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Events

Home Events
economics
5Mar

“Consistent Estimation of Treatment Effects Under Endogenous Heteroskedasticity”by Dr. Haiqing Xu

Monday, 5 March 2018 | 4:30pm - 6pm
KK910
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Economics Seminar

Author:

  • Haiqing Xu
    The University of Texas at Austin

 

The empirical literature on program evaluation limits its scope almost exclusively to models where treatment effects are homogenous for observationally identical individuals. This paper considers a treatment effect model in which treatment effects may be heterogeneous, even among observationally identical individuals. Specifically, extending the classical instrumental-variables (IV) model with an endogenous binary treatment and a binary instrument, we allow the heteroskedasticity of the error disturbance to also depend upon the treatment variable so that treatment has both mean and variance effects on the outcome. In this endogenous heteroskedasticity IV (EHIV) model with heterogeneous individual treatment effects, the standard IV estimator can be inconsistent and lead to incorrect inference. After showing identification of the mean and variance treatment effects in a nonparametric version of the EHIV model, we provide closed-form estimators for the linear EHIV for the mean and variance treatment effects and the individual treatment effects (ITE). Asymptotic properties of the estimators are provided. A Monte Carlo simulation investigates the performance of the proposed approach, and an empirical application regarding the effects of fertility on female labor supply is considered.

  

IMBA Information Session on March 4, 2018

7 Jan 2019

"Decomposing Firm-Product Appeal: How Important is Consumer Taste?" by Prof. Hylke Vandenbussche

Wednesday, 7 March 2018

Other Events

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21Jan
Faculty Level | Event
Insights for Young Leaders in a New Global Era
21 Jan 2021 | 20:00 – 21:00
Online via Facebook and Zoom
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8Jan
Accounting and Law | Seminar
“Multidimensional Information and Rational Inattention” by Ms. Keri P. Hu
Friday, 8 January 2021 | 10:40 a.m. — 12:10 p.m.
online seminar
Ms. Peicong (Keri) Hu
“Consistent Estimation of Treatment Effects Under Endogenous Heteroskedasticity”by Dr. Haiqing Xu
Monday, 5 March 20184:30pm - 6pm
KK910
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