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20182021
most citedIdentification in Nonparametric Models for Dynamic Treatment Effects

10 citations · 27 across the 6 of their papers we have counts for

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7 papers · 1 filter

econ.EM2021★ 1 cited

Shapes as Product Differentiation: Neural Network Embedding in the Analysis of Markets for Fonts

Sukjin Han, Eric H. Schulman, Kristen Grauman +1

Many differentiated products have key attributes that are unstructured and thus high-dimensional (e.g., design, text). Instead of treating unstructured attributes as unobservables…

econ.EM2020

Comment: Individualized Treatment Rules Under Endogeneity

Sukjin, Han

This note discusses two recent studies on identification of individualized treatment rules using instrumental variables---Cui and Tchetgen Tchetgen (2020) and Qiu et al. (2020). It…

econ.EM2020★ 4 cited

A Computational Approach to Identification of Treatment Effects for Policy Evaluation

Sukjin Han, Shenshen Yang

For counterfactual policy evaluation, it is important to ensure that treatment parameters are relevant to policies in question. This is especially challenging under unobserved hete…

econ.EM2019★ 8 cited

Optimal Dynamic Treatment Regimes and Partial Welfare Ordering

Sukjin Han

Dynamic treatment regimes are treatment allocations tailored to heterogeneous individuals. The optimal dynamic treatment regime is a regime that maximizes counterfactual welfare. W…

econ.EM2018★ 10 cited

Identification in Nonparametric Models for Dynamic Treatment Effects

Sukjin Han

This paper develops a nonparametric model that represents how sequences of outcomes and treatment choices influence one another in a dynamic manner. In this setting, we are interes…

econ.EM2018★ 4 cited

Multiple Treatments with Strategic Interaction

Jorge Balat, Sukjin Han

We develop an empirical framework to identify and estimate the effects of treatments on outcomes of interest when the treatments are the result of strategic interaction (e.g., barg…

econ.EM2018

Censored Quantile Instrumental Variable Estimation with Stata

Victor Chernozhukov, Iván Fernández-Val, Sukjin Han +1

Many applications involve a censored dependent variable and an endogenous independent variable. Chernozhukov et al. (2015) introduced a censored quantile instrumental variable esti…