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  • What estimation methods can endogenicity, heteroskedasticity, autocorrelation and fixed effects be solved without using GMM?

    Hello netizens of Stata forum.
    I have a panel of 13 countries and 8 years. I tried with the GMM but the results are not satisfactory because the number of instruments is always higher than the number of groups even if I drastically reduce the number of regressors.
    What are the appropriate estimation methods to simultaneously control endogeneity, heteroscedasticity, autocorrelation and fixed effects in Stata?
    Endogeneity, heteroscedasticity, autocorrelation and fixed effects are the problems in my data.

    Sebastian Kripfganz, Phil Bromiley, Joao Santos Silva, Carlo Lazzaro , Clyde Schechter , Nick Cain, ...

    Thank you
    Last edited by Koffi Yves YA; 11 Apr 2019, 07:08.

  • #2
    You didn't get a quick answer. You'll increase your chances of a helpful answer by following the FAQ on asking questions - provide Stata code in code delimiters, readable Stata output, and sample data using dataex.

    The most likely candidates are xtivreg, xtivreg2, and the extended regression procedures (with dummies for the panel effects).

    Comment


    • #3
      Hello,
      I performed these two regressions that follow with xtivreg and xtivreg2. I notice that the first command that is available in the Stata menu does not take into account instrumental variables even without checking the box that asks you to ignore them.
      Question 1: Are instrumental variables taken into account with the xtivreg command?
      Question 2: What are the validity tests I can still perform on these two estimated models?
      Question 3: Are the very significant nature of the constant term and its volume a handicap for xtivreg models?
      Question 4: In view of these results, are there other suitable methods that I could implement?
      Thanks




      PHP Code:
      xtivreg IDHIx logTFM TIBCP IDEx CIFSPx logAPD CPES VOIX SP (logPIBHlogCONSO), fe vce(robustsmall
      Fixed
      -effects (withinIV regression            Number of obs     =        104
      Group variable
      COUNTRY1                        Number of groups  =         13
      R
      -sq:                                           Obs per group:
           
      within  0.7010                                         min =          8
           between 
      0.5640                                         avg =        8.0
           overall 
      0.5729                                         max =          8
                                                      F
      (  22,     82)   =    311.09
      corr
      (u_iXb)  = -0.6243                        Prob F          =     0.0000
                                    
      (StdErradjusted for 13 clusters in COUNTRY1)
      ------------------------------------------------------------------------------
                   |               
      Robust
             IDHIx 
      |      Coef.   StdErr.      t    P>|t|     [95ConfInterval]
      -------------+----------------------------------------------------------------
           
      logPIBH |   7.888746   3.513366     2.25   0.027     .8995425    14.87795
            logTFM 
      |   .6971156   .4159521     1.68   0.098    -.1303457    1.524577
             TIBCP 
      |    .094436   .0245572     3.85   0.000      .045584     .143288
              IDEx 
      |  -.0625537   .0086585    -7.22   0.000    -.0797782   -.0453291
            CIFSPx 
      |   .3263396   .0844697     3.86   0.000     .1583024    .4943768
            logAPD 
      |   1.128704   .8568108     1.32   0.191    -.5757658    2.833173
              CPES 
      |  -3.607277   .8204238    -4.40   0.000    -5.239361   -1.975193
              VOIX 
      |   4.313346   1.975139     2.18   0.032     .3841652    8.242526
                SP 
      |  -1.192385   1.052773    -1.13   0.261    -3.286687    .9019166
             _cons 
      |  -66.38546   20.41832    -3.25   0.002     -107.004   -25.76691
      -------------+----------------------------------------------------------------
           
      sigma_u |  4.1087018
           sigma_e 
      |  1.7627786
               rho 
      |  .84454368   (fraction of variance due to u_i)
      ------------------------------------------------------------------------------
      Instrumented:   logPIBH

      Instruments
      :    logTFM TIBCP IDEx CIFSPx logAPD CPES VOIX SP logCONSO




      xtivreg2 IDHIx logTFM TIBCP ATMx IDEx CIFSPx logAPD CPES VOIX SP (logPIBHlogCONSO), fe small
      FIXED EFFECTS ESTIMATION
      ------------------------
      Number of groups =        13                    Obs per groupmin =         8
                                                                     avg 
      =       8.0
                                                                     max 
      =         8
      IV 
      (2SLSestimation
      --------------------
      Estimates efficient for homoskedasticity only
      Statistics consistent 
      for homoskedasticity only
                                                            Number of obs 
      =      104
                                                            F
      10,    81) =    28.41
                                                            Prob 
      F      =   0.0000
      Total 
      (centeredSS     =  852.2103746                Centered R2   =   0.7747
      Total 
      (uncenteredSS   =  852.2103746                Uncentered R2 =   0.7747
      Residual SS             
      =  192.0250974                Root MSE      =     1.54
      ------------------------------------------------------------------------------
             
      IDHIx |      Coef.   StdErr.      t    P>|t|     [95ConfInterval]
      -------------+----------------------------------------------------------------
           
      logPIBH |   4.182864   2.122697     1.97   0.052    -.0406373    8.406366
            logTFM 
      |   .3157388   .4966917     0.64   0.527    -.6725219       1.304
             TIBCP 
      |   .0545084   .0225163     2.42   0.018      .009708    .0993088
              ATMx 
      |   .0677325   .0159252     4.25   0.000     .0360462    .0994187
              IDEx 
      |  -.0474127   .0151067    -3.14   0.002    -.0774704   -.0173551
            CIFSPx 
      |   .1853724   .0711998     2.60   0.011     .0437071    .3270377
            logAPD 
      |   .7865625   .6499773     1.21   0.230    -.5066884    2.079813
              CPES 
      |  -1.728317   1.228947    -1.41   0.163    -4.173536    .7169013
              VOIX 
      |   3.000796   1.212118     2.48   0.015     .5890613     5.41253
                SP 
      |  -.4210053   .7849878    -0.54   0.593    -1.982885    1.140874
      ------------------------------------------------------------------------------
      Underidentification test (Anderson canoncorrLM statistic):          59.488
                                                         Chi
      -sq(1P-val =    0.0000
      ------------------------------------------------------------------------------
      Weak identification test (Cragg-Donald Wald F statistic):              152.914
      Stock
      -Yogo weak ID test critical values10maximal IV size             16.38
                                               15
      maximal IV size              8.96
                                               20
      maximal IV size              6.66
                                               25
      maximal IV size              5.53
      Source
      Stock-Yogo (2005).  Reproduced by permission.
      ------------------------------------------------------------------------------
      Sargan statistic (overidentification test of all instruments):           0.000
                                                       
      (equation exactly identified)
      ------------------------------------------------------------------------------
      Instrumented:         logPIBH
      Included instruments
      logTFM TIBCP ATMx IDEx CIFSPx logAPD CPES VOIX SP
      Excluded instruments
      logCONSO
      ------------------------------------------------------------------------------ 
      Last edited by Koffi Yves YA; 13 Apr 2019, 18:56.

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