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Health Economics, ISSN 1057-9230, 11/2018, Volume 27, Issue 11, pp. 1868 - 1873
In this paper, we consider a switching regression model with count data outcomes, where the possible outcome differs across two alternate states and... 
treatment effects | doctor visits | lognormal | count data | public insurance | HEALTH CARE SCIENCES & SERVICES | HEALTH POLICY & SERVICES | ECONOMICS | Health economics | Medical treatment | Insurance | Estimators | Clinical outcomes | Averages
Journal Article
Proceedings of the National Academy of Sciences of the United States of America, ISSN 0027-8424, 7/2016, Volume 113, Issue 27, pp. 7383 - 7390
Journal Article
Journal of Econometrics, ISSN 0304-4076, 10/2019, Volume 212, Issue 2, pp. 522 - 555
This paper considers identification and inference about the sign of the average effect of a binary endogenous regressor (or treatment) on a binary outcome of... 
Gatekeeping | Uniform validity | Union of moment inequalities | Bootstrap | Average treatment effect | Instrumental variables | Multiple testing | Endogeneity | Familywise error rate | EQUATIONS | TREATMENT EFFECT BOUNDS | MONOTONICITY | IDENTIFICATION | MATHEMATICS, INTERDISCIPLINARY APPLICATIONS | SOCIAL SCIENCES, MATHEMATICAL METHODS | ECONOMICS
Journal Article
Health Services Research, ISSN 0017-9124, 12/2019, Volume 54, Issue 6, pp. 1273 - 1282
Journal Article
10/2018, ISBN 9811320160, 109
eBook
Journal of Business & Economic Statistics, ISSN 0735-0015, 07/2013, Volume 31, Issue 3, pp. 346 - 357
This article develops estimators for unconditional quantile treatment effects when the treatment selection is endogenous. We use an instrumental variable (IV)... 
Local average treatment effect (LATE) | Instrumental variables | Nonparametric regression | UNITED-STATES | PROPENSITY SCORE | STATISTICS & PROBABILITY | INSTRUMENTAL VARIABLE ESTIMATION | WAGE STRUCTURE | IDENTIFICATION | INFERENCE | LEAST-SQUARES | NONSEPARABLE MODELS | FERTILITY | SOCIAL SCIENCES, MATHEMATICAL METHODS | ECONOMICS
Journal Article
Computational Statistics and Data Analysis, ISSN 0167-9473, 06/2019, Volume 134, pp. 17 - 35
Randomized experiment is an important tool for studying the Average Treatment Effect (ATE). This paper considers the regression adjustment estimation of the... 
Causal inference | High-dimensional data | Randomized experiments | Average Treatment Effect | Elastic-net | Rubin causal model | COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS | SHRINKAGE | MODEL SELECTION | STATISTICS & PROBABILITY | VARIABLE SELECTION | Analysis | Big data
Journal Article
Statistical Methods in Medical Research, ISSN 0962-2802, 8/2019, Volume 28, Issue 8, pp. 2439 - 2454
Journal Article
The Review of Economics and Statistics, ISSN 0034-6535, 8/2008, Volume 90, Issue 3, pp. 389 - 405
In this paper we develop two nonparametric tests of treatment effect heterogeneity. The first test is for the null hypothesis that the treatment has a zero... 
Control groups | Series convergence | Null hypothesis | Degrees of freedom | Zero | Logical givens | Nonparametric tests | Labor markets | Arithmetic mean | Estimators | REGRESSION | EFFICIENT SEMIPARAMETRIC ESTIMATION | PROPENSITY SCORE | PROGRAMS | ESTIMATORS | SOCIAL SCIENCES, MATHEMATICAL METHODS | ECONOMICS | MODEL | Reports | Statistical hypothesis testing
Journal Article
Journal of the Royal Statistical Society: Series B (Statistical Methodology), ISSN 1369-7412, 03/2015, Volume 77, Issue 2, pp. 373 - 396
Summary We consider estimation of the causal effect of a binary treatment on an outcome, conditionally on covariates, from observational studies or natural... 
Local efficiency | Instrumental variables | Local average treatment effect | Multiplicative effect | TRIALS | MODELS | STATISTICS & PROBABILITY | VARIABLES | IDENTIFICATION | INFERENCE | Studies | Deferred compensation | Estimating techniques | International
Journal Article
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, ISSN 0027-8424, 03/2019, Volume 116, Issue 10, pp. 4156 - 4165
Journal Article
Economics Letters, ISSN 0165-1765, 10/2015, Volume 135, pp. 42 - 45
In this paper, we propose to use a model average method to improve the estimation performance of Hsiao et al. (2012) panel data approach for program... 
Counterfactual | Model average | Average treatment effect | ECONOMICS | SELECTION
Journal Article
Journal Article
Statistics in Medicine, ISSN 0277-6715, 02/2019, Volume 38, Issue 4, pp. 530 - 544
Journal Article
by Yin, YJ and Liu, L and Geng, Z
STATISTICA SINICA, ISSN 1017-0405, 01/2018, Volume 28, Issue 1, pp. 115 - 135
The average treatment effect (ATE) is commonly used to assess the effect of treatment. However, the ATE implicitly assumes a homogenous treatment effect even... 
TRIALS | BINARY OUTCOMES | STATISTICS & PROBABILITY | Average treatment effect | causal inference | heterogeneity | latent variable
Journal Article
Journal of the American Statistical Association, ISSN 0162-1459, 10/2015, Volume 110, Issue 512, pp. 1745 - 1752
This article develops a nonparametric approach to identification and estimation of treatment effects on censored outcomes when treatment may be endogenous and... 
Survival analysis | Instrumental variables | Duration data | Local average treatment effects | Quantile regression | DISTRIBUTIONS | MODELS | STATISTICS & PROBABILITY | IDENTIFICATION | INFERENCE
Journal Article