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 …

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 …

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 …

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 …

High-dimensional model-assisted inference for local average treatment effects with instrumental variables

B Sun, Z Tan - Journal of Business & Economic Statistics, 2022 - Taylor & Francis
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 …

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 …

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 …

Abadie's Kappa and Weighting Estimators of the Local Average Treatment Effect

T Sloczynski, D Uysal, J Wooldridge - 2023 - econstor.eu
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 …

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 …

[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 …