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  • IV estimation - panel data 2SLS and LIML model are giving me the same exact results, when i am trying to control for weak instruments.

    When i ran my panel IV estimation, using xtivreg2, I saw my instruments were very weak and thus tried to do a LIML estimation. However the results I am getting are exactly the same as the 2sls.

    xtivreg2 pvexports corruptionindex democracy hipc lgdp lusd lnetoda (lcaid = lchiconstr), fe robust liml
    Warning - singleton groups detected. 2 observation(s) not used.

    FIXED EFFECTS ESTIMATION
    ------------------------
    Number of groups = 37 Obs per group: min = 3
    avg = 9.6
    max = 14

    LIML estimation
    ---------------
    k =1.00000
    lambda =1.00000

    Estimates efficient for homoskedasticity only
    Statistics robust to heteroskedasticity

    Number of obs = 355
    F( 7, 311) = 1.11
    Prob > F = 0.3592
    Total (centered) SS = 963983.0117 Centered R2 = -2.9281
    Total (uncentered) SS = 963983.0117 Uncentered R2 = -2.9281
    Residual SS = 3786656.654 Root MSE = 109.1

    ---------------------------------------------------------------------------------
    | Robust
    pvexports | Coef. Std. Err. z P>|z| [95% Conf. Interval]
    ----------------+----------------------------------------------------------------
    lcaid | -53.34971 27.44603 -1.94 0.052 -107.1429 .4435234
    corruptionindex | -2.051737 1.780379 -1.15 0.249 -5.541217 1.437742
    democracy | 2.406781 12.67784 0.19 0.849 -22.44133 27.2549
    hipc | -28.34563 23.23213 -1.22 0.222 -73.87976 17.18851
    lgdp | 203.1531 131.84 1.54 0.123 -55.24857 461.5548
    lusd | 3.682018 4.623068 0.80 0.426 -5.37903 12.74307
    lnetoda | -7.031162 11.7945 -0.60 0.551 -30.14795 16.08563
    ---------------------------------------------------------------------------------
    Underidentification test (Kleibergen-Paap rk LM statistic): 6.032
    Chi-sq(1) P-val = 0.0140
    ------------------------------------------------------------------------------
    Weak identification test (Cragg-Donald Wald F statistic): 4.261
    (Kleibergen-Paap rk Wald F statistic): 5.184
    Stock-Yogo weak ID test critical values: 10% maximal LIML size 16.38
    15% maximal LIML size 8.96
    20% maximal LIML size 6.66
    25% maximal LIML size 5.53
    Source: Stock-Yogo (2005). Reproduced by permission.
    NB: Critical values are for Cragg-Donald F statistic and i.i.d. errors.
    ------------------------------------------------------------------------------
    Hansen J statistic (overidentification test of all instruments): 0.000
    (equation exactly identified)
    ------------------------------------------------------------------------------
    Instrumented: lcaid
    Included instruments: corruptionindex democracy hipc lgdp lusd lnetoda
    Excluded instruments: lchiconstr
    ------------------------------------------------------------------------------

    .
    xtivreg2 pvexports corruptionindex democracy hipc lgdp lusd lnetoda (lcaid = lchiconstr), fe robust
    Warning - singleton groups detected. 2 observation(s) not used.

    FIXED EFFECTS ESTIMATION
    ------------------------
    Number of groups = 37 Obs per group: min = 3
    avg = 9.6
    max = 14

    IV (2SLS) estimation
    --------------------

    Estimates efficient for homoskedasticity only
    Statistics robust to heteroskedasticity

    Number of obs = 355
    F( 7, 311) = 1.11
    Prob > F = 0.3592
    Total (centered) SS = 963983.0117 Centered R2 = -2.9281
    Total (uncentered) SS = 963983.0117 Uncentered R2 = -2.9281
    Residual SS = 3786656.654 Root MSE = 109.1

    ---------------------------------------------------------------------------------
    | Robust
    pvexports | Coef. Std. Err. z P>|z| [95% Conf. Interval]
    ----------------+----------------------------------------------------------------
    lcaid | -53.34971 27.44603 -1.94 0.052 -107.1429 .4435234
    corruptionindex | -2.051737 1.780379 -1.15 0.249 -5.541217 1.437742
    democracy | 2.406781 12.67784 0.19 0.849 -22.44133 27.2549
    hipc | -28.34563 23.23213 -1.22 0.222 -73.87976 17.18851
    lgdp | 203.1531 131.84 1.54 0.123 -55.24857 461.5548
    lusd | 3.682018 4.623068 0.80 0.426 -5.37903 12.74307
    lnetoda | -7.031162 11.7945 -0.60 0.551 -30.14795 16.08563
    ---------------------------------------------------------------------------------
    Underidentification test (Kleibergen-Paap rk LM statistic): 6.032
    Chi-sq(1) P-val = 0.0140
    ------------------------------------------------------------------------------
    Weak identification test (Cragg-Donald Wald F statistic): 4.261
    (Kleibergen-Paap rk Wald F statistic): 5.184
    Stock-Yogo weak ID test critical values: 10% maximal 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.
    NB: Critical values are for Cragg-Donald F statistic and i.i.d. errors.
    ------------------------------------------------------------------------------
    Hansen J statistic (overidentification test of all instruments): 0.000
    (equation exactly identified)
    ------------------------------------------------------------------------------
    Instrumented: lcaid
    Included instruments: corruptionindex democracy hipc lgdp lusd lnetoda
    Excluded instruments: lchiconstr
    ------------------------------------------------------------------------------

    .
    I don't understand why this is happening

  • #2
    xtivreg2 pvexports corruptionindex democracy hipc lgdp lusd lnetoda (lcaid = lchiconstr), fe robust
    Warning - singleton groups detected. 2 observation(s) not used.

    FIXED EFFECTS ESTIMATION
    ------------------------
    Number of groups = 37 Obs per group: min = 3
    avg = 9.6
    max = 14

    IV (2SLS) estimation
    --------------------

    Estimates efficient for homoskedasticity only
    Statistics robust to heteroskedasticity

    Number of obs = 355
    F( 7, 311) = 1.11
    Prob > F = 0.3592
    Total (centered) SS = 963983.0117 Centered R2 = -2.9281
    Total (uncentered) SS = 963983.0117 Uncentered R2 = -2.9281
    Residual SS = 3786656.654 Root MSE = 109.1

    ---------------------------------------------------------------------------------
    | Robust
    pvexports | Coef. Std. Err. z P>|z| [95% Conf. Interval]
    ----------------+----------------------------------------------------------------
    lcaid | -53.34971 27.44603 -1.94 0.052 -107.1429 .4435234
    corruptionindex | -2.051737 1.780379 -1.15 0.249 -5.541217 1.437742
    democracy | 2.406781 12.67784 0.19 0.849 -22.44133 27.2549
    hipc | -28.34563 23.23213 -1.22 0.222 -73.87976 17.18851
    lgdp | 203.1531 131.84 1.54 0.123 -55.24857 461.5548
    lusd | 3.682018 4.623068 0.80 0.426 -5.37903 12.74307
    lnetoda | -7.031162 11.7945 -0.60 0.551 -30.14795 16.08563
    ---------------------------------------------------------------------------------
    Underidentification test (Kleibergen-Paap rk LM statistic): 6.032
    Chi-sq(1) P-val = 0.0140
    ------------------------------------------------------------------------------
    Weak identification test (Cragg-Donald Wald F statistic): 4.261
    (Kleibergen-Paap rk Wald F statistic): 5.184
    Stock-Yogo weak ID test critical values: 10% maximal 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.
    NB: Critical values are for Cragg-Donald F statistic and i.i.d. errors.
    ------------------------------------------------------------------------------
    Hansen J statistic (overidentification test of all instruments): 0.000
    (equation exactly identified)
    ------------------------------------------------------------------------------
    Instrumented: lcaid
    Included instruments: corruptionindex democracy hipc lgdp lusd lnetoda
    Excluded instruments: lchiconstr
    ------------------------------------------------------------------------------

    .
    xtivreg2 pvexports corruptionindex democracy hipc lgdp lusd lnetoda (lcaid = lchiconstr), fe robust liml
    Warning - singleton groups detected. 2 observation(s) not used.

    FIXED EFFECTS ESTIMATION
    ------------------------
    Number of groups = 37 Obs per group: min = 3
    avg = 9.6
    max = 14

    LIML estimation
    ---------------
    k =1.00000
    lambda =1.00000

    Estimates efficient for homoskedasticity only
    Statistics robust to heteroskedasticity

    Number of obs = 355
    F( 7, 311) = 1.11
    Prob > F = 0.3592
    Total (centered) SS = 963983.0117 Centered R2 = -2.9281
    Total (uncentered) SS = 963983.0117 Uncentered R2 = -2.9281
    Residual SS = 3786656.654 Root MSE = 109.1

    ---------------------------------------------------------------------------------
    | Robust
    pvexports | Coef. Std. Err. z P>|z| [95% Conf. Interval]
    ----------------+----------------------------------------------------------------
    lcaid | -53.34971 27.44603 -1.94 0.052 -107.1429 .4435234
    corruptionindex | -2.051737 1.780379 -1.15 0.249 -5.541217 1.437742
    democracy | 2.406781 12.67784 0.19 0.849 -22.44133 27.2549
    hipc | -28.34563 23.23213 -1.22 0.222 -73.87976 17.18851
    lgdp | 203.1531 131.84 1.54 0.123 -55.24857 461.5548
    lusd | 3.682018 4.623068 0.80 0.426 -5.37903 12.74307
    lnetoda | -7.031162 11.7945 -0.60 0.551 -30.14795 16.08563
    ---------------------------------------------------------------------------------
    Underidentification test (Kleibergen-Paap rk LM statistic): 6.032
    Chi-sq(1) P-val = 0.0140
    ------------------------------------------------------------------------------
    Weak identification test (Cragg-Donald Wald F statistic): 4.261
    (Kleibergen-Paap rk Wald F statistic): 5.184
    Stock-Yogo weak ID test critical values: 10% maximal LIML size 16.38
    15% maximal LIML size 8.96
    20% maximal LIML size 6.66
    25% maximal LIML size 5.53
    Source: Stock-Yogo (2005). Reproduced by permission.
    NB: Critical values are for Cragg-Donald F statistic and i.i.d. errors.
    ------------------------------------------------------------------------------
    Hansen J statistic (overidentification test of all instruments): 0.000
    (equation exactly identified)
    ------------------------------------------------------------------------------
    Instrumented: lcaid
    Included instruments: corruptionindex democracy hipc lgdp lusd lnetoda
    Excluded instruments: lchiconstr
    ------------------------------------------------------------------------------

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