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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| Principais autores: | , , |
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| Format: | Artigo |
| Sprog: | Inglês |
| Udgivet: |
MDPI AG
2021-04-01
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| Serier: | Econometrics |
| Fag: | |
| Online adgang: | https://www.mdpi.com/2225-1146/9/2/19 |
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