Doubly Robust Estimation of Local Average Treatment Effects Using ...

We revisit the problem of estimating the local average treatment effect (LATE) and the local average treatment effect on the treated (LATT) when control ...

* This article supersedes “Doubly Robust IV Estimation of Local Average Treatment Effects” by S. Derya Uysal. Page 4. 1 Introduction. Instrumental variables ...

Doubly Robust Estimation of the Local Average Treatment Effect Curve

We describe a doubly robust, locally efficient estimator of the parameters indexing a model for the local average treatment effect conditionally on covariates V ...

Doubly robust estimation of the local average treatment effect curve

We consider estimation of the causal effect of a binary treatment on an outcome, conditionally on covariates, from observational studies or natural ...

Doubly Robust Estimation of Local Average Treatment Effects

Unlike previous approaches, our doubly robust (DR) estimation procedures use quasi-likelihood methods weighted by the inverse of the IV propensity score - so- ...

Doubly robust estimation of the local average treatment effect curve

( 1995) and. Abadie (2003) with the goal of estimating the causal effect of participating in 401 (k) retirement programmes on savings by using eligibility for a ...

Doubly Robust Estimation of Local Average Treatment Effects

Unlike previous approaches, our doubly robust (DR) estimation procedures use quasi-likelihood methods weighted by the inverse of the IV propensity score – so- ...

Doubly robust estimation of the local average treatment effect curve

We are not aware of any previous proposals for estimating. LATE(v), though it would be possible using the methods in. Tan (2010). However, the methods in Tan ( ...

Doubly Robust Estimation of the Local Av- erage Treatment Effect ...

Economists and biostatisticians have long been concerned with the prob- lem of how to estimate the causal effect of a treatment on an outcome of.

Doubly Robust Estimation of Local Average Treatment Effects Using ...

The IPWRA estimates employ weighted regression coefficients to compute averages of treatment-level predicted outcomes, with the weights being the inverse of ...

Doubly Robust IV Estimation of Local Average Treatment Effects

This paper extends the doubly robust methods to the estimation of the Local Average Treatment Effect (LATE) under standard assumptions in the presence of ...

Doubly Robust Estimation of Local Average Treatment Effects Using ...

Doubly Robust Estimation of Local Average Treatment Effects Using Inverse Probability Weighted Regression Adjustment ... Preprints and early-stage research may ...

Get doubly robust estimates of average treatment effects.

Specifically, given an outcome Y, treatment W and instrument Z, the (conditional) local average treatment effect is tau(x) = Cov[Y, Z | X = x] / Cov[W, Z | X = ...

Doubly robust estimation of the local average treatment effect curve

RSS Webinar Series. Presented by Elizabeth Ogburn, Assistant Professor of Biostatistics at Johns Hopkins University.

Doubly Robust Estimation of a Marginal Average Effect of Treatment ...

The instrumental variable (IV) design plays the role of a quasi-experimental handle since the IV is associated with the treatment and only affects the outcome ...

A General Double Robustness Result for Estimating Average ...

In this paper we study doubly robust estimators of various average treatment effects ... multi-valued treatment effects, with Uysal (2012) studying parametric ...

Doubly robust estimation of the local average treatment effect curve

A doubly robust, locally efficient estimator of the parameters indexing a model for the local average treatment effect conditionally on covariates V when ...

Doubly robust estimation of the local average treatment effect curve

When V is non-null, the conditional mean models that are required by our doubly robust estimator are guaranteed to cohere with a parametric specification for ...

A GENERAL DOUBLE ROBUSTNESS RESULT FOR ESTIMATING ...

In this paper we study doubly robust estimators of various average and quantile treatment effects under unconfoundedness.

A GENERAL DOUBLE ROBUSTNESS RESULT FOR ESTIMATING ...

treatment effects; local average treatment effects in a setting with an instrumental variable; unnormalized and normalized weighting; and linear, logistic ...