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Causal Random Forests Model Using Instrumental Variable Quantile Regression.

Authors :
Chen, Jau-er
Hsiang, Chen-Wei
Source :
Econometrics (2225-1146); Dec2019, Vol. 7 Issue 4, p49-49, 1p
Publication Year :
2019

Abstract

We propose an econometric procedure based mainly on the generalized random forests method. Not only does this process estimate the quantile treatment effect nonparametrically, but our procedure yields a measure of variable importance in terms of heterogeneity among control variables. We also apply the proposed procedure to reinvestigate the distributional effect of 401(k) participation on net financial assets, and the quantile earnings effect of participating in a job training program. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
22251146
Volume :
7
Issue :
4
Database :
Complementary Index
Journal :
Econometrics (2225-1146)
Publication Type :
Academic Journal
Accession number :
140941995
Full Text :
https://doi.org/10.3390/econometrics7040049