Concepedia

Estimating treatment effects for discrete outcomes when responses to treatment vary: an application to Norwegian vocational rehabilitation programs

Arild Aakvik, James J. Heckman, Edward Vytlacil

Journal of Econometrics · 2004 · 280 citations · 52 references

Concepts

MedicineRehabilitation MedicineCausal InferenceRehabilitationVocational RehabilitationCausal Effect EstimationOccupational RehabilitationTreatment EffectsTreatment GroupsVocational EvaluationLongitudinal Treatment EffectsRehabilitation Outcome MeasurementTreatment Effects EstimationVocational Rehabilitation Policy

References

52

The central role of the propensity score in observational studies for causal effects

Paul R. Rosenbaum, Donald B. Rubin · Biometrika · 1983 · 31K citations · Full text

Public Health, Biostatistics, Causal Inference +16

Estimating causal effects of treatments in randomized and nonrandomized studies.

Donald B. Rubin · Journal of Educational Psychology · 1974 · 9.5K citations · Full text

Public Health, Behavioral Sciences, Psychology +13

Matching As An Econometric Evaluation Estimator: Evidence from Evaluating a Job Training Programme

James J. Heckman, Hidehiko Ichimura, Petra Todd · The Review of Economic Studies · 1997 · 5.5K citations

Social Sciences, Economics, Econometrics +15

Identification and Estimation of Local Average Treatment Effects

Guido W. Imbens, Joshua D. Angrist · Econometrica · 1994 · 4.1K citations

Social Sciences, Biostatistics, Economics +16

SOME THOUGHTS ON THE DISTRIBUTION OF EARNINGS 1

A. D. Roy · Oxford Economic Papers · 1951 · 3K citations

Social Sciences, Business Economics, Economics +10