In: Statistics and Probability
Hill Top Products ran a regression analysis comparing total production and utility costs for the past six months.
SUMMARY OUTPUT |
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Regression Statistics |
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Multiple R |
0.969762217 |
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R Square |
0.940438758 |
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Adjusted R Square |
0.92058501 |
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Standard Error |
360.0073099 |
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Observations |
5 |
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ANOVA |
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df |
SS |
MS |
F |
Significance F |
|
Regression |
1 |
6139184.211 |
6139184.211 |
47.36832487 |
0.006283174 |
Residual |
3 |
388815.7895 |
129605.2632 |
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Total |
4 |
6528000 |
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Coefficients |
Standard Error |
t Stat |
P-value |
||
Intercept |
3056.58 |
454.25 |
6.728812231 |
0.006701298 |
|
X Variable 1 |
1.27 |
0.18 |
6.882465029 |
0.006283174 |
18. To the nearest dollar, what would be the estimated total utility costs if 500 units were produced?
a. |
$ 544 |
b. |
$4,236 |
c. |
$3,692 |
d. |
$3,147 |
19. The regression analysis shows an R square (R2) of .94. Which of the following statements best describes the meaning of R2?
a. |
94 percent of the company's total costs are utility costs. |
b. |
94 percent of the variation in utility costs is NOT explained by the increase or decrease in production. |
c. |
94 percent of the variation in utility costs is explained by the increase or decrease in production. |
d. |
94 percent of the company's total utility costs are fixed utility costs and the remaining 14 percent are variable utility costs. |
A. square decision nodes
B. circle probability nodes
C. branches representing decision alternatives/chance events
D. all of the above
Solution-18:
y^=3056.58+1.27*x1
for x1=500 we get
y^=3056.58+1.27*500
y^= 3691.58
y^=3692
c. |
$3,692 |
Solution-19:
Rsq=0.94
=0.94*100
=94%
94% variation in y is explained by x1
c. |
94 percent of the variation in utility costs is explained by the increase or decrease in production. |
Solution-20
The outcome of decision alternative is not known,and even its probability is not known.
there are several criterion for decisions making under certainty
(1) maximax(optimistic)
(2)maximin(pessimistic)
(3)criterion of realism(Hurwicz)
(4)Equally likely (Laplace)
(5)Minimax regret
Solution-21:
a decision tree is diagram consisting of decision nodes (represented as squares),probability nodes (circles) and decision alternatives(branches)
D. all of the above