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Measuring Sustainability Performance with Multi Criteria Model: A Case Study

Author

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  • Renato Vivas

    (Department of Mechanical Engineering, Federal University of Bahia, Salvador 40170-110, Brazil
    Current address: Street Professor Aristides Novis, 197, Salvador 40210-630, Bahia, Brazil.
    These authors contributed equally to this work.)

  • Ângelo Sant’anna

    (Department of Mechanical Engineering, Federal University of Bahia, Salvador 40170-110, Brazil
    These authors contributed equally to this work.)

  • Karla Esquerre

    (Industrial Engineering Program, Federal University of Bahia, Salvador 40170-110, Brazil
    These authors contributed equally to this work.)

  • Francisco Freires

    (Department of Mechanical Engineering, Federal University of Bahia, Salvador 40170-110, Brazil
    These authors contributed equally to this work.)

Abstract

The proposal of this research is the development of a hybrid multi-criteria decision analysis (MCDA) model of sustainability performance. The model is applied to a Brazilian oil and gas company and is constructed from the MCDA associated with statistical analysis. The MCDA technique is a preference ranking organization method for enrichment evaluation (PROMETHEE), with analysis of 20 indicators of the dimensions of sustainability. In the statistical analysis, the Principal Component Analysis (PCA) and Multiple Linear Regression (MLR) are used. The results of PROMETHEE showed that the company’s best sustainability performance was in 2011 and 2010. The worst sustainability performance was in 2015 and 2016. The application of the PCA technique aims to eliminate the existing multicollinearity and capture the direction of variability of the indicators. The first PC with 53.2%, the second PC with 25.6%. An estimate based on the MLR equation was performed. The limitation of the paper is with data from the company’s sustainability reports as well as the choice and quantity of indicators. The analysis of the sustainability performance of the company through multi-criteria models is not new but their combination with mathematical models, comparing the sustainability reports per year, brings more complete results on the sustainability performance of the company.

Suggested Citation

  • Renato Vivas & Ângelo Sant’anna & Karla Esquerre & Francisco Freires, 2019. "Measuring Sustainability Performance with Multi Criteria Model: A Case Study," Sustainability, MDPI, vol. 11(21), pages 1-13, November.
    • Handle: RePEc:gam:jsusta:v:11:y:2019:i:21:p:6113-:d:283007
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    References listed on IDEAS

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    1. Fahimnia, Behnam & Jabbarzadeh, Armin, 2016. "Marrying supply chain sustainability and resilience: A match made in heaven," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 91(C), pages 306-324.
    2. Letizia Tebaldi & Barbara Bigliardi & Eleonora Bottani, 2018. "Sustainable Supply Chain and Innovation: A Review of the Recent Literature," Sustainability, MDPI, vol. 10(11), pages 1-29, October.
    3. Brandenburg, Marcus, 2017. "A hybrid approach to configure eco-efficient supply chains under consideration of performance and risk aspects," Omega, Elsevier, vol. 70(C), pages 58-76.
    4. Eko Budi Leksono & Suparno Suparno & Iwan Vanany, 2019. "Integration of a Balanced Scorecard, DEMATEL, and ANP for Measuring the Performance of a Sustainable Healthcare Supply Chain," Sustainability, MDPI, vol. 11(13), pages 1, July.
    5. H. Christopher Frey & Sumeet R. Patil, 2002. "Identification and Review of Sensitivity Analysis Methods," Risk Analysis, John Wiley & Sons, vol. 22(3), pages 553-578, June.
    6. Kuo-Jui Wu & Qing Chen & Yun Qi & Xiaoyue Jiang & Shuo Gao & Ming-Lang Tseng, 2019. "Sustainable Development Performance for Small and Medium Enterprises Using a Fuzzy Synthetic Method-DEMATEL," Sustainability, MDPI, vol. 11(15), pages 1-25, July.
    7. Ruifeng Gong & Jian Xue & Laijun Zhao & Oleksandra Zolotova & Xiaoqing Ji & Yan Xu, 2019. "A Bibliometric Analysis of Green Supply Chain Management Based on the Web of Science (WOS) Platform," Sustainability, MDPI, vol. 11(12), pages 1-18, June.
    8. Behzadian, Majid & Kazemzadeh, R.B. & Albadvi, A. & Aghdasi, M., 2010. "PROMETHEE: A comprehensive literature review on methodologies and applications," European Journal of Operational Research, Elsevier, vol. 200(1), pages 198-215, January.
    9. Brandenburg, Marcus & Govindan, Kannan & Sarkis, Joseph & Seuring, Stefan, 2014. "Quantitative models for sustainable supply chain management: Developments and directions," European Journal of Operational Research, Elsevier, vol. 233(2), pages 299-312.
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