lalonde: Lalonde Dataset

In arm: Data Analysis Using Regression and Multilevel/Hierarchical Models

Lalonde Dataset

Description

Dataset used by Dehejia and Wahba (1999) to evaluate propensity score matching.

Usage

data(lalonde)

Format

A data frame with 445 observations on the following 12 variables.

age

age in years.

educ

years of schooling.

black

indicator variable for blacks.

hisp

indicator variable for Hispanics.

married

indicator variable for martial status.

nodegr

indicator variable for high school diploma.

re74

real earnings in 1974.

re75

real earnings in 1975.

re78

real earnings in 1978.

u74

indicator variable for earnings in 1974 being zero.

u75

indicator variable for earnings in 1975 being zero.

treat

an indicator variable for treatment status.

Details

Two demos are provided which use this dataset. The first, DehejiaWahba, replicates one of the models from Dehejia and Wahba (1999). The second demo, AbadieImbens, replicates the models produced by Abadie and Imbens https://scholar.harvard.edu/imbens/scholar_software/matching-estimators. Many of these models are found to produce good balance for the Lalonde data.

Note

This documentation is adapted from Matching package.

References

Dehejia, Rajeev and Sadek Wahba. 1999.“Causal Effects in Non-Experimental Studies: Re-Evaluating the Evaluation of Training Programs.” Journal of the American Statistical Association 94 (448): 1053-1062.

LaLonde, Robert. 1986. “Evaluating the Econometric Evaluations of Training Programs.” American Economic Review 76:604-620.

See Also

matching, GenMatch balance

Examples

data(lalonde)

arm documentation built on April 1, 2024, 3:01 p.m.