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Instrument validity tests with causal forests

Farbmacher, Helmut; Guber, Raphael; Klaaßen, Sven - In: Journal of business & economic statistics : JBES ; a … 40 (2022) 2, pp. 605-614

Persistent link: https://www.econbiz.de/10013533997

Instrument validity for heterogeneous causal effects

Sun, Zhenting - 2023

Persistent link: https://www.econbiz.de/10015053824

Dynamic causal forests, with an application to payroll tax incidence in Norway

Gavrilova, Evelina; Langørgen, Audun; Zoutman, Floris T. - 2023

Persistent link: https://www.econbiz.de/10014431302

Dynamic causal forests, with an application to payroll tax incidence in Norway

Gavrilova, Evelina; Langørgen, Audun; Zoutman, Floris T. - 2023

This paper develops a machine-learning method that allows researchers to estimate heterogeneous treatment effects with panel data in a setting with many covariates. Our method, which we name the dynamic causal forest (DCF) method, extends the causal-forest method of Wager and Athey (2018) by...

Persistent link: https://www.econbiz.de/10014307152