Number of obs | = | 270 | |
Time variable : nam | Number of groups | = | 30 |
Number of instruments = 12 | Obs per group: min | = | 9 |
F(7, 29) = 97.49 | avg | = | 9.00 |
Prob > F = 0.000 | max | = | 9 |
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Coef. | Std. Err. | t | P>|t| | [95% Conf. | Interval] | |
zscore | ||||||
L1. | .7333975 | .0347321 | 21.12 | 0.000 | .6623624 | .8044325 |
mp_i2 | -76.60372 | 24.61569 | -3.11 | 0.004 | -126.9485 | -26.25897 |
lerner | -65.30902 | 15.02245 | -4.35 | 0.000 | -96.03337 | -34.58466 |
inc | -5.213932 | 5.200514 | -1.00 | 0.324 | -15.85018 | 5.422313 |
gro | -9.668521 | 49.61716 | -0.19 | 0.847 | -111.147 | 91.80998 |
inf | 15.73444 | 8.221617 | 1.91 | 0.066 | -1.080651 | 32.54954 |
ins | 141.0092 | 32.26286 | 4.37 | 0.000 | 75.02425 | 206.9942 |
_cons | -49.77074 | 15.38499 | -3.24 | 0.003 | -81.23659 | -18.3049 |
Warning: Uncorrected two-step standard errors are unreliable.
Instruments for first differences equation Standard
D.(inc gro L.zscore ins)
GMM-type (missing=0, separate instruments for each period unless collapsed) L(1/9).mp_i2 collapsed
Instruments for levels equation Standard
inc gro L.zscore ins
_cons
GMM-type (missing=0, separate instruments for each period unless collapsed) D.mp_i2 collapsed
Arellano-Bond test for AR(1) in first differences: z = -3.77 Pr > z = 0.000 Arellano-Bond test for AR(2) in first differences: z = -0.77 Pr > z = 0.439
Sargan test of overid. restrictions: chi2(4) = 9.33 Prob > chi2 = 0.053 (Not robust, but not weakened by many instruments.)
Hansen test of overid. restrictions: chi2(4) = 7.17 Prob > chi2 = 0.127 (Robust, but weakened by many instruments.)
Difference-in-Hansen tests of exogeneity of instrument subsets: iv(inc gro L.zscore ins)
= | 0.00 Prob > | chi2 | = | 0.970 | |
Difference (null H = exogenous): chi2(3) | = | 7.17 Prob > | chi2 | = | 0.067 |
Number of obs | = | 270 | |
Time variable : nam | Number of groups | = | 30 |
Number of instruments = 12 | Obs per group: min | = | 9 |
F(7, 29) = 97.67 | avg | = | 9.00 |
Prob > F = 0.000 | max | = | 9 |
Coef. | Std. Err. | t | P>|t| | [95% Conf. | Interval] | |
zscore | ||||||
L1. | .73317 | .0347937 | 21.07 | 0.000 | .6620088 | .8043311 |
mp_i2ins | -135.118 | 42.39965 | -3.19 | 0.003 | -221.835 | -48.40102 |
lerner | -65.94658 | 15.05404 | -4.38 | 0.000 | -96.73554 | -35.15762 |
inc | -5.516252 | 5.234201 | -1.05 | 0.301 | -16.2214 | 5.188892 |
gro | -6.166287 | 49.2232 | -0.13 | 0.901 | -106.839 | 94.50646 |
inf | 16.51843 | 8.290707 | 1.99 | 0.056 | -.4379726 | 33.47483 |
ins | 151.256 | 33.21879 | 4.55 | 0.000 | 83.31598 | 219.1961 |
_cons | -55.61113 | 15.57785 | -3.57 | 0.001 | -87.47141 | -23.75085 |
Warning: Uncorrected two-step standard errors are unreliable.
Instruments for first differences equation Standard
D.(inc gro L.zscore ins)
GMM-type (missing=0, separate instruments for each period unless collapsed) L(1/9).mp_i2 collapsed
Instruments for levels equation Standard
inc gro L.zscore ins
_cons
GMM-type (missing=0, separate instruments for each period unless collapsed) D.mp_i2 collapsed
Arellano-Bond test for AR(1) in first differences: z = -3.77 Pr > z = 0.000 Arellano-Bond test for AR(2) in first differences: z = -0.78 Pr > z = 0.435
Sargan test of overid. restrictions: chi2(4) = 9.20 Prob > chi2 = 0.056 (Not robust, but not weakened by many instruments.)
Hansen test of overid. restrictions: chi2(4) = 6.80 Prob > chi2 = 0.147 (Robust, but weakened by many instruments.)
Difference-in-Hansen tests of exogeneity of instrument subsets: iv(inc gro L.zscore ins)
= | 0.00 Prob > | chi2 | = | 0.959 | |
Difference (null H = exogenous): chi2(3) | = | 6.80 Prob > | chi2 | = | 0.079 |
= | 382.77 | avg | = | 9.00 | |
Prob > F | = | 0.000 | max | = | 9 |
Coef. | Std. Err. | t | P>|t| | [95% Conf. | Interval] | |
zscore | ||||||
L1. | .7621012 | .0238158 | 32.00 | 0.000 | .7133923 | .81081 |
cr | 10.70238 | 4.706596 | 2.27 | 0.031 | 1.076309 | 20.32845 |
lerner | -53.14439 | 9.131621 | -5.82 | 0.000 | -71.82065 | -34.46813 |
inc | -7.891961 | 5.301853 | -1.49 | 0.147 | -18.73547 | 2.951546 |
gro | 10.46436 | 32.63699 | 0.32 | 0.751 | -56.28579 | 77.2145 |
inf | -4.309509 | 3.95054 | -1.09 | 0.284 | -12.38927 | 3.770253 |
ins | 91.13384 | 18.11534 | 5.03 | 0.000 | 54.0838 | 128.1839 |
_cons | -33.97591 | 9.936312 | -3.42 | 0.002 | -54.29795 | -13.65386 |
Warning: Uncorrected two-step standard errors are unreliable.
Instruments for first differences equation Standard
D.(gro L.zscore ins)
GMM-type (missing=0, separate instruments for each period unless collapsed) L(1/9).(cr inc) collapsed
Instruments for levels equation Standard
gro L.zscore ins
_cons
GMM-type (missing=0, separate instruments for each period unless collapsed) D.(cr inc) collapsed
Arellano-Bond test for AR(1) in first differences: z = -3.64 Pr > z = 0.000 Arellano-Bond test for AR(2) in first differences: z = -1.07 Pr > z = 0.284
Sargan test of overid. restrictions: chi2(13) = 37.31 Prob > chi2 = 0.000 (Not robust, but not weakened by many instruments.)
Hansen test of overid. restrictions: chi2(13) = 17.36 Prob > chi2 = 0.183 (Robust, but weakened by many instruments.)
Difference-in-Hansen tests of exogeneity of instrument subsets:
Hansen test excluding group: | chi2(12) | = | 17.22 | Prob | > | chi2 | = | 0.141 |
Difference (null H = exogenous): | chi2(1) | = | 0.14 | Prob | > | chi2 | = | 0.704 |
Hansen test excluding group: | chi2(11) | = | 17.26 | Prob | > | chi2 | = | 0.100 |
Difference (null H = exogenous): | chi2(2) | = | 0.10 | Prob | > | chi2 | = | 0.951 |
GMM instruments for levels
iv(gro L.zscore ins)
= | 381.88 | avg | = | 9.00 | |
Prob > F | = | 0.000 | max | = | 9 |
Coef. | Std. Err. | t | P>|t| | [95% Conf. | Interval] | |
zscore | ||||||
L1. | .7635814 | .0241742 | 31.59 | 0.000 | .7141396 | .8130233 |
crins | 18.6333 | 8.086253 | 2.30 | 0.029 | 2.095053 | 35.17154 |
lerner | -54.05944 | 9.359242 | -5.78 | 0.000 | -73.20124 | -34.91764 |
inc | -8.096692 | 5.334832 | -1.52 | 0.140 | -19.00765 | 2.814265 |
gro | 13.69072 | 31.84565 | 0.43 | 0.670 | -51.44096 | 78.82239 |
inf | -3.966301 | 3.932434 | -1.01 | 0.322 | -12.00903 | 4.076429 |
ins | 87.87678 | 18.44258 | 4.76 | 0.000 | 50.15746 | 125.5961 |
_cons | -32.13125 | 10.25942 | -3.13 | 0.004 | -53.11411 | -11.14839 |
Warning: Uncorrected two-step standard errors are unreliable.
Instruments for first differences equation Standard
D.(gro L.zscore ins)
GMM-type (missing=0, separate instruments for each period unless collapsed) L(1/9).(cr inc) collapsed
Instruments for levels equation Standard
gro L.zscore ins
_cons
GMM-type (missing=0, separate instruments for each period unless collapsed) D.(cr inc) collapsed
Arellano-Bond test for AR(1) in first differences: z = -3.64 Pr > z = 0.000 Arellano-Bond test for AR(2) in first differences: z = -1.07 Pr > z = 0.285
Sargan test of overid. restrictions: chi2(13) = 37.26 Prob > chi2 = 0.000 (Not robust, but not weakened by many instruments.)
Hansen test of overid. restrictions: chi2(13) = 17.21 Prob > chi2 = 0.190 (Robust, but weakened by many instruments.)
Difference-in-Hansen tests of exogeneity of instrument subsets:
Hansen test excluding group: | chi2(12) | = | 17.08 | Prob | > | chi2 | = | 0.147 |
Difference (null H = exogenous): | chi2(1) | = | 0.14 | Prob | > | chi2 | = | 0.712 |
Hansen test excluding group: | chi2(11) | = | 17.07 | Prob | > | chi2 | = | 0.106 |
Difference (null H = exogenous): | chi2(2) | = | 0.14 | Prob | > | chi2 | = | 0.933 |
GMM instruments for levels
iv(gro L.zscore ins)
= | 134.49 | avg | = | 9.00 | |
Prob > F | = | 0.000 | max | = | 9 |
Coef. | Std. Err. | t | P>|t| | [95% Conf. | Interval] | |
zscore | ||||||
L1. | .7012158 | .030132 | 23.27 | 0.000 | .639589 | .7628426 |
sm | 9.456087 | 4.347666 | 2.17 | 0.038 | .5641112 | 18.34806 |
lerner | -44.88975 | 13.26851 | -3.38 | 0.002 | -72.0269 | -17.7526 |
inc | 103.5786 | 46.8662 | 2.21 | 0.035 | 7.726424 | 199.4307 |
gro | 112.0558 | 49.49434 | 2.26 | 0.031 | 10.82855 | 213.2831 |
inf | -2.606349 | 5.878922 | -0.44 | 0.661 | -14.6301 | 9.417397 |
ins | 130.5677 | 31.0936 | 4.20 | 0.000 | 66.97416 | 194.1613 |
_cons | -65.05838 | 16.73243 | -3.89 | 0.001 | -99.28004 | -30.83672 |
Warning: Uncorrected two-step standard errors are unreliable.
Instruments for first differences equation Standard
D.(gro L.zscore ins)
GMM-type (missing=0, separate instruments for each period unless collapsed) L(1/9).L.lerner collapsed
Instruments for levels equation Standard
gro L.zscore ins
_cons
GMM-type (missing=0, separate instruments for each period unless collapsed) D.L.lerner collapsed
Arellano-Bond test for AR(1) in first differences: z = -6.21 Pr > z = 0.000 Arellano-Bond test for AR(2) in first differences: z = 0.25 Pr > z = 0.803
Sargan test of overid. restrictions: chi2(5) = 16.09 Prob > chi2 = 0.007 (Not robust, but not weakened by many instruments.)
Hansen test of overid. restrictions: chi2(5) = 9.05 Prob > chi2 = 0.107 (Robust, but weakened by many instruments.)
Difference-in-Hansen tests of exogeneity of instrument subsets:
Hansen test excluding group: | chi2(4) | = | 8.89 | Prob | > | chi2 | = | 0.064 |
Difference (null H = exogenous): | chi2(1) | = | 0.16 | Prob | > | chi2 | = | 0.685 |
Hansen test excluding group: | chi2(2) | = | 1.75 | Prob | > | chi2 | = | 0.416 |
Difference (null H = exogenous): | chi2(3) | = | 7.30 | Prob | > | chi2 | = | 0.063 |
GMM instruments for levels
iv(gro L.zscore ins)
= | 134.28 | avg | = | 9.00 | |
Prob > F | = | 0.000 | max | = | 9 |
Coef. | Std. Err. | t | P>|t| | [95% Conf. | Interval] | |
zscore | ||||||
L1. | .7013728 | .0300433 | 23.35 | 0.000 | .6399274 | .7628181 |
smins | 15.99276 | 7.561723 | 2.11 | 0.043 | .5273052 | 31.45822 |
lerner | -44.71353 | 13.3456 | -3.35 | 0.002 | -72.00835 | -17.41871 |
inc | 103.3254 | 46.92003 | 2.20 | 0.036 | 7.363179 | 199.2876 |
gro | 109.486 | 49.1934 | 2.23 | 0.034 | 8.874221 | 210.0978 |
inf | -2.290335 | 5.893855 | -0.39 | 0.700 | -14.34462 | 9.763952 |
ins | 126.3688 | 30.45762 | 4.15 | 0.000 | 64.07601 | 188.6617 |
_cons | -62.52061 | 16.29088 | -3.84 | 0.001 | -95.83921 | -29.20202 |
Warning: Uncorrected two-step standard errors are unreliable.
Instruments for first differences equation Standard
D.(gro L.zscore ins)
GMM-type (missing=0, separate instruments for each period unless collapsed) L(1/9).L.lerner collapsed
Instruments for levels equation Standard
gro L.zscore ins
_cons
GMM-type (missing=0, separate instruments for each period unless collapsed) D.L.lerner collapsed
Arellano-Bond test for AR(1) in first differences: z = -6.29 Pr > z = 0.000 Arellano-Bond test for AR(2) in first differences: z = 0.25 Pr > z = 0.805
Sargan test of overid. restrictions: chi2(5) = 16.20 Prob > chi2 = 0.006 (Not robust, but not weakened by many instruments.)
Hansen test of overid. restrictions: chi2(5) = 9.18 Prob > chi2 = 0.102 (Robust, but weakened by many instruments.)
Difference-in-Hansen tests of exogeneity of instrument subsets:
Hansen test excluding group: | chi2(4) | = | 9.03 | Prob | > | chi2 | = | 0.060 |
Difference (null H = exogenous): | chi2(1) | = | 0.15 | Prob | > | chi2 | = | 0.697 |
Hansen test excluding group: | chi2(2) | = | 1.74 | Prob | > | chi2 | = | 0.419 |
Difference (null H = exogenous): | chi2(3) | = | 7.44 | Prob | > | chi2 | = | 0.059 |
GMM instruments for levels
iv(gro L.zscore ins)