Abstract
The paper reviews four approaches (substitution (SUB), control function (CF), system reduced form (SRF) and artificial instrumental regressor (AIR)) dealing with endogenous regressors in censored response models, and compares them through a simulation. Based on mean-squared-error type criteria, CF and AIR perform better than SUB and SRF; in terms of computation, however, SUB and CF are the easiest, closely followed by SRF. Although CF does well in both accounts, its assumptions are restrictive, and CF provides very different results from the other estimators when a real data set is used. Therefore, although the choice of an estimator among the four should be case-specific, for practitioners, we would recommend SUB.
Original language | English |
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Pages (from-to) | 447-463 |
Number of pages | 17 |
Journal | Pacific Economic Review |
Volume | 15 |
Issue number | 4 |
DOIs | |
Publication status | Published - Oct 2010 |
Externally published | Yes |
ASJC Scopus subject areas
- Economics and Econometrics