b_OLS = inv(X'X)*X'y
b = inv(10X'*10X)*10*X'y
= (1/100)*inv(X'X)*10*X'y
= (1/10)*b_OLS
因此,某个变量数值变为其原值的10倍,相应的OLS估计系数会变为原来的1/10.
*--------------------------------------
. sysuse auto,clear
(1978 Automobile Data)
. gen mpg10 = 10*mpg
. reg price wei mpg,noheader
------------------------------------------------------------------------------
price | Coef. Std. Err. t P>|t| [95% Conf. Interval]
-------------+----------------------------------------------------------------
weight | 1.746559 .6413538 2.72 0.008 .467736 3.025382
mpg | -49.51222 86.15604 -0.57 0.567 -221.3025 122.278
_cons | 1946.069 3597.05 0.54 0.590 -5226.245 9118.382
------------------------------------------------------------------------------
. reg price wei mpg10,noheader
------------------------------------------------------------------------------
price | Coef. Std. Err. t P>|t| [95% Conf. Interval]
-------------+----------------------------------------------------------------
weight | 1.746559 .6413538 2.72 0.008 .467736 3.025382
mpg10 | -4.951222 8.615604 -0.57 0.567 -22.13025 12.2278
_cons | 1946.069 3597.05 0.54 0.590 -5226.245 9118.382
------------------------------------------------------------------------------
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