Question

In: Statistics and Probability

1.-Given are five observations for two variables, x and y. xi 1 2 3 4 5...

1.-Given are five observations for two variables, x and y.

xi

1 2 3 4 5

yi

4 7 4 10 15

(d) Develop the estimated regression equation by computing the values of b0 and b1 using b1 =(Σ(xi − x)(yi − y))/Σ(xi − x)2 and b0 =  y − b1x.

(e)Use the estimated regression equation to predict the value of y when x = 2.

2.-Companies in the U.S. car rental market vary greatly in terms of the size of the fleet, the number of locations, and annual revenue. In 2011, Hertz had 320,000 cars in service and annual revenue of approximately $4.2 billion. Suppose the following data show the number of cars in service (1,000s) and the annual revenue ($ millions) for six smaller car rental companies.

Company Cars
(1,000s)
Revenue
($ millions)
Company A 11.5 118
Company B 10.0 135
Company C 9.0 100
Company D 5.5 37
Company E 4.2 42
Company F 3.3 30

(c) Use the least squares method to develop the estimated regression equation that can be used to predict annual revenue (in $ millions) given the number of cars in service (in 1,000s). (Round your numerical values to three decimal places.)

ŷ =_____

(d) For every additional car placed in service, estimate how much annual revenue will change (in dollars). (Round your answer to the nearest integer.)

Annual revenue will increase by $ ___  , for every additional car placed in service.

(e) A particular rental company has 6,000 cars in service. Use the estimated regression equation developed in part (c) to predict annual revenue (in $ millions) for this company. (Round your answer to the nearest integer.)

$ __ million

Solutions

Expert Solution

1)

d) from above bo= 0.5

b1= 2.50

y^ =0.5+2.5x

e)predicted value =0.5+2.5*2 =5.5

2)

c)

d)

Annual revenue will increase by $ 12998 for every additional car placed in service.

e)

predcited value =-17.235+12.998*6 = $ 61 million


Related Solutions

Given are five observations for two variables, x and y. xi 1 2 3 4 5...
Given are five observations for two variables, x and y. xi 1 2 3 4 5 yi 4 7 7 11 15 The estimated regression equation for these data is ŷ = 1 + 2.6x. Compute SSE, SST, and SSR using the following equations (to 1 decimal). SSE SST SSR Compute the coefficient of determination r2 (to 3 decimals). Does this least squares line provide a good fit? Compute the sample correlation coefficient (to 4 decimals).
Given are five observations for two variables, x and y. xi 1 2 3 4 5...
Given are five observations for two variables, x and y. xi 1 2 3 4 5 yi 3 8 6 11 13 Round your answers to two decimal places. a. Using the following equation: Estimate the standard deviation of ŷ* when x = 4. b. Using the following expression: Develop a 95% confidence interval for the expected value of y when x = 4. to c. Using the following equation: Estimate the standard deviation of an individual value of y...
Given are five observations for two variables, x and y. xi 1 2 3 4 5...
Given are five observations for two variables, x and y. xi 1 2 3 4 5 yi 4 7 6 12 14 Round your answers to two decimal places. a. Using the following equation: Estimate the standard deviation of ŷ* when x = 3. b. Using the following expression: Develop a 95% confidence interval for the expected value of y when x = 3. to c. Using the following equation: Estimate the standard deviation of an individual value of y...
Given are five observations for two variables, x and y. xi 1 2 3 4 5...
Given are five observations for two variables, x and y. xi 1 2 3 4 5 yi 4 7 6 12 14 a. Using the following equation: 12.32a.jpg Estimate the standard deviation of ŷ* when x = 3. b. Using the following expression: 12.32b.jpg Develop a 95% confidence interval for the expected value of y when x = 3. c. Using the following equation: 12.32c.jpg Estimate the standard deviation of an individual value of y when x = 3. d....
Given are five observations for two variables, xi yi 1 3 2 8 3 5 4...
Given are five observations for two variables, xi yi 1 3 2 8 3 5 4 11 5 14 Round your answers to two decimal places. a. Estimate the standard deviation of ŷ* when x = 4. 2 b. Develop a 95% confidence interval for the expected value of y when x = 4. c. Estimate the standard deviation of an individual value of y when x = 4. d. Develop a 95% prediction interval for y when x =...
Given are five observations for two variables, x and y. xi 1 4 11 15 20...
Given are five observations for two variables, x and y. xi 1 4 11 15 20 yi 52 57 48 16 10 a. Compute SSE, SST, and SSR. SSE [     ] (to 2 decimals) SST [     ] (to 2 decimals) SSR [     ] (to 2 decimals) b. Compute the coefficient of determination r2. Comment on the goodness of fit. [     ] (to 3 decimals) The least squares line provided an [good,bad] fit; [     ]% of the variability in y has...
Given are five observations for two variables, x and y. x i 1 2 3 4...
Given are five observations for two variables, x and y. x i 1 2 3 4 5 y i 4 8 6 11 14 Round your answers to two decimal places. a. Using the following equation: Estimate the standard deviation of ŷ* when x = 4. b. Using the following expression: Develop a 95% confidence interval for the expected value of y when x = 4. ____to____ c. Using the following equation: Estimate the standard deviation of an individual value...
Given are five observations for two variables, x and y. x i 1 2 3 4...
Given are five observations for two variables, x and y. x i 1 2 3 4 5 y i 4 8 6 11 14 Round your answers to two decimal places. a. Using the following equation: Estimate the standard deviation of ŷ* when x = 3. b. Using the following expression: Develop a 95% confidence interval for the expected value of y when x = 3.   to   c. Using the following equation: Estimate the standard deviation of an individual value...
Given are five observations for two variables, x and y. x i 1 2 3 4...
Given are five observations for two variables, x and y. x i 1 2 3 4 5 y i 4 8 5 11 13 Round your answers to two decimal places. a. Using the following equation: Estimate the standard deviation of ŷ* when x = 4. b. Using the following expression: Develop a 95% confidence interval for the expected value of y when x = 4. to c. Using the following equation: Estimate the standard deviation of an individual value...
Given are five observations for two variables, x and y. x i 1 2 3 4...
Given are five observations for two variables, x and y. x i 1 2 3 4 5 y i 4 7 5 12 13 Round your answers to two decimal places. A) Using the following equation: Estimate the standard deviation of ŷ* when x = 3. B) Using the following expression: Develop a 95% confidence interval for the expected value of y when x = 3. _______to___________ C)   Using the following equation: Estimate the standard deviation of an individual value...
ADVERTISEMENT
ADVERTISEMENT
ADVERTISEMENT