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ivcrc: An instrumental-variables estimator for the correlated random-coefficients model

Publication ,  Journal Article
Benson, D; Masten, MA; Torgovitsky, A
Published in: Stata Journal
September 1, 2022

We discuss the ivcrc command, which implements an instrumental-variables (IV) estimator for the linear correlated random-coefficients model. The correlated random-coefficients model is a natural generalization of the standard linear IV model that allows for endogenous, multivalued treatments and unobserved heterogeneity in treatment effects. The estimator implemented by ivcrc uses recent semiparametric identification results that allow for flexible functional forms and permit instruments that may be binary, discrete, or continuous. The ivcrc command also allows for the estimation of varying-coefficient regressions, which are closely related in structure to the proposed IV estimator. We illustrate the use of ivcrc by estimating the returns to education in the National Longitudinal Survey of Young Men.

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Published In

Stata Journal

DOI

EISSN

1536-8734

ISSN

1536-867X

Publication Date

September 1, 2022

Volume

22

Issue

3

Start / End Page

469 / 495

Related Subject Headings

  • Statistics & Probability
  • 4905 Statistics
  • 0104 Statistics
 

Citation

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Benson, D., Masten, M. A., & Torgovitsky, A. (2022). ivcrc: An instrumental-variables estimator for the correlated random-coefficients model. Stata Journal, 22(3), 469–495. https://doi.org/10.1177/1536867X221124449
Benson, D., M. A. Masten, and A. Torgovitsky. “ivcrc: An instrumental-variables estimator for the correlated random-coefficients model.” Stata Journal 22, no. 3 (September 1, 2022): 469–95. https://doi.org/10.1177/1536867X221124449.
Benson D, Masten MA, Torgovitsky A. ivcrc: An instrumental-variables estimator for the correlated random-coefficients model. Stata Journal. 2022 Sep 1;22(3):469–95.
Benson, D., et al. “ivcrc: An instrumental-variables estimator for the correlated random-coefficients model.” Stata Journal, vol. 22, no. 3, Sept. 2022, pp. 469–95. Scopus, doi:10.1177/1536867X221124449.
Benson D, Masten MA, Torgovitsky A. ivcrc: An instrumental-variables estimator for the correlated random-coefficients model. Stata Journal. 2022 Sep 1;22(3):469–495.

Published In

Stata Journal

DOI

EISSN

1536-8734

ISSN

1536-867X

Publication Date

September 1, 2022

Volume

22

Issue

3

Start / End Page

469 / 495

Related Subject Headings

  • Statistics & Probability
  • 4905 Statistics
  • 0104 Statistics