Data Envelopment Analysis: From Foundations to Modern Advancements

Data envelopment analysis (DEA) is a mainstream method for efficiency and productivity analysis, widely applied in numerous fields, including the healthcare sector, banking, energy generation and distribution, and cross-country economic growth analysis. In this monograph, we aim to provide a compendious overview of DEA. We start with the DEA estimators in various scenarios, such as for estimating technology, cost, revenue, profit functions and related efficiency measures, and its popular variants based on different assumptions about the shape of technology. The statistical properties and extensions on DEA, such as analysis on covariates of efficiency, are also discussed and the practical tips for computations are provided.

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Publication Details

Journal
Foundations and Trends® in Econometrics
Published
2024-11-06
DOI
https://doi.org/10.1561/0800000040
Citations
2
Primary Topic
Economic and Technological Innovation
Type
article
Field-Weighted Citation Impact
2.26
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article

Data Envelopment Analysis: From Foundations to Modern Advancements

Valentin Zelenyuk, Zhichao Wang
2 citations
Foundations and Trends® in Econometrics
Economic and Technological Innovation
2.26
article

Data Envelopment Analysis: From Foundations to Modern Advancements

Valentin Zelenyuk, Zhichao Wang
article en
2 citations

Abstract

Data envelopment analysis (DEA) is a mainstream method for efficiency and productivity analysis, widely applied in numerous fields, including the healthcare sector, banking, energy generation and distribution, and cross-country economic growth analysis. In this monograph, we aim to provide a compendious overview of DEA. We start with the DEA estimators in various scenarios, such as for estimating technology, cost, revenue, profit functions and related efficiency measures, and its popular variants based on different assumptions about the shape of technology. The statistical properties and extensions on DEA, such as analysis on covariates of efficiency, are also discussed and the practical tips for computations are provided.

Foundations and Trends® in EconometricsVol. 13(3)
Queensland University of Technology (AU), The University of Queensland (AU)
Openalex Percentile: Top 8%
Economic and Technological Innovation
2.26
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Data Envelopment Analysis: From Foundations to Modern Advancements — Valentin Zelenyuk, Zhichao Wang · Foundations and Trends® in Econometrics (2024) | TGRS Research Map | TGRS