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Causal mediation analysis with double machine learning

Farbmacher, Helmut; Huber, Martin; Langen, Henrika; … - 2020

Persistent link: https://www.econbiz.de/10012260365

Causal pitfalls in the decomposition of wage gaps

Huber, Martin - School of Economics and Political Science, Universität … - 2014

model of mediation (aimed at assessing causal mechanisms) and may therefore lack causal interpretability. The reason is that … literature on mediation analysis, we therefore provide more attractive identifying assumptions and discuss non …

Persistent link: https://www.econbiz.de/10010739265

A review of causal mediation analysis for assessing direct and indirect treatment effects

Huber, Martin - 2019

Persistent link: https://www.econbiz.de/10011975624

Causal pitfalls in the decomposition of wage gaps

Huber, Martin - In: Journal of business & economic statistics : JBES ; a … 33 (2015) 2, pp. 179-191

Persistent link: https://www.econbiz.de/10011390010

Direct and indirect treatment effects : causal chains and mediation analysis with instrumental variables

Frölich, Markus; Huber, Martin - 2015

This paper discusses the nonparametric identification of causal direct and indirect effects of a binary treatment based on instrumental variables. We identify the indirect effect, which operates through a mediator (i.e. intermediate variable) that is situated on the causal path between the...

Persistent link: https://www.econbiz.de/10011297452