In: Statistics and Probability
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.)
_____ %
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