GeneralOaxaca-package: Blinder-Oaxaca Decomposition for Generalized Linear Model

In GeneralOaxaca: Blinder-Oaxaca Decomposition for Generalized Linear Model

Description

Perform the Blinder-Oaxaca decomposition for generalized linear model with bootstrapped standard errors. The twofold and threefold decomposition are given, even the generalized linear model output in each group.

Details

The DESCRIPTION file: This package was not yet installed at build time.

Index: This package was not yet installed at build time.

Author(s)

Aurelien Nicosia and Simon Baillargeon-Ladouceur

Maintainer: Aurelien Nicosia <[e-mail]>

References

T. Bauer and M. Sinning. An extension of the Blinder-Oaxaca decomposition to nonlinear models (2008). Advances in Statistical Analysis, Springer-Verlag.

Examples

data("chicago")
formula=ln.real.wage~ age + female + LTHS + some.college + college + advanced.degree
BO_A <- GeneralOaxaca(formula,  family= Gamma, data=chicago, groupInd=chicago$foreign.born,B=100)
BO_A$twofold 

Example output

               value  prop (%)        s.e   z value P(>|z|)       CI_l
char     -0.07411257  51.69476 0.02947185 -2.514690  0.0060 -0.1291995
coeff    -0.06925315  48.30524 0.04758056 -1.455493  0.0728 -0.1596626
diff tot -0.14336572 100.00000 0.04225295 -3.393035  0.0003 -0.2206564
                CI_u
char     -0.01367200
coeff     0.02684977
diff tot -0.05502791

GeneralOaxaca documentation built on May 1, 2019, 11:04 p.m.