INSTRUMENTAL VARIABLE ESTIMATION OF A THRESHOLD MODEL
University of Pittsburgh · University of Wisconsin–Madison
Abstract
Threshold models (sample splitting models) have wide application in economics. Existing estimation methods are confined to regression models, which require that all right-hand-side variables are exogenous. This paper considers a model with endogenous variables but an exogenous threshold variable. We develop a two-stage least squares estimator of the threshold parameter and a generalized method of moments estimator of the slope parameters. We show that these estimators are consistent, and we derive the asymptotic distribution of the estimators. The threshold estimate has the same distribution as for the regression case (Hansen, 2000, Econometrica 68, 575–603), with a different scale. The slope parameter…
Citation impact
- FWCI
- 28.03
- Percentile
- 100%
- References
- 17
Authors
2Topics & keywords
- Mathematics
- Estimator
- Instrumental variable
- Asymptotic distribution
- Econometrics
- Applied mathematics
- Distribution (mathematics)
- Monte Carlo method
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