A close look at second stage data envelopment analysis using compound error models and the Tobit model

do Carmo, Gabriela Miranda

Abstract

In 2014 the Brazilian Electricity Regulator (ANEEL) evaluated the efficiency of power distribution utilities using Data Envelopment Analysis (DEA). Estimated efficiencies range from 22.46% to 100%. Although environmental information is available in the data set, corrected efficiencies were not investigated. Different second stage models can be applied to adjust for environmental heterogeneity. Although statistical correlation among efficiencies and environmental variables can be easily estimated, corrected efficiencies are subject to the underlying structure of the second stage model. Therefore, different second stage models may achieve different corrected efficiencies. We provide a detailed statistical analysis of the Tobit model and compound error models for second stage analysis. Limitations are described and the corrected efficiencies using these models are evaluated. Potentially, Brazilian power distribution utilities may achieve substantial changes in estimated efficiencies if second stage analysis is used.

Más información

Título según WOS: ID WOS:000453404900010 Not found in local WOS DB
Título de la Revista: SOCIO-ECONOMIC PLANNING SCIENCES
Volumen: 65
Editorial: Elsevier Science Inc.
Fecha de publicación: 2019
Página de inicio: 111
Página final: 126
DOI:

10.1016/j.seps.2018.04.001

Notas: ISI