Local average and quantile treatment effects under endogeneity: A review
M Huber, K Wüthrich - Journal of Econometric Methods, 2019 - degruyter.com
This paper provides a review of methodological advancements in the evaluation of
heterogeneous treatment effect models based on instrumental variable (IV) methods. We …
heterogeneous treatment effect models based on instrumental variable (IV) methods. We …
A general double robustness result for estimating average treatment effects
T Słoczyński, JM Wooldridge - Econometric Theory, 2018 - cambridge.org
In this paper we study doubly robust estimators of various average and quantile treatment
effects under unconfoundedness; we also consider an application to a setting with an …
effects under unconfoundedness; we also consider an application to a setting with an …
Doubly robust estimation of the local average treatment effect curve
EL Ogburn, A Rotnitzky… - Journal of the Royal …, 2015 - academic.oup.com
We consider estimation of the causal effect of a binary treatment on an outcome,
conditionally on covariates, from observational studies or natural experiments in which there …
conditionally on covariates, from observational studies or natural experiments in which there …
Abadie's kappa and weighting estimators of the local average treatment effect
T Słoczyński, SD Uysal… - Journal of Business & …, 2025 - Taylor & Francis
Recent research has demonstrated the importance of flexibly controlling for covariates in
instrumental variables estimation. In this article we study the finite sample and asymptotic …
instrumental variables estimation. In this article we study the finite sample and asymptotic …
High-dimensional model-assisted inference for local average treatment effects with instrumental variables
Consider the problem of estimating the local average treatment effect with an instrument
variable, where the instrument unconfoundedness holds after adjusting for a set of …
variable, where the instrument unconfoundedness holds after adjusting for a set of …
An introduction to flexible methods for policy evaluation
M Huber - Handbook of Research Methods and Applications in …, 2021 - elgaronline.com
The last decades have witnessed important advancements in policy evaluation methods for
assessing the causal effect of a treatment on an outcome of interest, which are particularly …
assessing the causal effect of a treatment on an outcome of interest, which are particularly …
TMLE for marginal structural models based on an instrument
B Toth, MJ van der Laan - 2016 - biostats.bepress.com
We consider estimation of a causal effect of a possibly continuous treatment when treatment
assignment is potentially subject to unmeasured confounding, but an instrumental variable …
assignment is potentially subject to unmeasured confounding, but an instrumental variable …
Abadie's Kappa and Weighting Estimators of the Local Average Treatment Effect
In this paper we study the finite sample and asymptotic properties of various weighting
estimators of the local average treatment effect (LATE), several of which are based on …
estimators of the local average treatment effect (LATE), several of which are based on …
Evaluating local average and quantile treatment effects under endogeneity based on instruments: a review
M Huber, K Wüthrich - FSES Working Papers, 2017 - ideas.repec.org
This paper provides a review of methodological advancements in the evaluation of
heterogeneous treatment effect models based on instrumental variable (IV) methods. We …
heterogeneous treatment effect models based on instrumental variable (IV) methods. We …
[图书][B] Targeted learning of individual effects and individualized treatments using an instrumental variable
B Toth - 2016 - search.proquest.com
We consider estimation of causal effects when treatment assignment is potentially subject to
unmeasured confounding, but a valid instrumental variable is available. Moreover, our …
unmeasured confounding, but a valid instrumental variable is available. Moreover, our …