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Consider the following regression forecasting the price of cars using Horsepower and Cylinders. Regression Analysis: Price versus Horsepower, Cylinders Analysis of Variance Source DF Adj

Consider the following regression forecasting the price of cars using Horsepower and Cylinders.

Regression Analysis: Price versus Horsepower, Cylinders

Analysis of Variance

Source DF Adj SS Adj MS F-Value P-Value
Regression __ _____________ __________ _______ 0.000
Error __ _____________ __________
Total 84 20478525206

Model Summary

S R-sq R-sq(adj) R-sq(pred)
_______ 75.18% 74.57% 69.81%

Coefficients

Term Coef SE Coef T-Value P-Value VIF
Constant -13413 3889 -3.45 0.001
Horsepower 174.1 15.6 11.13 0.000 1.81
Cylinders 742 860 0.86 0.391 ____

Regression Equation

Price = -13413 +174.1Horsepower +742Cylinders

Fits and Diagnostics for Unusual Observations

Obs Price Fit Resid Std Resid
25 37780 60414 -22634 -2.97 R
48 51000 34129 16871 2.21 R
52 73000 74165 -1165 -0.16 X
53 120540 78343 42197 5.87 R X
68 51600 35952 15648 2.00 R

R Large residual X Unusual X

a. Is there evidence that Horsepower is an important variable for forecasting Car Price?

b. Would you want to use the above regression model for forecasting Car Price? Please explain why/not

c. What proportion of variability in Horsepower is explained by Cylinders?

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