Question

In: Statistics and Probability

Assume you have noted the following prices for books and the number of pages that each...

Assume you have noted the following prices for books and the number of pages that each book contains.

Book

Pages (x)

Price (y)

A

500

$7.00

B

700

7.50

C

750

9.00

D

590

6.50

E

540

7.50

F

650

7.00

G

480

4.50

Required:

a.

Perform an F test and determine if the price and the number of pages of the books are related.

Let a = 0.01.

b.

Perform a t test and determine if the price and the number of pages of the books are related.

Let a = 0.01.

c.

Develop a 90% confidence interval for estimating the average price of books that contain 800

pages.

d.

Develop a 90% confidence interval to estimate the price of a specific book that has 800 pages.

.

Please solve it without excel formula

Solutions

Expert Solution

## Using R software

Pages_x=c(500,700,750,590,540,650,480)
Price_y=c(7.00,7.5,9,6.5,7.5,7,4.5)
## a)
model_aov=aov(Price_y~Pages_x)
summary(model_aov)

# The calculated F test statistic is 6.439 with corresponding p-value 0.052.
# The p-value is greater than 0.01 significance level. Hence, we can conclude
# that the price and the number of pages of the books are not related.

## b)
model_lm=lm(Price_y~Pages_x)
summary(model_lm)

# The calculated F test statistic is 2.538 with corresponding p-value 0.052.
# The p-value is greater than 0.01 significance level. Hence, we can conclude
# that the price and the number of pages of the books are not related.

## c.
predict(model_lm, data.frame(Pages_x=800), level=1-0.10, interval = "confidence")

# 90% confidence interval for estimating the average price of books
# that contain 800 pages is (8.967278, 10.69882).


## d.
predict(model_lm, data.frame(Pages_x=800), level=1-0.10, interval = "prediction")

# 90% confidence interval to estimate the price of a specific book that
# has 800 pages is (8.967278, 11.59459).

# End


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