Question

In: Statistics and Probability

Suppose you are interested in buying a new Toyota Corolla. You are standing on the sales...

Suppose you are interested in buying a new Toyota Corolla. You are standing on the sales lot looking at a model with different options. The list price is on the vehicle. As a salesperson approaches, you wonder what the dealer invoice price is for this model with its options. The following data are based on a random selection of Toyota Corollas of different models and options. Let y be the dealer invoice (in thousands of dollars) for the given vehicle.

x 12.8 12.9 12.8 13.6 13.4 14.2
y 11.4 11.7 11.5 12.2 12.0 12.8

Verify that Σx = 79.7, Σy = 71.6, Σx2 = 1060.25, Σy2 = 855.78, Σxy = 952.53, and r ≈ 0.991.

Verify that Se ≈ 0.0791, a ≈ -0.291, and b ≈ 0.920

Answer for 1% level of significance to test the claim that ρ > 0 is

t 14.57
critical t 3.75

Find a 95% confidence interval for y when x = 13.4 (thousand dollars). (Use 2 decimal places.)

lower limit   
upper limit

Answer for a 1% level of significance to test the claim that β > 0 is

t 14.57
critical t 3.75

Find a 95% confidence interval for β and interpret its meaning. (Use 2 decimal places.)

lower limit   
upper limit

Solutions

Expert Solution

using excel>data>data analysis>Regression

we have

Simple Linear Regression Analysis
Regression Statistics
Multiple R 0.9907
R Square 0.9815
Adjusted R Square 0.9769
Standard Error 0.0791
Observations 6
ANOVA
df SS MS F Significance F
Regression 1 1.3283 1.3283 212.2117 0.0001
Residual 4 0.0250 0.0063
Total 5 1.3533
Coefficients Standard Error t Stat P-value Lower 95% Upper 95%
Intercept -0.2913 0.8398 -0.3469 0.7462 -2.6229 2.0404
x 0.9203 0.0632 14.5675 0.0001 0.7449 1.0957
Confidence Interval Estimate
Data
X Value 13.4
Confidence Level 95%
Intermediate Calculations
Sample Size 6
Degrees of Freedom 4
t Value 2.776445
XBar, Sample Mean of X 13.28333
Sum of Squared Differences from XBar 1.568333
Standard Error of the Estimate 0.079116
h Statistic 0.175345
Predicted Y (YHat) 12.0407
For Average Y
Interval Half Width 0.0920
Confidence Interval Lower Limit 11.9487
Confidence Interval Upper Limit 12.13268
For Individual Response Y
Interval Half Width 0.2381
Prediction Interval Lower Limit 11.8026
Prediction Interval Upper Limit 12.27884

Answer for 1% level of significance to test the claim that ρ > 0 is

t 17.84
critical t 3.75

Find a 95% confidence interval for y when x = 13.4 (thousand dollars). (Use 2 decimal places.)

lower limit 11.95  
upper limit 12.13

Answer for a 1% level of significance to test the claim that β > 0 is

t 14.57
critical t 3.75

Find a 95% confidence interval for β and interpret its meaning. (Use 2 decimal places.)

lower limit 0.75
upper limit 1.10

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