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Using the models 1-2, answer the following questions 1. What is a confidence interval? In model 1 below, calculate The t-value for the coefficient of

Using the models 1-2, answer the following questions

1. What is a confidence interval? In model 1 below, calculate

  • The t-value for the coefficient of renter.
  • The 95% confidence interval for the coefficient of renter, where the t0.025 ~ 1.96. Is the coefficient statistically significant?

2. Define the R2 statistic.

3. In Model 1 below, we want to test the joint hypothesis that the coefficients on "Mortgage Payer", "Renter" and "Married" are jointly zero. We estimate a restricted model 2. How do we do test for the significance of the null hypothesis? Carry out this test.

Model 1.

Source

SS

Df

MS

Number of obs

2995

F(7, 2987)

198.97

Model

15652624

7

2236089

Prob > F

Residual

33568672

2987

11238.26

R-squared

Total

49221296

2994

16439.98

Root MSE

106.01

Earnings

Coef.

Std. Err.

t

P>t

[95% Conf.

Interval]

Mortgage Payer

14.33137

4.620061

3.1

0.002

5.272548

23.39019

Renter

11.14287

5.838434

Married

9.252644

6.220546

1.49

0.137

-2.94434

21.44963

Pension Scheme Memb.

53.74266

4.625375

11.62

0

44.67342

62.8119

Years of Education

16.93454

0.798126

21.22

0

15.36961

18.49947

Years of Experience

9.021747

0.638824

14.12

0

7.769168

10.27433

Years of Experience2

-0.13793

0.012611

-10.94

0

-0.16266

-0.1132

Constant

-132.538

11.42962

-11.6

0

-154.949

-110.127

Model 2.

Source

SS

df

MS

Number of obs

2995

F( 4, 2990)

334.94

Model

15230438

4

3807610

Prob > F

0

Residual

33990858

2990

11368.18

R-squared

0.3094

Total

49221296

2994

16439.98

Root MSE

106.62

Earnings

Coef.

Std. Err.

t

P>t

[95% Conf.

Interval]

Pension Scheme Memb.

58.09067

4.596827

12.64

0

49.0774

67.10393

Years of Education

17.63035

0.790479

22.3

0

16.08041

19.18029

Years of Experience

10.42731

0.534379

19.51

0

9.379517

11.47509

Years of Experience2

-0.16268

0.011396

-14.28

0

-0.18502

-0.14033

Constant

-139.151

11.18556

-12.44

0

-161.083

-117.219

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