IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v11y2019i21p6113-d283007.html
   My bibliography  Save this article

Measuring Sustainability Performance with Multi Criteria Model: A Case Study

Author

Listed:
  • 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
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/11/21/6113/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2071-1050/11/21/6113/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. 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.
    2. 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.
    3. 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.
    4. 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.
    5. 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.
    6. 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.
    7. 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.
    8. 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.
    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.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Gregorio Rius-Sorolla & Sofía Estelles-Miguel & Carlos Rueda-Armengot, 2020. "Multivariable Supplier Segmentation in Sustainable Supply Chain Management," Sustainability, MDPI, vol. 12(11), pages 1-16, June.
    2. Molinos-Senante, María & Delgado-Antequera, Laura & Gómez, Trinidad, 2022. "Measuring the quality of service of water companies: A two-stage goal programming synthetic index proposal," Socio-Economic Planning Sciences, Elsevier, vol. 79(C).
    3. Ryszard Dachowski & Katarzyna Gałek, 2020. "Selection of the Best Method for Underpinning Foundations Using the PROMETHEE II Method," Sustainability, MDPI, vol. 12(13), pages 1-10, July.
    4. Roxana Lavinia Pacurariu & Sorin Daniel Vatca & Elena Simina Lakatos & Laura Bacali & Mircea Vlad, 2021. "A Critical Review of EU Key Indicators for the Transition to the Circular Economy," IJERPH, MDPI, vol. 18(16), pages 1-19, August.
    5. Jen-Jen Yang & Huai-Wei Lo & Chen-Shen Chao & Chih-Chien Shen & Chin-Cheng Yang, 2020. "Establishing a Sustainable Sports Tourism Evaluation Framework with a Hybrid Multi-Criteria Decision-Making Model to Explore Potential Sports Tourism Attractions in Taiwan," Sustainability, MDPI, vol. 12(4), pages 1-20, February.
    6. Witold Chmielarz & Marek Zborowski, 2020. "Towards Sustainability in E-Banking Website Assessment Methods," Sustainability, MDPI, vol. 12(17), pages 1-24, August.
    7. Rita Remeikienė & Ligita Gasparėnienė & Aleksandra Fedajev & Marek Szarucki & Marija Đekić & Jolita Razumienė, 2021. "Evaluation of Sustainable Energy Development Progress in EU Member States in the Context of Building Renovation," Energies, MDPI, vol. 14(14), pages 1-22, July.
    8. Verónica Sansabas-Villalpando & Iván Juan Carlos Pérez-Olguín & Luis Asunción Pérez-Domínguez & Luis Alberto Rodríguez-Picón & Luis Carlos Mendez-González, 2019. "CODAS HFLTS Method to Appraise Organizational Culture of Innovation and Complex Technological Changes Environments," Sustainability, MDPI, vol. 11(24), pages 1-28, December.
    9. Ivana Kravčáková Vozárová & Rastislav Kotulič & Roman Vavrek, 2020. "Assessing Impacts of CAP Subsidies on Financial Performance of Enterprises in Slovak Republic," Sustainability, MDPI, vol. 12(3), pages 1-18, January.
    10. Carmelo Picone & Roberto Henke & Myriam Ruberto & Emilio Calligaris & Raffaella Zucaro, 2021. "A Synthetic Indicator for Sustainability Standards of Water Resources in Agriculture," Sustainability, MDPI, vol. 13(15), pages 1-18, July.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Marta Negri & Enrico Cagno & Claudia Colicchia & Joseph Sarkis, 2021. "Integrating sustainability and resilience in the supply chain: A systematic literature review and a research agenda," Business Strategy and the Environment, Wiley Blackwell, vol. 30(7), pages 2858-2886, November.
    2. Andrzej Lis & Agata Sudolska & Mateusz Tomanek, 2020. "Mapping Research on Sustainable Supply-Chain Management," Sustainability, MDPI, vol. 12(10), pages 1-26, May.
    3. Thies, Christian & Kieckhäfer, Karsten & Spengler, Thomas S. & Sodhi, Manbir S., 2019. "Operations research for sustainability assessment of products: A review," European Journal of Operational Research, Elsevier, vol. 274(1), pages 1-21.
    4. Harpreet Kaur & Surya Prakash Singh, 2019. "Sustainable procurement and logistics for disaster resilient supply chain," Annals of Operations Research, Springer, vol. 283(1), pages 309-354, December.
    5. Ozden Tozanli & Gazi Murat Duman & Elif Kongar & Surendra M. Gupta, 2017. "Environmentally Concerned Logistics Operations in Fuzzy Environment: A Literature Survey," Logistics, MDPI, vol. 1(1), pages 1-42, June.
    6. Shoufeng Ji & Pengyun Zhao & Tingting Ji, 2023. "A Hybrid Optimization Method for Sustainable and Flexible Design of Supply–Production–Distribution Network in the Physical Internet," Sustainability, MDPI, vol. 15(7), pages 1-34, April.
    7. Aleksander Banasik & Jacqueline M. Bloemhof-Ruwaard & Argyris Kanellopoulos & G. D. H. Claassen & Jack G. A. J. Vorst, 2018. "Multi-criteria decision making approaches for green supply chains: a review," Flexible Services and Manufacturing Journal, Springer, vol. 30(3), pages 366-396, September.
    8. Jahani, Hamed & Abbasi, Babak & Sheu, Jiuh-Biing & Klibi, Walid, 2024. "Supply chain network design with financial considerations: A comprehensive review," European Journal of Operational Research, Elsevier, vol. 312(3), pages 799-839.
    9. Fahimnia, Behnam & Jabbarzadeh, Armin & Sarkis, Joseph, 2018. "Greening versus resilience: A supply chain design perspective," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 119(C), pages 129-148.
    10. Biswas, Indranil & Raj, Alok & Srivastava, Samir K., 2018. "Supply chain channel coordination with triple bottom line approach," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 115(C), pages 213-226.
    11. Chowdhury, Nighat Afroz & Ali, Syed Mithun & Mahtab, Zuhayer & Rahman, Towfique & Kabir, Golam & Paul, Sanjoy Kumar, 2019. "A structural model for investigating the driving and dependence power of supply chain risks in the readymade garment industry," Journal of Retailing and Consumer Services, Elsevier, vol. 51(C), pages 102-113.
    12. Marcus Brandenburg & Tim Gruchmann & Nelly Oelze, 2019. "Sustainable Supply Chain Management—A Conceptual Framework and Future Research Perspectives," Sustainability, MDPI, vol. 11(24), pages 1-15, December.
    13. Weskamp, Christoph & Koberstein, Achim & Schwartz, Frank & Suhl, Leena & Voß, Stefan, 2019. "A two-stage stochastic programming approach for identifying optimal postponement strategies in supply chains with uncertain demand," Omega, Elsevier, vol. 83(C), pages 123-138.
    14. Marina Segura & Concepción Maroto & Baldomero Segura, 2019. "Quantifying the Sustainability of Products and Suppliers in Food Distribution Companies," Sustainability, MDPI, vol. 11(21), pages 1-18, October.
    15. Marwa Hannouf & Getachew Assefa, 2018. "A Life Cycle Sustainability Assessment-Based Decision-Analysis Framework," Sustainability, MDPI, vol. 10(11), pages 1-22, October.
    16. Corrente, Salvatore & Figueira, José Rui & Greco, Salvatore, 2014. "The SMAA-PROMETHEE method," European Journal of Operational Research, Elsevier, vol. 239(2), pages 514-522.
    17. Makam, Vaishno Devi & Millossovich, Pietro & Tsanakas, Andreas, 2021. "Sensitivity analysis with χ2-divergences," Insurance: Mathematics and Economics, Elsevier, vol. 100(C), pages 372-383.
    18. Hazem Ali & Ting Chen & Yunhong Hao, 2021. "Sustainable Manufacturing Practices, Competitive Capabilities, and Sustainable Performance: Moderating Role of Environmental Regulations," Sustainability, MDPI, vol. 13(18), pages 1-19, September.
    19. S. Cucurachi & E. Borgonovo & R. Heijungs, 2016. "A Protocol for the Global Sensitivity Analysis of Impact Assessment Models in Life Cycle Assessment," Risk Analysis, John Wiley & Sons, vol. 36(2), pages 357-377, February.
    20. Mallidis, Ioannis & Vlachos, Dimitrios & Iakovou, Eleftherios & Dekker, Rommert, 2014. "Design and planning for green global supply chains under periodic review replenishment policies," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 72(C), pages 210-235.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jsusta:v:11:y:2019:i:21:p:6113-:d:283007. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.