Development and Evolution of Slacks‐Based Measure Models in Data Envelopment Analysis: A Comprehensive Review of the Literature

Journal of Economic Surveys, Journal Year: 2025, Volume and Issue: unknown

Published: Feb. 10, 2025

ABSTRACT This paper provides a comprehensive review of slacks‐based measure (SBM) models within the nonparametric data envelopment analysis (DEA) framework. The reveals that development and modifications SBM have progressed in multiple directions. Key areas modification include (1) nature inputs outputs, (2) specificity, (3) super‐efficiency for ranking decision‐making units, (4) inclusion networks organizational structures or production processes, (5) dynamic analysis, (6) various other methodological aspects. Increasingly, complex addressing aspects, such as input/output characteristics are appearing literature. Another notable trend is integration proposals from different authors into unified models. Some publications even attempt to forecast future efficiency levels incorporate large datasets (big data). Despite numerous advancements, still lack robust statistical inference capabilities, unlike radial models, which possess more developed foundations.

Language: Английский

---

Evaluation of insurance companies considering uncertainty: A multi-objective network data envelopment analysis model with negative data and undesirable outputs

Socio-Economic Planning Sciences, Journal Year: 2022, Volume and Issue: 82, P. 101306 - 101306

Published: April 6, 2022

Language: Английский

---

Network DEA and Its Applications (2017–2022): A Systematic Literature Review

Mathematics, Journal Year: 2023, Volume and Issue: 11(9), P. 2141 - 2141

Published: May 3, 2023

Data Envelopment Analysis (DEA) is one of the fastest growing approaches to solving management problems for multi-criteria evaluation efficiency homogeneous production systems. The general trend in recent years has been development network DEA (NDEA) models, which can consider complicated structure Decision Making Units (DMUs) and, therefore, be more informative from point view science than traditional models. aim this study systematization and clarification trends NDEA applications over past 6 (2017–2022). This uses methodology a systematic literature review, includes analysis dynamics topic, selection main clusters publications according formal (citation, branches knowledge, individual researchers) informal (topics) criteria, their content. review reveals that, most frequently, structures are used bank supply chain models eco-efficiency complex systems, innovation processes, universities or departments healthcare Two-stage where outputs first stage inputs second (intermediate outputs), commonly used. However, years, there noticeable tendency complicate introduce hierarchical into them.

Language: Английский

---

Environmental efficiency under weak disposability: an improved super efficiency data envelopment analysis model with application for assessment of port operations considering NetZero

Environment Development and Sustainability, Journal Year: 2022, Volume and Issue: 25(7), P. 6627 - 6656

Published: April 19, 2022

Language: Английский

---

Measuring industrial operational efficiency and factor analysis: A dynamic series-parallel recycling DEA model

The Science of The Total Environment, Journal Year: 2022, Volume and Issue: 851, P. 158084 - 158084

Published: Aug. 18, 2022

Language: Английский

---

Performance evaluation of Chinese commercial banks by an improved slacks-based DEA model

Socio-Economic Planning Sciences, Journal Year: 2023, Volume and Issue: 90, P. 101702 - 101702

Published: Aug. 19, 2023

The national economy heavily relies on the banking sector, and researchers have been focused discovering most effective method of enhancing bank's overall efficiency. Data Envelopment Analysis (DEA) is a commonly utilized tool for measuring We proposed an improved slacks-based measure model (SBM) with undesirable outputs using by-production framework. In such case, operating process considered as parallel system. Inputs are categorized into interest costs costs, which then evaluated in two separate stages. first stage, income non-interest income, shared final outputs. second non-performing loans deemed This approach splits bank efficiency stages, enabling us to identify source inefficiency, effectively capture differences between types costs. To demonstrate feasibility approach, we successfully applied it 36 commercial banks China from 2016 2021. empirical results research prove that changes banks' efficiencies were mainly due stage 2. And this provides rich information assist decision making.

Language: Английский

---

A review of network DEA models based on slacks‐based measure: Evolution of literature, applications, and further research direction

International Transactions in Operational Research, Journal Year: 2023, Volume and Issue: 30(6), P. 2729 - 2760

Published: March 29, 2023

Abstract This paper presents a literature review on network models in data envelopment analysis (DEA) focused the slack‐based model called slacks‐based measure‐network (SBM‐NDEA). The search was carried out an international database, resulting 97 publications period from 2009 to 2021. From these publications, descriptive is performed, evolution of mapped, articles are organized into categories, and main methodological references for applications used identified. Also, most their characteristics described, addition applications. Moreover, sectors countries with highest number also Through this review, it possible observe increase studies using SBM‐NDEA recent years. Finally, directions future research suggested.

Language: Английский

---

Bank financial sustainability evaluation: Data envelopment analysis with random forest and Shapley additive explanations

European Journal of Operational Research, Journal Year: 2024, Volume and Issue: unknown

Published: Sept. 1, 2024

Language: Английский

---

Efficiency assessment of two-stage systems with fixed-sum outputs: A noncooperative DEA model with uncertain stage priority

Expert Systems with Applications, Journal Year: 2024, Volume and Issue: 253, P. 124274 - 124274

Published: May 17, 2024

Language: Английский

---

Evaluating the performance of intercity road freight transport: Double-frontier parallel network cross-efficiency model

Socio-Economic Planning Sciences, Journal Year: 2024, Volume and Issue: 94, P. 101942 - 101942

Published: May 23, 2024

Language: Английский

---