First time posting here.
I am writing research on digitalization in EU28 and its economic effect. After doing a FE model such as this:
Code:
xtreg y x1 x2 i.year, fe vce (robust)
- I read that first-differencing removes panel fixed effects. Does that mean country specific effects are eliminated and I have to only include time dummies as I have done in an example below or should I include country dummies as well?
- Does suppressing constant affects results? I read that in original AB (1991) paper it did not but is there occasion that this is not true?
- Since my data is expressed in growth rates (by first-differencing natural log of my variables), except for inflation, I was thinking whether additional first-differencing that is done by STATA to find instruments is somewhat a problem?
- Lastly, I was wondering whether two step estimator is needed here? I read about Windmeijer bias correction but I am not sure what that is and what are the occasions one shuld use two step estimator? (after I introduce "twostep" I get the following error: variance-covariance matrix of the two-step estimator is not full rank. Two-step estimator is not available. One-step estimator is available and variance-covariance matrix provides correct coverage. ")
I understand that some parts of this is fairly simple for some, yet dynamic panels are absolutely new for me, so any help is highly appreciated. Please let me know if additional information is required.
( I ran estat abond and I reject no autocorrelation of order 1 and cannot reject no autocorrelation of order 2).
Code:
. xtabond lnRGDPPC lnfix_net lncell_sub lnnet_user lnger_ter lngcon lntopen lngcf lninflation
///_Iyear_2002 - _Iyear_2017, vce(robust) noconstant
Arellano-Bond dynamic panel-data estimation Number of obs = 351
Group variable: country1 Number of groups = 27
Time variable: year
Obs per group:
min = 2
avg = 13
max = 15
Number of instruments = 143 Wald chi2(24) = 39057.21
Prob > chi2 = 0.0000
One-step results
(Std. Err. adjusted for clustering on country1)
------------------------------------------------------------------------------
| Robust
lnRGDPPC | Coef. Std. Err. z P>|z| [95% Conf. Interval]
-------------+----------------------------------------------------------------
lnRGDPPC |
L1. | .170156 .094328 1.80 0.071 -.0147236 .3550355
|
lnfix_net | -.0002524 .0046447 -0.05 0.957 -.0093558 .008851
lncell_sub | .0376404 .0271245 1.39 0.165 -.0155227 .0908035
lnnet_user | .0053039 .0086888 0.61 0.542 -.0117259 .0223336
lnger_ter | .0858762 .0409437 2.10 0.036 .005628 .1661243
lngcon | .2420834 .039317 6.16 0.000 .1650236 .3191432
lntopen | .0328535 .0211607 1.55 0.121 -.0086207 .0743276
lngcf | .1425929 .0143577 9.93 0.000 .1144524 .1707335
lninflation | -.0010479 .0006515 -1.61 0.108 -.0023249 .0002291
_Iyear_2002 | 0 (omitted)
_Iyear_2003 | -.0063436 .0048963 -1.30 0.195 -.0159401 .0032529
_Iyear_2004 | .0035061 .0048961 0.72 0.474 -.0060901 .0131023
_Iyear_2005 | .0008608 .0067311 0.13 0.898 -.0123318 .0140535
_Iyear_2006 | .0036587 .0056125 0.65 0.514 -.0073415 .014659
_Iyear_2007 | .0080905 .007153 1.13 0.258 -.0059291 .0221102
_Iyear_2008 | -.01364 .0052185 -2.61 0.009 -.023868 -.003412
_Iyear_2009 | -.034101 .0079815 -4.27 0.000 -.0497445 -.0184575
_Iyear_2010 | .0065017 .0090098 0.72 0.471 -.0111572 .0241607
_Iyear_2011 | -.0003967 .0068669 -0.06 0.954 -.0138556 .0130623
_Iyear_2012 | -.0050726 .0058925 -0.86 0.389 -.0166217 .0064764
_Iyear_2013 | .0012146 .0062783 0.19 0.847 -.0110906 .0135197
_Iyear_2014 | .0025448 .0083946 0.30 0.762 -.0139084 .018998
_Iyear_2015 | .0064822 .0119633 0.54 0.588 -.0169654 .0299298
_Iyear_2016 | .0004811 .0069569 0.07 0.945 -.0131541 .0141163
_Iyear_2017 | .0075268 .0092821 0.81 0.417 -.0106658 .0257194
------------------------------------------------------------------------------
Instruments for differenced equation
GMM-type: L(2/.).lnRGDPPC
Standard: D.lnfix_net D.lncell_sub D.lnnet_user D.lnger_ter D.lngcon
D.lntopen D.lngcf D.lninflation D._Iyear_2002
D._Iyear_2003 D._Iyear_2004 D._Iyear_2005 D._Iyear_2006
D._Iyear_2007 D._Iyear_2008 D._Iyear_2009 D._Iyear_2010
D._Iyear_2011 D._Iyear_2012 D._Iyear_2013 D._Iyear_2014
D._Iyear_2015 D._Iyear_2016 D._Iyear_2017https://blog.stata.com/2015/11/12/xtabond-cheat-sheet/
https://core.ac.uk/download/pdf/6490419.pdf
https://www.stata.com/manuals13/xtxtabond.pdf
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