Appendix Declare the panel data


D-GMM2 model estimation results



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Appendix
Clinical case study CBT for depression in a Puerto, Nhật ký kiến tập, Bankers Như
D-GMM2 model estimation results

xtabond2 ln_pro inno rd cx ln_tech ln_lb ln_k , gmm( ln_tech ln_lb ln_k ln_pci fdi ) twostep
Favoring space over speed. To switch, type or click on mata: mata set matafavor speed, perm.
Warning: Two-step estimated covariance matrix of moments is singular.
Using a generalized inverse to calculate optimal weighting matrix for two-step estimation.
Difference-in-Sargan statistics may be negative.

Dynamic panel-data estimation, two-step system GMM


------------------------------------------------------------------------------
Group variable: ma_thue Number of obs = 11729
Time variable : year Number of groups = 2352
Number of instruments = 62 Obs per group: min = 4
Wald chi2(6) = 516.11 avg = 4.99
Prob > chi2 = 0.000 max = 5
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ln_pro | Coef. Std. Err. z P>|z| [95% Conf. Interval]
-------------+----------------------------------------------------------------
inno | 5.553958 .5738031 9.68 0.000 4.429324 6.678591
rd | 40.51612 4.070062 9.95 0.000 32.53894 48.49329
cx | 4.479633 .6393672 7.01 0.000 3.226496 5.732769
ln_tech | -.9841583 .0655323 -15.02 0.000 -1.112599 -.8557174
ln_lb | 1.169105 .1216734 9.61 0.000 .9306297 1.407581
ln_k | -.3532206 .0464461 -7.60 0.000 -.4442532 -.262188
_cons | -1.428698 .7124249 -2.01 0.045 -2.825025 -.0323713
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Warning: Uncorrected two-step standard errors are unreliable.

Instruments for first differences equation


GMM-type (missing=0, separate instruments for each period unless collapsed)
L(1/.).(ln_tech ln_lb ln_k ln_pci fdi)
Instruments for levels equation
Standard
_cons
GMM-type (missing=0, separate instruments for each period unless collapsed)
D.(ln_tech ln_lb ln_k ln_pci fdi)
------------------------------------------------------------------------------
Arellano-Bond test for AR(1) in first differences: z = -9.25 Pr > z = 0.000
Arellano-Bond test for AR(2) in first differences: z = 1.01 Pr > z = 0.314
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Sargan test of overid. restrictions: chi2(55) =5097.80 Prob > chi2 = 0.000
(Not robust, but not weakened by many instruments.)
Hansen test of overid. restrictions: chi2(55) =1466.72 Prob > chi2 = 0.000
(Robust, but can be weakened by many instruments.)

Difference-in-Hansen tests of exogeneity of instrument subsets:


GMM instruments for levels
Hansen test excluding group: chi2(38) =1281.05 Prob > chi2 = 0.000
Difference (null H = exogenous): chi2(17) = 185.67 Prob > chi2 = 0.000


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