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Nonparametric Estimation of Triangular Simultaneous Equations Models
Abstract
This paper presents a simple two-step nonparametric estimator for a triangular simultaneous equation model. Our approach employs series approximations that exploit the additive structure of the model. The first step comprises the nonparametric estimation of the reduced form and the corresponding residuals. The second step is the estimation of the primary equation via nonparametric regression with the reduced form residuals included as a regressor. We derive consistency and asymptotic normality results for our estimator, including optimal convergence rates. Finally we present an empirical example, based on the relationship between the hourly wage rate and annual hours worked, which illustrates the utility of our approach.
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Citations
Cites
A method of moments interpretation of sequential estimators
Newey, W. K. (1984) · Economics Letters · doi:10.1016/0165-1765(84)90083-1 · Cited by 331
Self-citation
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Blundell, R., Howitt, P., Griffith, R., Aghion, P., & Bloom, N. (2002) · Working Paper Series · doi:10.1920/wp.ifs.2002.0204 · Cited by 2,109
Efficient Estimation of Models with Conditional Moment Restrictions Containing Unknown Functions
Ai, C., & Chen, X. (2003) · Econometrica · doi:10.1111/1468-0262.00470 · Cited by 726
R&D and Productivity: Estimating Endogenous Productivity
Doraszelski, U., & Jaumandreu, J. (2013) · The Review of Economic Studies · doi:10.1093/restud/rdt011 · Cited by 522
Identification and Estimation of Triangular Simultaneous Equations Models Without Additivity
Imbens, G., & Newey, W. (2002) · National Bureau of Economic Research · doi:10.3386/t0285 · Cited by 448
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Blundell, R., & Costa Dias, M. (2009) · Journal of Human Resources · doi:10.1353/jhr.2009.0009 · Cited by 394
Metadata
- Authors
- Newey, W. K., Powell, J. L., & Vella, F.
- Venue
- Econometrica
- Publisher
- The Econometric Society
- Published
- 1999-05
- Volume
- 67
- Issue
- 3
- Pages
- 565-603
- ISSN
- 0012-9682 (ISSN-L)
- 1468-0262
- OpenAlex
- W2053446770
- Cited by
- 493
- References
- 1
- FWCI
- 6.93
- Type
- journal article
- Language
- en
- Open access
- closed
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Contains information from the Semantic Scholar Academic Graph Datasets, made available under the ODC Attribution License (ODC-BY 1.0).
Semantic Scholar’s data is described in: Kinney, R., et al. (2023). The Semantic Scholar Open Data Platform. arXiv:2301.10140.