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st: Interpreting coefficients of (logX)^2 variable in pooled OLS regression [SEC=UNOFFICIAL]
From
"DU,Lucy" <[email protected]>
To
"[email protected]" <[email protected]>
Subject
st: Interpreting coefficients of (logX)^2 variable in pooled OLS regression [SEC=UNOFFICIAL]
Date
Sat, 25 May 2013 11:08:09 +1000
Unofficial
Hi All
I've been working on this research question using panel data set and am having difficulties interpreting my stata output.
Dataset: airfare.dta available on http://www.stata.com/texts/eacsap/.
Research question: How certain key variables affect airfares in the U.S. market. In the near future
I ran a pooled OLS regression: regress lfare ldist ldistsq y98 y99 y00
Where:
lfare - log transformed airfare variable ldist - log transformed distance variable ldistsq - (ldist)^2 y98, y99, y00 - year dummy variables
I understand how to interpret coefficients under a log-log transformed model, and coefficients where it's a quadratic model, but when it's a quadratic log transformed variable I'm completely stuck!
My output is as follows:
. regress lfare ldist ldistsq y98 y99 y00
Source | SS df MS Number of obs = 4596
-------------+------------------------------ F( 5, 4590) = 581.09
Model | 339.211826 5 67.8423653 Prob > F = 0.0000
Residual | 535.882547 4590 .11675001 R-squared = 0.3876
-------------+------------------------------ Adj R-squared = 0.3870
Total | 875.094374 4595 .190444913 Root MSE = .34169
------------------------------------------------------------------------------
lfare | Coef. Std. Err. t P>|t| [95% Conf. Interval]
-------------+----------------------------------------------------------
-------------+------
ldist | -.783627 .1298635 -6.03 0.000 -1.038222 -.5290322
ldistsq | .0897726 .0098112 9.15 0.000 .0705379 .1090072
y98 | .024341 .0142555 1.71 0.088 -.0036067 .0522887
y99 | .0350861 .0142555 2.46 0.014 .0071384 .0630338
y00 | .0959191 .0142555 6.73 0.000 .0679714 .1238668
_cons | 6.239633 .4270934 14.61 0.000 5.402325 7.076942
------------------------------------------------------------------------------
Can someone explain how I interpret the coefficients for ldist and ldistsq?
Many thanks!!
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