TY - JOUR
T1 - An empirical comparison between a regression framework and the Synthetic Control Method
AU - Gharehgozli, Orkideh
N1 - Publisher Copyright:
© 2021 The Board of Trustees of the University of Illinois
PY - 2021/8
Y1 - 2021/8
N2 - The Synthetic Control Method has been used in comparative case studies in which the existence of a counterfactual unit with a high level of similarities and comparability is crucial. On the other hand, while many methods have been developed to enhance our estimation power, not many studies have explored the prediction power of the traditional regression frameworks in such comparative case studies. In this paper, we empirically compare the Synthetic Control Method with a Dynamic Panel Data Regression Framework. We compare the estimation result and the prediction power of the predicted unit driven from the Dynamic Panel Data model and the counterfactual unit from the SCM. To apply the idea, we employ the recent sanctions on Iran as a suitable case of policy intervention and a comparative case study.
AB - The Synthetic Control Method has been used in comparative case studies in which the existence of a counterfactual unit with a high level of similarities and comparability is crucial. On the other hand, while many methods have been developed to enhance our estimation power, not many studies have explored the prediction power of the traditional regression frameworks in such comparative case studies. In this paper, we empirically compare the Synthetic Control Method with a Dynamic Panel Data Regression Framework. We compare the estimation result and the prediction power of the predicted unit driven from the Dynamic Panel Data model and the counterfactual unit from the SCM. To apply the idea, we employ the recent sanctions on Iran as a suitable case of policy intervention and a comparative case study.
KW - Comparative case study
KW - Counterfactual
KW - Dynamic Panel Data
KW - Synthetic Control Method
KW - Treatment effect
UR - http://www.scopus.com/inward/record.url?scp=85106605715&partnerID=8YFLogxK
U2 - 10.1016/j.qref.2021.05.002
DO - 10.1016/j.qref.2021.05.002
M3 - Article
AN - SCOPUS:85106605715
SN - 1062-9769
VL - 81
SP - 70
EP - 81
JO - Quarterly Review of Economics and Finance
JF - Quarterly Review of Economics and Finance
ER -