Trade-Offs for the Optimal Energy Efficiency of Road Transportation: Domestic Cases in Developing Countries

The increase in domestic transportation in developing countries may adversely affect the energy efficiency of road transportation due to effective productivity and carbon dioxide emissions (CO<sub>2</sub>). When evaluating quantitatively the countries on the efficiency frontier, poor eff...

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Main Authors: Usman Akbar, Muhammad Asif Khan, Marryum Akmal, Éva Zsuzsanna Tóth Naárné, Judit Oláh
Format: Article
Language:English
Published: MDPI AG 2020-12-01
Series:Energies
Subjects:
Online Access:https://www.mdpi.com/1996-1073/13/24/6538
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spelling doaj-c1745c47efb0425e813991e062ce29472020-12-12T00:01:01ZengMDPI AGEnergies1996-10732020-12-01136538653810.3390/en13246538Trade-Offs for the Optimal Energy Efficiency of Road Transportation: Domestic Cases in Developing CountriesUsman Akbar0Muhammad Asif Khan1Marryum Akmal2Éva Zsuzsanna Tóth Naárné3Judit Oláh4School of Economics and Management, Yanshan University, Qinhuangdao 066004, ChinaDepartment of Commerce, Faculty of Management Sciences, University of Kotli, Azad Jammu and Kashmir, Kotli 11100, PakistanSchool of Economics and Management, Yanshan University, Qinhuangdao 066004, ChinaFaculty of Economics and Social Sciences, Szent István University, Páter Károly u. 1, 2100 Gödöllő, HungaryDepartment of Management, Faculty of Applied Sciences, WSB University, 41-300 Dabrowa Górnicza, PolandThe increase in domestic transportation in developing countries may adversely affect the energy efficiency of road transportation due to effective productivity and carbon dioxide emissions (CO<sub>2</sub>). When evaluating quantitatively the countries on the efficiency frontier, poor efficiency can still be seen sometimes due to the slack available in undesirable output measures. This paper uses desirable and undesirable output variables, such as passenger-kilometers (PKM), tones-kilometers (TKM), and carbon dioxide (CO<sub>2</sub>), to compute the weakly efficient decision-making units (DMUs). The data envelopment analysis (DEA) technology is used to assess the efficiencies of the decision-making units (DMUs), which are countries in our case. Then, the trade-off method with efficient binding surfaces is used to attain the optimal efficiencies of the weakly efficient DMUs. The marginal rates aid this trade-off analysis. Resultantly, such marginal trade-offs do not deteriorate the efficiency of the DMUs below the frontier line. We calculate the maximum change (margin) in a specific variable amount when another variable’s amount is changed. Thus, such a computation gives us different margins, with which each output variable can be a traded off to bring a DMU further toward the closest optimal point possible. The marginal trade-off can help the managers and policymakers in effective decision-making, and it is further recommended to address efficiency damages (by the undesired outputs).https://www.mdpi.com/1996-1073/13/24/6538data envelopment analysistrade-offsefficiencyroad transportations
collection DOAJ
language English
format Article
sources DOAJ
author Usman Akbar
Muhammad Asif Khan
Marryum Akmal
Éva Zsuzsanna Tóth Naárné
Judit Oláh
spellingShingle Usman Akbar
Muhammad Asif Khan
Marryum Akmal
Éva Zsuzsanna Tóth Naárné
Judit Oláh
Trade-Offs for the Optimal Energy Efficiency of Road Transportation: Domestic Cases in Developing Countries
Energies
data envelopment analysis
trade-offs
efficiency
road transportations
author_facet Usman Akbar
Muhammad Asif Khan
Marryum Akmal
Éva Zsuzsanna Tóth Naárné
Judit Oláh
author_sort Usman Akbar
title Trade-Offs for the Optimal Energy Efficiency of Road Transportation: Domestic Cases in Developing Countries
title_short Trade-Offs for the Optimal Energy Efficiency of Road Transportation: Domestic Cases in Developing Countries
title_full Trade-Offs for the Optimal Energy Efficiency of Road Transportation: Domestic Cases in Developing Countries
title_fullStr Trade-Offs for the Optimal Energy Efficiency of Road Transportation: Domestic Cases in Developing Countries
title_full_unstemmed Trade-Offs for the Optimal Energy Efficiency of Road Transportation: Domestic Cases in Developing Countries
title_sort trade-offs for the optimal energy efficiency of road transportation: domestic cases in developing countries
publisher MDPI AG
series Energies
issn 1996-1073
publishDate 2020-12-01
description The increase in domestic transportation in developing countries may adversely affect the energy efficiency of road transportation due to effective productivity and carbon dioxide emissions (CO<sub>2</sub>). When evaluating quantitatively the countries on the efficiency frontier, poor efficiency can still be seen sometimes due to the slack available in undesirable output measures. This paper uses desirable and undesirable output variables, such as passenger-kilometers (PKM), tones-kilometers (TKM), and carbon dioxide (CO<sub>2</sub>), to compute the weakly efficient decision-making units (DMUs). The data envelopment analysis (DEA) technology is used to assess the efficiencies of the decision-making units (DMUs), which are countries in our case. Then, the trade-off method with efficient binding surfaces is used to attain the optimal efficiencies of the weakly efficient DMUs. The marginal rates aid this trade-off analysis. Resultantly, such marginal trade-offs do not deteriorate the efficiency of the DMUs below the frontier line. We calculate the maximum change (margin) in a specific variable amount when another variable’s amount is changed. Thus, such a computation gives us different margins, with which each output variable can be a traded off to bring a DMU further toward the closest optimal point possible. The marginal trade-off can help the managers and policymakers in effective decision-making, and it is further recommended to address efficiency damages (by the undesired outputs).
topic data envelopment analysis
trade-offs
efficiency
road transportations
url https://www.mdpi.com/1996-1073/13/24/6538
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