IDEAS home Printed from https://ideas.repec.org/p/saq/wpaper/15-20.html
   My bibliography  Save this paper

Identification of Causal Mechanisms through an RD Approach

Author

Listed:
  • Viviana Celli

    (Department of Social Sciences and Economics, Sapienza University of Rome)

Abstract

Causal Mediation Analysis has important implications in economics. It helps to deeply understand the policy makers' decisions and to better de- sign policy strategies. However, the identification process is not an easy issue and analyzing causal mechanisms requires stronger assumptions than evaluating the classical average treatment effect. The main difficulty con- sists in the endogeneity of the mediator with the consequence that it is not possible to identify the effects of interest. Several methods have been de- veloped, based on different set of assumptions and with different strategies for the estimation. I propose a new identification strategy for the estima- tion of the direct and the indirect effect, through an implementation of a Regression Discontinuity Design. I present two different models. The first one follows the traditional identification strategy based on linear equation models. The second model follows the most recent literature based on non- parametric identification procedures. I show the consistency of this last estimator, validating the results through a Monte Carlo simulation study.

Suggested Citation

  • Viviana Celli, 2020. "Identification of Causal Mechanisms through an RD Approach," Working Papers 15/20, Sapienza University of Rome, DISS.
  • Handle: RePEc:saq:wpaper:15/20
    as

    Download full text from publisher

    File URL: http://www.diss.uniroma1.it/sites/default/files/allegati/DiSSE_Celli_wp15_2020.pdf
    Download Restriction: no
    ---><---

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Viviana Celli, 2022. "Causal mediation analysis in economics: Objectives, assumptions, models," Journal of Economic Surveys, Wiley Blackwell, vol. 36(1), pages 214-234, February.

    More about this item

    Keywords

    Mediation Analysis; Regression Discontinuity Design; Direct effect; Indirect effect; Non-parametric identification;
    All these keywords.

    JEL classification:

    • C31 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models; Quantile Regressions; Social Interaction Models
    • C54 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Quantitative Policy Modeling
    • D04 - Microeconomics - - General - - - Microeconomic Policy: Formulation; Implementation; Evaluation

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:saq:wpaper:15/20. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    We have no bibliographic references for this item. You can help adding them by using this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Pierluigi Montalbano (email available below). General contact details of provider: https://edirc.repec.org/data/dtrosit.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.