I am new to panel data regression analysis and Stata, so forgive me if my questions are too basic.
Currently i am conducting a research on company profitability with ROA as dependent variable and Liquidity, Log Total Asset, Leverage, and Asset Structure as independent variables. The data has 34 companies across 5 years with 170 total observations.
Code:
sum roa liquidity size leverage assetstructure
Variable | Obs Mean Std. Dev. Min Max
-------------+--------------------------------------------------------
roa | 170 .0177706 .1900833 -1.538 .456
liquidity | 170 1.910747 1.954133 .011 20.167
size | 170 12.81888 .6328861 10.76 14.01
leverage | 170 1.254612 2.414883 -15.817 13.152
assetstruc~e | 170 .6500412 .1825059 .106 .996Code:
xtreg roa liquidity size leverage assetstructure, re xttest0
Code:
hausman fe re
Code:
xtserial roa liquidity size leverage assetstructure
Wooldridge test for autocorrelation in panel data
H0: no first-order autocorrelation
F( 1, 33) = 4.472
Prob > F = 0.0421Code:
xtreg roa liquidity size leverage assetstructure, fe
Fixed-effects (within) regression Number of obs = 170
Group variable: code Number of groups = 34
R-sq: within = 0.2890 Obs per group: min = 5
between = 0.0425 avg = 5.0
overall = 0.0516 max = 5
F(4,132) = 13.41
corr(u_i, Xb) = -0.8918 Prob > F = 0.0000
--------------------------------------------------------------------------------
roa | Coef. Std. Err. t P>|t| [95% Conf. Interval]
---------------+----------------------------------------------------------------
liquidity | .0184212 .007616 2.42 0.017 .003356 .0334865
size | .4378722 .0898747 4.87 0.000 .2600913 .6156532
leverage | .0204201 .0049537 4.12 0.000 .0106212 .030219
assetstructure | .5211536 .1530098 3.41 0.001 .2184851 .8238221
_cons | -5.994851 1.186008 -5.05 0.000 -8.340892 -3.64881
---------------+----------------------------------------------------------------
sigma_u | .32016264
sigma_e | .13284938
rho | .85311272 (fraction of variance due to u_i)
--------------------------------------------------------------------------------
F test that all u_i=0: F(33, 132) = 5.51 Prob > F = 0.0000
. xttest3
Modified Wald test for groupwise heteroskedasticity
in fixed effect regression model
H0: sigma(i)^2 = sigma^2 for all i
chi2 (34) = 77949.85
Prob>chi2 = 0.0000Code:
xtreg roa liquidity size leverage assetstructure, fe cluster(code)
Fixed-effects (within) regression Number of obs = 170
Group variable: code Number of groups = 34
R-sq: within = 0.2890 Obs per group: min = 5
between = 0.0425 avg = 5.0
overall = 0.0516 max = 5
F(4,33) = 2.70
corr(u_i, Xb) = -0.8918 Prob > F = 0.0472
(Std. Err. adjusted for 34 clusters in code)
--------------------------------------------------------------------------------
| Robust
roa | Coef. Std. Err. t P>|t| [95% Conf. Interval]
---------------+----------------------------------------------------------------
liquidity | .0184212 .0091547 2.01 0.052 -.0002042 .0370467
size | .4378722 .1960061 2.23 0.032 .0390949 .8366495
leverage | .0204201 .0066806 3.06 0.004 .0068284 .0340118
assetstructure | .5211536 .3114909 1.67 0.104 -.1125794 1.154887
_cons | -5.994851 2.717433 -2.21 0.034 -11.52351 -.4661927
---------------+----------------------------------------------------------------
sigma_u | .32016264
sigma_e | .13284938
rho | .85311272 (fraction of variance due to u_i)
--------------------------------------------------------------------------------
(code)1. Are my steps correct?
2. Do I need check my data with other tests?
Regards,
Hadi
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