Impact evaluation in a multi-input multi-output setting: Evidence on the effect of additional resources for schools
D’Inverno, Giovanna,
Mike Smet and
Kristof De Witte
European Journal of Operational Research, 2021, vol. 290, issue 3, 1111-1124
Abstract:
This paper proposes an innovative approach to evaluate the causal impact of a policy change in a multi-input multi-output setting. It combines insights from econometric impact evaluation techniques and efficiency analysis. In particular, the current paper accounts for endogeneity issues by introducing a quasi-experimental setting within a conditional multi-input multi-output efficiency framework and by decomposing the overall efficiency between ‘group-specific’ efficiency (i.e., reflecting internal managerial inefficiency) and ‘program’ efficiency (i.e., explaining the impact of the policy intervention on performance). This framework allows the researcher to interpret the efficiency scores in terms of causality. The practical usefulness of the methodology is demonstrated through an application to secondary schools in Flanders, Belgium. By exploiting an exogenous threshold, the paper examines whether additional resources for disadvantaged students impact the efficiency of schools. The empirical results indicate that additional resources do not causally influence efficiency around the threshold.
Keywords: Data envelopment analysis; Impact evaluation; Efficiency; Causal inference; Equal educational opportunities (search for similar items in EconPapers)
Date: 2021
References: View references in EconPapers View complete reference list from CitEc
Citations: View citations in EconPapers (4)
Downloads: (external link)
http://www.sciencedirect.com/science/article/pii/S0377221720307554
Full text for ScienceDirect subscribers only
Related works:
Working Paper: Impact evaluation in a multi-input multi-output setting: Evidence on the effect of additional resources for schools (2020) 
This item may be available elsewhere in EconPapers: Search for items with the same title.
Export reference: BibTeX
RIS (EndNote, ProCite, RefMan)
HTML/Text
Persistent link: https://EconPapers.repec.org/RePEc:eee:ejores:v:290:y:2021:i:3:p:1111-1124
DOI: 10.1016/j.ejor.2020.08.042
Access Statistics for this article
European Journal of Operational Research is currently edited by Roman Slowinski, Jesus Artalejo, Jean-Charles. Billaut, Robert Dyson and Lorenzo Peccati
More articles in European Journal of Operational Research from Elsevier
Bibliographic data for series maintained by Catherine Liu ().