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The President of a Manufacturing Firm Used a Regression Model

Question 35

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The president of a manufacturing firm used a regression model of the form y = α + β1x1 + β2x2 + β3x3 + e to study the relationship between the variables
y = production cost (in dollars)
x1 = machine time to produce one unit of the product (in minutes)
x2 = material and labor costs per unit (in dollars)
x3 = percentage of defective products produced All of seven of the possible models containing combinations of these three variables were fit resulting in the summary table below The president of a manufacturing firm used a regression model of the form  y = α + β<sub>1</sub>x<sub>1</sub> + β<sub>2</sub>x<sub>2</sub> + β<sub>3</sub>x<sub>3</sub> + e to study the relationship between the variables  y = production cost (in dollars)  x<sub>1</sub> = machine time to produce one unit of the product (in minutes)  x<sub>2</sub> = material and labor costs per unit (in dollars)  x<sub>3</sub> = percentage of defective products produced All of seven of the possible models containing combinations of these three variables were fit resulting in the summary table below   ​  a) If n = 20, compute the value of the adjusted R<sup>2</sup> statistic for each of the 7 models.  b) Which of the single variable models is the best? Explain your choice in a few sentences.  c) Let model A be the model with variables x<sub>1</sub>, x<sub>2</sub>, and model B be the model with variables x<sub>1</sub>, x<sub>2</sub>, x<sub>3</sub>. Which of these two models appears to be the better model? Explain your choice in a few sentences.  d) Which of the seven models appears to be the best overall model? Explain your choice in a few sentences.
a) If n = 20, compute the value of the adjusted R2 statistic for each of the 7 models.
b) Which of the single variable models is the best? Explain your choice in a few sentences.
c) Let model A be the model with variables x1, x2, and model B be the model with variables x1, x2, x3. Which of these two models appears to be the better model? Explain your choice in a few sentences.
d) Which of the seven models appears to be the best overall model? Explain your choice in a few sentences.

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