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Outliers in Semi-Parametric Estimation of Treatment Effects

Outliers can be particularly hard to detect, creating bias and inconsistency in the semi-parametric estimates. In this paper, we use Monte Carlo simulations to demonstrate that semi-parametric methods, such as matching, are biased in the presence of outliers. Bad and good leverage point outliers are...

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Gorde:
Xehetasun bibliografikoak
Egile Nagusiak: Gustavo Canavire-Bacarreza, Luis Castro Peñarrieta, Darwin Ugarte Ontiveros
Formatua: Artigo
Hizkuntza:Inglês
Argitaratua: MDPI AG 2021-04-01
Saila:Econometrics
Gaiak:
Sarrera elektronikoa:https://www.mdpi.com/2225-1146/9/2/19
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