * Y X2 Y2
37 5 185 1369 25
47 8 376 2209 64
57 10 570 3249 100
67 14 938 4489 196
77 31 2387 5929 961
87 45 3915 7569 2025
Total 372 113 8371 24814 3371



r = 0.926

Part b)

X̅ = Σ( Xi / n ) = 372/6 = 62
Y̅ = Σ( Yi / n ) = 113/6 = 18.83


Equation of regression line is Ŷ = a + bX

b = ( 6 * 8371 - 372 * 113 ) / ( 6 * 24814 - ( 372 )2)
b = 0.78
a =( Σ Y - ( b * Σ X) ) / n
a =( 113 - ( 0.78 * 372 ) ) / 6
a = -29.527
Equation of regression line becomes Ŷ = -29.5267 + 0.78 X

Part c)

Coefficient of Determination
R2 = r2 = 0.857
Explained variation = 0.857* 100 = 85.7%
Unexplained variation = 1 - 0.857* 100 = 14.3%

Part d)

When X = 70
Ŷ = -29.527 + 0.78 X
Ŷ = -29.527 + ( 0.78 * 70 )
Ŷ = 25.07


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