Learn R Programming

sampleSelection (version 1.2-12)

Sample Selection Models

Description

Two-step and maximum likelihood estimation of Heckman-type sample selection models: standard sample selection models (Tobit-2), endogenous switching regression models (Tobit-5), sample selection models with binary dependent outcome variable, interval regression with sample selection (only ML estimation), and endogenous treatment effects models. These methods are described in the three vignettes that are included in this package and in econometric textbooks such as Greene (2011, Econometric Analysis, 7th edition, Pearson).

Copy Link

Version

Install

install.packages('sampleSelection')

Monthly Downloads

5,296

Version

1.2-12

License

GPL (>= 2)

Maintainer

Last Published

December 15th, 2020

Functions in sampleSelection (1.2-12)

RandHIE

RAND Health Insurance Experiment
fitted.selection

Fitted Values of Selection Models
Smoke

Survey Responses on Smoking Behaviour
invMillsRatio

Inverse Mill's Ratio of probit models
Mroz87

U.S. Women's Labor Force Participation
heckit2fit

2-step Heckman (heckit) estimation
linearPredictors

Calculates linear predictors for different models
model.matrix.binaryChoice

Design Matrix of Binary Choice Models
heckitVcov

Heckit Variance Covariance Matrix
model.matrix.selection

Design Matrix of Selection Models
coef.selection

Extract Coefficients from Selection Models
probit

Binary choice models.
predict.selection

Predict method for fitted sample selection models
residuals.selection

Residuals of Selection Models
residuals.probit

Residuals of probit models
nlswork

National Longitudinal Survey of Young Working Women
predict.probit

Predict method for fitted probit models
vcov.selection

Extract Variance Covariance Matrix
summary.probit

Summarizing Probit Estimations
selection

Heckman-style selection and treatment effect models
sampleSelection-internal

Internal sampleSelection Functions
probit-methods

probit-methods
model.frame.selection

Data of Selection Models
selection-methods

selection-methods
model.frame.binaryChoice

Data of Binary Choice Models
summary.selection

Summarizing Selection Estimations
tobit2fit

Fitting Parametric Sample Selection Models