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 | 2 | 11 | 16 | 26 | 36 |
y | 46 | 52 | 79 | 100 | 150 | 200 |
Complete parts (a) through (e), given Σx = 92, Σy = 627, Σx2 = 2354, Σy2 = 83,561, Σxy = 13,719, and r ≈ 0.995.
(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 = | 2 |
Σy = | 3 |
Σx2 = | 4 |
Σy2 = | 5 |
Σxy = | 6 |
r = | 7 |
(c) Find x, and y. Then find the equation of the
least-squares line y hat = 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 | = | |
y hat | = | + x |
(d) Graph the least-squares line. Be sure to plot the point
(x, y) as a point on the line.
(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) The calves you want to buy are 24 weeks old. What does the
least-squares line predict for a healthy weight? (Round your answer
to two decimal places.)
Part a)
part b)
ΣX = 92
ΣY = 627
ΣX * Y = 13719
ΣX2 = 2354
ΣY2 = 83561
r = 0.995
Part c)
X̅ = Σ( Xi / n ) = 92/6 = 15.33
Y̅ = Σ( Yi / n ) = 627/6 = 104.5
Equation of regression line is Ŷ = a + bX
b = 4.352
a =( Σ Y - ( b * Σ X) ) / n
a =( 627 - ( 4.3516 * 92 ) ) / 6
a = 37.776
Equation of regression line becomes Ŷ = 37.776 + 4.352 X
part e)
Coefficient of Determination
= 0.990
Explained variation = 0.99* 100 = 99.0%
Unexplained variation = 1 - 0.99* 100 = 1.0%
part f)
When X = 24
Ŷ = 37.776 + 4.352 X
Ŷ = 37.776 + ( 4.352 * 24 )
Ŷ = 142.22
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