Table 1 reports the estimates of the effects of personal characteristics on a monthly wage. The variable birth order measures order of birth, i.e. 1st child, 2nd child etc. The total variation in monthly wage is 138787905. Use this table to answer the following questions: a) In column 6, are the effects of being black, living in the south, and living in metropolitan jointly important variables in determining monthly wage? (Hint: You can use R² to test this hypothesis). b) In column 5, are the effects of being black and living in the south jointly important variables in determining monthly wage? (Hint You can use R2 to test this hypothesis). c) Do explanatory (independent) variables in column 6 jointly explain monthly wages? (Hint: You can compute RSS from the unrestricted model using R2 and TSS from part e)

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Table 1 reports the estimates of the effects of personal characteristics on a monthly wage. The variable birth order measures order of
birth, i.e. 1st child, 2nd child etc. The total variation in monthly wage is 138787905. Use this table to answer the following questions:
a) In column 6, are the effects of being black, living in the south, and living in metropolitan jointly important variables in
determining monthly wage? (Hint: You can use R² to test this hypothesis).
b) In column 5, are the effects of being black and living in the south jointly important variables in determining monthly wage? (Hint
You can use R² to test this hypothesis).
c) Do explanatory (independent) variables in column 6 jointly explain monthly wages? (Hint: You can compute RSS from the
unrestricted model using R2 and TSS from part e.)
Transcribed Image Text:Table 1 reports the estimates of the effects of personal characteristics on a monthly wage. The variable birth order measures order of birth, i.e. 1st child, 2nd child etc. The total variation in monthly wage is 138787905. Use this table to answer the following questions: a) In column 6, are the effects of being black, living in the south, and living in metropolitan jointly important variables in determining monthly wage? (Hint: You can use R² to test this hypothesis). b) In column 5, are the effects of being black and living in the south jointly important variables in determining monthly wage? (Hint You can use R² to test this hypothesis). c) Do explanatory (independent) variables in column 6 jointly explain monthly wages? (Hint: You can compute RSS from the unrestricted model using R2 and TSS from part e.)
Table 1. Regression results of the effects of personal characteristics on monthly earnings
(1)
(2)
(3)
(4)
(5)
(6)
monthly earnings monthly earnings monthly earnings monthly earnings monthly earnings monthly earnings
Coeff./Std. err.
15.60**
Coeff./Std. err.
Coeff./Std. err.
Coeff./Std. err.
Coeff./Std. err.
Coeff./Std. err.
16.80***
(3.89)
62.81***
(7.75)
years of work
experience
14.86***
13.22***
12.54***
16.26**
(3.79)
59.64***
(7.54)
-4.13"
(3.25)
74.89***
(6.30)
(3.41)
70.91***
(6.78)
(3.88)
62.37**
(3.38)
years of education
72.08**
(6.72)
(7.70)
average weekly hours
-1.73
-1.32
-1.60
-3.58
-3.85
(1.79)
7.00**
(2.00)
(2.00)
(1.70)
8.13**
(2.50)
(1.80)
7.56**
(1.95)
years with current
employer
3.98
3.31
4.15
(2.59)
(2.57)
(2.91)
(2.91)
(2.84)
birth order
-12.62
-11.59
-15.55
-15.08
-18.84
(10.01)
(9.92)
(11.73)
(11.78)
(11.52)
number of siblings
-8.15
-8.33
-0.81
2.79
5.65
(7.03)
(7.83)
179.80***
(46.13)
12.62**
(4.81)
-163.81**
(6.97)
180.88***
(43.69)
(7.77)
179.09***
(47.40)
(8.00)
173.90***
(47.22)
=1 if married
father's education
17.58***
14.93**
in years
(4.90)
-123.12*
(54.63)
-55.12
(4.85)
=1 if black
(53.83)
=1 if live in south
-33.42
(31.12)
(30.63)
179.56***
=1 if live in
Metropolitan area
(31.19)
Constant
-205.47
-84.83
-242.33
-237.75
-160.03
-223.27
(127.51)
(142.52)
(146.21)
(164.27)
(165.38)
(161.91)
R-squared
N. of cases
0.1468
0.1529
0.1698
0.1828
0.1944
0.2325
935.0000
852.0000
852.0000
680.0000
680.0000
680.0000
Transcribed Image Text:Table 1. Regression results of the effects of personal characteristics on monthly earnings (1) (2) (3) (4) (5) (6) monthly earnings monthly earnings monthly earnings monthly earnings monthly earnings monthly earnings Coeff./Std. err. 15.60** Coeff./Std. err. Coeff./Std. err. Coeff./Std. err. Coeff./Std. err. Coeff./Std. err. 16.80*** (3.89) 62.81*** (7.75) years of work experience 14.86*** 13.22*** 12.54*** 16.26** (3.79) 59.64*** (7.54) -4.13" (3.25) 74.89*** (6.30) (3.41) 70.91*** (6.78) (3.88) 62.37** (3.38) years of education 72.08** (6.72) (7.70) average weekly hours -1.73 -1.32 -1.60 -3.58 -3.85 (1.79) 7.00** (2.00) (2.00) (1.70) 8.13** (2.50) (1.80) 7.56** (1.95) years with current employer 3.98 3.31 4.15 (2.59) (2.57) (2.91) (2.91) (2.84) birth order -12.62 -11.59 -15.55 -15.08 -18.84 (10.01) (9.92) (11.73) (11.78) (11.52) number of siblings -8.15 -8.33 -0.81 2.79 5.65 (7.03) (7.83) 179.80*** (46.13) 12.62** (4.81) -163.81** (6.97) 180.88*** (43.69) (7.77) 179.09*** (47.40) (8.00) 173.90*** (47.22) =1 if married father's education 17.58*** 14.93** in years (4.90) -123.12* (54.63) -55.12 (4.85) =1 if black (53.83) =1 if live in south -33.42 (31.12) (30.63) 179.56*** =1 if live in Metropolitan area (31.19) Constant -205.47 -84.83 -242.33 -237.75 -160.03 -223.27 (127.51) (142.52) (146.21) (164.27) (165.38) (161.91) R-squared N. of cases 0.1468 0.1529 0.1698 0.1828 0.1944 0.2325 935.0000 852.0000 852.0000 680.0000 680.0000 680.0000
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