在进行面板数据回归并对时间、个体进行双向控制时,两个等价的命令:
xtreg y x1 x2 ... i.year, fe r
与 reg y x1 x2 ... i.ID i.year, vce(cluster ID)
得到的R^2不同且差异较大,应该选用哪一个报告呢?下面两部分为用两个不同命令的示例,可以看到系数相同,但reg的R2与xtreg的within R2有很大差异 reg y x i.ID i.year, vce(cluster ID)
Linear regression Number of obs = 1,660
F(3, 414) = .
Prob > F = .
R-squared = 0.9426
Root MSE = .04819
(Std. Err. adjusted for 415 clusters in ID)
------------------------------------------------------------------------------
| Robust
y | Coef. Std. Err. t P>|t| [95% Conf. Interval]
-------------+----------------------------------------------------------------
x | -.0286474 .005314 -5.39 0.000 -.0390931 -.0182017
xtreg y x i.year, fe r
Fixed-effects (within) regression Number of obs = 1,660
Group variable: ID Number of groups = 415
R-sq: Obs per group:
within = 0.0532 min = 4
between = 0.0631 avg = 4.0
overall = 0.0218 max = 4
——————————————————————————————————————————————————-
F(4,414) = 21.43
corr(u_i, Xb) = -0.2376 Prob > F = 0.0000
(Std. Err. adjusted for 415 clusters in ID)
------------------------------------------------------------------------------
| Robust
y | Coef. Std. Err. t P>|t| [95% Conf. Interval]
-------------+----------------------------------------------------------------
x | -.0286474 .0046016 -6.23 0.000 -.0376927 -.0196021