Question
Part A- We have a dataset that shows nutritional information for 30 different breakfast cereals. Here is computer output for a four-variable relationship between Y
Part A- We have a dataset that shows nutritional information for 30 different breakfast cereals. Here is computer output for a four-variable relationship between
Y = Calories and X1 = Fat, X2 = Protein and X3 = Fiber.
Regression Equation
Calories | = | 85.01 + 18.56 Fat + 7.54 Protein+ 3.51 Fiber |
Model Summary
S | R-sq | R-sq(adj) | R-sq(pred) |
21.4164 | 66.07% | 62.16% | 42.39% |
Coefficients
Term | Coef | SE Coef | T-Value | P-Value | VIF |
Constant | 85.01 | 8.35 | 10.18 | 0.000 | |
Fat | 18.56 | 3.71 | 5.00 | 0.000 | 1.05 |
Protein | 7.54 | 3.05 | 2.47 | 0.020 | 1.36 |
Fiber | 3.51 | 2.46 | 1.42 | 0.166 | 1.35 |
Which x variable has the most influence in this multiple linear relationship? In other words, which of these three x variables is the best for predicting y?
A. X2 = Protein
B. X1 = Fat
C. X3 = Fiber
Part B- Data were collected on the age (in years), mileage (in thousands of miles), and price (in thousands of dollars) of a random sample of used Hyundai Elantras. Output is provided.
The regression equation is Price = 15.2 - 0.0101 Mileage - 1.55 Age
Predictor | Coef | SE Coef | T | P |
Constant | 15.2174 | 0.6112 | 24.90 | 0.000 |
Mileage | -0.01005 | 0.01977 | -0.51 | 0.616 |
Age | -1.5466 | 0.3508 | -4.41 | 0.000 |
S = 1.39445 R-Sq = 89.0% R-Sq(adj) = 88.0%
How many explanatory variables are used in this model?
A. 2
B. 1
C. 4
D. 3
Part C- A dataset shows the number of capital letters that a student can write in 15 seconds using the non-dominant hand (X) versus the same thing for the dominant hand (Y). The data is for 63 students. Here is computer output:
Model Summary
S | R-sq | R-sq(adj) | R-sq(pred) |
5.05128 | 35.69% | 34.64% | 31.49% |
Coefficients
Term | Coef | SE Coef | T-Value | P-Value | VIF |
Constant | 22.69 | 2.08 | 10.92 | 0.000 | |
nondom | 0.876 | 0.151 | 5.82 | 0.000 | 1.00 |
Regression Equation
dom | = | 22.69 + 0.876 nondom |
Using the equation of the line of best fit, predict the number of dominant hand letters a person can write in 15 seconds if they can write 10 letters with the non-dominant hand. This is a point estimate not a confidence interval.
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