Determine the coefficient of determination


Assignment:

Q1: The owner of Maumee Ford-Mercury wants to study the relationship between the age of a car and its selling price. Listed below is a random sample of 12 used cars sold at the dealership during the last year.

Car

Age (years)

Selling Price ($000)

Car

Age (years)

Selling Price ($000)

1

9

8.1

7

8

7.6

2

7

6.0

8

11

8.0

3

11

3.6

9

10

8.0

4

12

4.0

10

12

6.0

5

8

5.0

11

6

8.6

6

7

10.0

12

6

8.0

Determine the coefficient of correlation.

Determine the coefficient of determination.

Q2: Mr. James McWhinney, president of Daniel-James Financial Services, believes there is a relationship between the number of client contacts and the dollar amount of sales. To document this assertion, Mr. McWhinney gathered the following sample information. The X column indicates the number of client contacts last month, and the Y column shows the value of sales ($ thousands) last month for each client sampled.

Number of

Sales

Number of

Sales

Contacts,

($ thousands),

Contacts,

($ thousands),

X

Y

X

Y

14

24

23

30

12

14

48

90

20

28

50

85

16

30

55

120

46

80

50

110

a. Determine the regression equation.

b. Determine the estimated sales if 40 contacts are made.

Q3: The following sample observations were randomly selected.

X:

5

3

6

3

4

4

6

8

Y:

13

15

7

12

13

11

9

5

a. Determine the standard error of estimate.

b. Suppose a large sample is selected (instead of just eight). About 95 percent of the predictions would be between what two values?

Number of

Sales

Number of

Sales

Contacts,

($ thousands),

Contacts,

($ thousands),

X

Y

X

Y

14

24

23

30

12

14

48

90

20

28

50

85

16

30

55

120

46

80

50

110

a. Determine the .95 confidence interval, in thousands of dollars, for the mean of all sales personnel who make 40 contacts.

b. Determine the .95 prediction interval, in thousands of dollars, for a particular salesperson who makes 40 contacts.

Q4: The Tampa Bay (Florida) Area Chamber of Commerce wanted to know whether the mean weekly salary of nurses was larger than that of school teachers. To investigate, they collected the following information on the amounts earned last week by a sample of school teachers and nurses.

School teachers ($)

845

826

827

875

784

809

802

820

829

830

842

832

Nurses ($)

841

890

821

771

850

859

825

829

 

 

 

 

Is it reasonable to conclude that the mean weekly salary of nurses is higher? Use the .01 significance level. What is the p-value?

Q5: The federal government recently granted funds for a special program designed to reduce crime in high-crime areas. A study of the results of the program in eight high-crime areas of Miami, Florida, yielded the following results.

A

 

Number of Crimes by Area

 

 

B

C D E F

G

H

Before

14

7

4

5

17

12

8

9

After

2

7

3

6

8

13

3

5

Has there been a decrease in the number of crimes since the inauguration of the program?

Use the .01 significance level. Estimate the p-value.

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Basic Statistics: Determine the coefficient of determination
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