Showing 1 - 10 of 44
In the presence of an endogenous treatment and a valid instrument, causal effects are (nonparametrically) point identified only for the subpopulation of compliers, given that the treatment is monotone in the instrument. Further populations of likely policy interest have been widely ignored in...
Persistent link: https://www.econbiz.de/10008727702
This paper studies the local robustness of estimators and tests for the conditional location and scale parameters in a strictly stationary time series model. We first derive optimal bounded-influence estimators for such settings under a conditionally Gaussian reference model. Based on these...
Persistent link: https://www.econbiz.de/10005453970
This note argues that nonparametric regression not only relaxes functional form assumptions vis-a-vis parametric regression, but that it also permits endogenous control variables. To control for selection bias or to make an exclusion restriction in instrumental variables regression valid,...
Persistent link: https://www.econbiz.de/10005797674
In this paper, the regression discontinuity design (RDD) is generalized to account for differences in observed covariates X in a fully nonparametric way. It is shown that the treatment effect can be estimated at the rate for one-dimensional nonparametric regression irrespective of the dimension...
Persistent link: https://www.econbiz.de/10005200689
absolute shrinkage and selection operator (lasso) which should identify the aforementioned model. We prove that the lasso …. The HAR model is not recovered by the lasso on real data. This, together with an empirical out-of-sample analysis that … shows equal performance of the HAR model and the lasso approach, leads to the conclusion that the HAR model may not be the …
Persistent link: https://www.econbiz.de/10010593816
In many countries, caseworkers in a public employment office have the dual roles of counselling and monitoring unemployed persons. These roles often conflict with each other leading to important caseworker heterogeneity: Some consider providing services to their clients and satisfying their...
Persistent link: https://www.econbiz.de/10005453971
In this note, we show that the OLS and fixed-effects (FE) estimators of the popular differ-ence-in-differences model may deviate when there is time varying panel non-response. If such non-response does not affect the common-trend assumption, then OLS and FE are consistent, but OLS is more...
Persistent link: https://www.econbiz.de/10011195763
Previous research found that less accommodating caseworkers are more successful in placing unemployed workers into employment. This paper tries to shed more light on the causal mechanisms behind this result using semiparametric mediation analysis. Analysing very informative linked...
Persistent link: https://www.econbiz.de/10010779966
This paper examines whether the chances of job placements improve if unemployed persons are counselled by caseworkers who belong to the same social group, defined by gender, age, education, and nationality. Based on an unusually informative dataset, which links Swiss unemployed to their...
Persistent link: https://www.econbiz.de/10005797683
conditional independence (CIA) or selection on observables assumption obscures the endogeneity problem. The paper clarifies the … allows to asses the endogeneity bias as well as the plausibility of the CIA, because it allows a separate discussion of (i …
Persistent link: https://www.econbiz.de/10005797688