Plot the data and eyeball a regression line

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Reference no: EM13882137

Table 5.5 gives data on average public teacher pay (annual salary in dollars) and spending on public schools per pupil (dollars) in 1985 for 50 states and the District of Columbia.

TABLE 5.5 AVERAGE SALARY AND PER PUPIL SPENDING (DOLLARS), 1985

 

Observation

Salary

Spending

Observation

Salary

Spending

1

19,583

3346

27

22,795

3366

2

20,263

3114

28

21,570

2920

3

20,325

3554

29

22,080

2980

4

26,800

4642

30

22,250

3731

5

29,470

4669

31

20,940

2853

6

26,610

4888

32

21,800

2533

7

30,678

5710

33

22,934

2729

8

27,170

5536

34

18,443

2305

9

25,853

4168

35

19,538

2642

10

24,500

3547

36

20,460

3124

11

24,274

3159

37

21,419

2752

12

27,170

3621

38

25,160

3429

13

30,168

3782

39

22,482

3947

14

26,525

4247

40

20,969

2509

15

27,360

3982

41

27,224

5440

16

21,690

3568

42

25,892

4042

17

21,974

3155

43

22,644

3402

18

20,816

3059

44

24,640

2829

19

18,095

2967

45

22,341

2297

20

20,939

3285

46

25,610

2932

21

22,644

3914

47

26,015

3705

22

24,624

4517

48

25,788

4123

23

27,186

4349

49

29,132

3608

24

33,990

5020

50

41,480

8349

25

23,382

3594

51

25,845

3766

26

20,627

2821

 

 

 

Source: National Education Association, as reported by Albuquerque Tribune, Nov. 7, 1986.

To ?nd out if there is any relationship between teacher's pay and per pupil expenditure in public schools, the following model was suggested: Payi = β1 + β2 Spendi + ui, where Pay stands for teacher's salary and Spend stands for per pupil expenditure.

a. Plot the data and eyeball a regression line.

b. Suppose on the basis of a you decide to estimate the above regression model. Obtain the estimates of the parameters, their standard errors, r2, RSS, and ESS.

c. Interpret the regression. Does it make economic sense?

d. Establish a 95% con?dence interval for β2 . Would you reject the hy- pothesis that the true slope coef?cient is 3.0?

e. Obtain the mean and individual forecast value of Pay if per pupil spending is $5000. Also establish 95% con?dence intervals for the true mean and individual values of Pay for the given spending ?gure.

f. How would you test the assumption of the normality of the error term? Show the test(s) you use.

Reference no: EM13882137

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