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  1. Common correlated effects estimation of heterogeneous dynamic panel quantile regression models
    Published: 2018
    Publisher:  CESifo, Center for Economic Studies & Ifo Institute, Munich

    This paper proposes a quantile regression estimator for a heterogeneous panel model with lagged dependent variables and interactive effects. The paper adopts the Common Correlated Effects (CCE) approach proposed by Pesaran (2006) and Chudik and... more

    Staats- und Universitätsbibliothek Bremen
    No inter-library loan
    ZBW - Leibniz-Informationszentrum Wirtschaft, Standort Kiel
    DS 63 (7211)
    No inter-library loan

     

    This paper proposes a quantile regression estimator for a heterogeneous panel model with lagged dependent variables and interactive effects. The paper adopts the Common Correlated Effects (CCE) approach proposed by Pesaran (2006) and Chudik and Pesaran (2015) and demonstrates that the extension to the estimation of dynamic quantile regression models is feasible under similar conditions to the ones used in the literature. We establish consistency and derive the asymptotic distribution of the new quantile regression estimator. Monte Carlo studies are carried out to study the small sample behavior of the proposed approach. The evidence shows that the estimator can significantly improve on the performance of existing estimators as long as the time series dimension of the panel is large. We present an application to the evaluation of Time-of-Use pricing using a large randomized control trial.

     

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    Source: Union catalogues
    Language: English
    Media type: Book
    Format: Online
    Other identifier:
    hdl: 10419/185409
    Series: Array ; no. 7211
    Subjects: common correlated effects; dynamic panel; quantile regression; smart meter; randomized experiment
    Scope: 1 Online-Ressource (circa 99 Seiten), Illustrationen