In: Statistics and Probability
Let x be the age in years of a licensed automobile driver. Let y be the percentage of all fatal accidents (for a given age) due to speeding. For example, the first data pair indicates that 36% of all fatal accidents of 17-year-olds are due to speeding. x 17 27 37 47 57 67 77 y 36 25 23 12 10 7 5 Complete parts (a) through (e), given Σx = 329, Σy = 118, Σx2 = 18,263, Σy2 = 2768, Σxy = 4126, and r ≈ −0.962. (a) Draw a scatter diagram displaying the data.
(b) 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 | = |
(c) 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 |
(e) 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 | % |
(f) Predict the percentage of all fatal accidents due to speeding
for 25-year-olds. (Round your answer to two decimal places.)
%
a) Scatter diagram of the data is given by,
b)
X | Y | X^2 | Y^2 | XY |
17 | 36 | 289 | 1296 | 612 |
27 | 25 | 729 | 625 | 675 |
37 | 23 | 1369 | 529 | 851 |
47 | 12 | 2209 | 144 | 564 |
57 | 10 | 3249 | 100 | 570 |
67 | 7 | 4489 | 49 | 469 |
77 | 5 | 5929 | 25 | 385 |
329 | 118 | 18263 | 2768 | 4126 |
Σx | = | 329 |
Σy | = | 118 |
Σx2 | = | 18263 |
Σy2 | = | 2768 |
Σxy | = | 4126 |
correlation coefficient,
r = - 0.962
c) the equation of the least-squares line = a + bx.
b = - 0.507
a = 40.686
The least square regression equation is y = 40.686 - 0.507 x
d) The coefficient of determination is given by,
r2 = (-0.962)2 = 0.925
The percentage of the variation in y can be explained by the corresponding variation in x and the least-squares line is 92.5% .
The percentage of the variation in y can be unexplained by the corresponding variation in x and the least-squares line is (100-92.5) = 7.5%
e) The percentage of all fatal accidents due to speeding for 25-year-olds is,
y = 40.686 - 0.507*25 = 28.01%
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