In: Statistics and Probability
You are the foreman of the Bar-S cattle ranch in Colorado. A neighboring ranch has calves for sale, and you are going to buy some calves to add to the Bar-S herd. How much should a healthy calf weigh? Let x be the age of the calf (in weeks), and let y be the weight of the calf (in kilograms).
x 1 5 11 16 26 36 y 39 47 73 100 150 200
Complete parts (a) through (e), given Σx = 95, Σy = 609, Σx2 = 2375, Σy2 = 81,559, Σx y = 13,777, and r ≈ 0.997.
(b) Verify the given sums Σx, Σy, Σx2, Σy2, Σx y, and the value of the sample correlation coefficient r. (For each answer, enter a number. Round your value for r to three decimal places.)
Σx =
Σy =
Σx2 =
Σy2 =
Σx y =
r =
c) Find x bar, and y bar. Then find the equation of the least-squares line y hat = a + b x. (For each answer, enter a number. Round your answers for x bar and y bar to two decimal places. Round your answers for a and b to three decimal places.)
x bar =
y bar =
y hat = ____ + _______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? (For each answer, enter a number. Round your answer for r2 to three decimal places. Round your answers for the percentages to one decimal place.) r2 =
explained = %
unexplained = %
(f) The calves you want to buy are 16 weeks old. What does the least-squares line predict for a healthy weight (in kg)? (Enter a number. Round your answer to two decimal places.)
___kg
X | Y | X * Y | |||
1 | 39 | 39 | 1 | 1521 | |
5 | 47 | 235 | 25 | 2209 | |
11 | 73 | 803 | 121 | 5329 | |
16 | 100 | 1600 | 256 | 10000 | |
26 | 150 | 3900 | 676 | 22500 | |
36 | 200 | 7200 | 1296 | 40000 | |
Total | 95 | 609 | 13777 | 2375 | 81559 |
r = 0.997
Equation of regression line is
b = 4.748
a =( 609 - ( 4.7478 * 95 ) ) / 6
a = 26.327
Equation of regression line becomes
Coefficient of Determination
Explained variation = 0.994* 100 = 99.4%
Unexplained variation = 1 - 0.994* 100 = 0.6%
When X = 16
= 26.327 +
4.748 X
= 26.327 +
4.748 * 16
= 102.3