An empirical comparison between the synthetic control method and Hsiao et al.'s panel data approach to program evaluation

Citation
Gardeazabal, Javier et Vega-bayo, Ainhoa, An empirical comparison between the synthetic control method and Hsiao et al.'s panel data approach to program evaluation, Journal of applied econometrics , 32(5), 2017, pp. 983-1002
ISSN journal
08837252
Volume
32
Issue
5
Year of publication
2017
Pages
983 - 1002
Database
ACNP
SICI code
Abstract
We compare two program evaluation methodologies: the synthetic control method and the panel data approach. We apply both methods to estimate the effect of the political and economic integration of Hong Kong. The results obtained differ depending on the methodology used. We then conduct a simulation that shows that the synthetic control method results in a post-treatment mean squared error, mean absolute percentage error, and mean error with a smaller interquartile range, whenever there is a good enough match.