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Using Big Data for Sustainability in Supply Chain Management

Author

Listed:
  • Ricardo Chalmeta

    (Grupo de Integración y Re-Ingeniería de Sistemas (IRIS), Departamento de Lenguajes y Sistemas Informáticos, Universidad Jaume I, 12071 Castelló, Spain)

  • José-Eduardo Barqueros-Muñoz

    (Grupo de Integración y Re-Ingeniería de Sistemas (IRIS), Departamento de Lenguajes y Sistemas Informáticos, Universidad Jaume I, 12071 Castelló, Spain)

Abstract

In the literature, several frameworks have been proposed to help sustainability management in supply chains. Nevertheless, they present a number of shortcomings. With the aim of overcoming these shortcomings, this paper proposes a framework for sustainable supply chain management composed of six dimensions: methodology, organization, stakeholders, maturity model, human resources, and technology. The main innovations of the framework are that (1) it includes a methodology that acts as a guide to sustainability management and improvement in a holistic way by using a balanced scorecard for any type of supply chain and covering the whole project life cycle; (2) it combines quantitative and qualitative methods for sustainability assessment; (3) it describes the techniques and technology to be used in each task of the methodology; and (4) it identifies the past impact of SC sustainability, as well as predicting its future impact, using Big Data analytics. The practical utility, completeness, and level of detail of the framework were validated through questionnaires answered by both five academics and three professionals. In addition, the framework was applied to a case study to (1) validate its usefulness and (2) to improve it with the feedback obtained.

Suggested Citation

  • Ricardo Chalmeta & José-Eduardo Barqueros-Muñoz, 2021. "Using Big Data for Sustainability in Supply Chain Management," Sustainability, MDPI, vol. 13(13), pages 1-25, June.
  • Handle: RePEc:gam:jsusta:v:13:y:2021:i:13:p:7004-:d:579556
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    References listed on IDEAS

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    1. Gold, Stefan & Schleper, Martin C., 2017. "A pathway towards true sustainability: A recognition foundation of sustainable supply chain management," European Management Journal, Elsevier, vol. 35(4), pages 425-429.
    2. Michael Wang & Bill Wang & Ahmad Abareshi, 2020. "Blockchain Technology and Its Role in Enhancing Supply Chain Integration Capability and Reducing Carbon Emission: A Conceptual Framework," Sustainability, MDPI, vol. 12(24), pages 1-17, December.
    3. Gunasekaran, Angappa & Papadopoulos, Thanos & Dubey, Rameshwar & Wamba, Samuel Fosso & Childe, Stephen J. & Hazen, Benjamin & Akter, Shahriar, 2017. "Big data and predictive analytics for supply chain and organizational performance," Journal of Business Research, Elsevier, vol. 70(C), pages 308-317.
    4. Frank Figge & Tobias Hahn & Stefan Schaltegger & Marcus Wagner, 2002. "The Sustainability Balanced Scorecard – linking sustainability management to business strategy," Business Strategy and the Environment, Wiley Blackwell, vol. 11(5), pages 269-284, September.
    5. Venkatesh Mani & Catarina Delgado & Benjamin T. Hazen & Purvishkumar Patel, 2017. "Mitigating Supply Chain Risk via Sustainability Using Big Data Analytics: Evidence from the Manufacturing Supply Chain," Sustainability, MDPI, vol. 9(4), pages 1-21, April.
    6. Zulfiquar N. Ansari & Ravi Kant, 2017. "Exploring the Framework Development Status for Sustainability in Supply Chain Management: A Systematic Literature Synthesis and Future Research Directions," Business Strategy and the Environment, Wiley Blackwell, vol. 26(7), pages 873-892, November.
    7. Mani, Venkatesh & Gunasekaran, Angappa & Delgado, Catarina, 2018. "Enhancing supply chain performance through supplier social sustainability: An emerging economy perspective," International Journal of Production Economics, Elsevier, vol. 195(C), pages 259-272.
    8. Lea Fobbe, 2020. "Analysing Organisational Collaboration Practices for Sustainability," Sustainability, MDPI, vol. 12(6), pages 1-21, March.
    9. R Chalmeta & S Palomero, 2011. "Methodological proposal for business sustainability management by means of the Balanced Scorecard," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 62(7), pages 1344-1356, July.
    10. Pashaei Kamali, Farahnaz & Borges, João Augusto Rossi & Osseweijer, Patricia & Posada, John A., 2018. "Towards social sustainability: Screening potential social and governance issues for biojet fuel supply chains in Brazil," Renewable and Sustainable Energy Reviews, Elsevier, vol. 92(C), pages 50-61.
    11. Jung Ha-Brookshire, 2017. "Toward Moral Responsibility Theories of Corporate Sustainability and Sustainable Supply Chain," Journal of Business Ethics, Springer, vol. 145(2), pages 227-237, October.
    12. Chen, Lujie & Zhao, Xiande & Tang, Ou & Price, Lydia & Zhang, Shanshan & Zhu, Wenwen, 2017. "Supply chain collaboration for sustainability: A literature review and future research agenda," International Journal of Production Economics, Elsevier, vol. 194(C), pages 73-87.
    13. Chen, Nengcheng & Xu, Lei & Chen, Zeqiang, 2017. "Environmental efficiency analysis of the Yangtze River Economic Zone using super efficiency data envelopment analysis (SEDEA) and tobit models," Energy, Elsevier, vol. 134(C), pages 659-671.
    14. María Jesús Muñoz-Torres & María Ángeles Fernández-Izquierdo & Juana M. Rivera-Lirio & Idoya Ferrero-Ferrero & Elena Escrig-Olmedo & José Vicente Gisbert-Navarro & María Chiara Marullo, 2018. "An Assessment Tool to Integrate Sustainability Principles into the Global Supply Chain," Sustainability, MDPI, vol. 10(2), pages 1-20, February.
    15. John Holmberg & Johan Larsson, 2018. "A Sustainability Lighthouse—Supporting Transition Leadership and Conversations on Desirable Futures," Sustainability, MDPI, vol. 10(11), pages 1-25, October.
    16. Reefke, Hendrik & Sundaram, David, 2017. "Key themes and research opportunities in sustainable supply chain management – identification and evaluation," Omega, Elsevier, vol. 66(PB), pages 195-211.
    17. Susana Garrido Azevedo & Helena Carvalho & Luís M. Ferreira & João C. O. Matias, 2017. "A proposed framework to assess upstream supply chain sustainability," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 19(6), pages 2253-2273, December.
    18. Francisco-Javier Cortado & Ricardo Chalmeta, 2016. "Use of social networks as a CSR communication tool," Cogent Business & Management, Taylor & Francis Journals, vol. 3(1), pages 1187783-118, December.
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    Cited by:

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    2. Damianos P. Sakas & Nikolaos Th. Giannakopoulos, 2021. "Harvesting Crowdsourcing Platforms’ Traffic in Favour of Air Forwarders’ Brand Name and Sustainability," Sustainability, MDPI, vol. 13(15), pages 1-25, July.
    3. Jiling Li & Zekai Lin & Xiaheng Zhang, 2023. "The Study on the Effectiveness of Sustainable Customer Relationship Management: Evidence from the Online Shopping Industry," Sustainability, MDPI, vol. 15(7), pages 1-21, March.
    4. Zuhal Cilingir Uk & Cigdem Basfirinci & Amit Mitra, 2022. "Weighted Interpretive Structural Modeling for Supply Chain Risk Management: An Application to Logistics Service Providers in Turkey," Logistics, MDPI, vol. 6(3), pages 1-22, August.
    5. Rosangela de Fátima Pereira Marquesone & Tereza Cristina Melo de Brito Carvalho, 2022. "Examining the Nexus between the Vs of Big Data and the Sustainable Challenges in the Textile Industry," Sustainability, MDPI, vol. 14(8), pages 1-17, April.
    6. Anup Kumar & Santosh Kumar Shrivastav & Avinash K. Shrivastava & Rashmi Ranjan Panigrahi & Abbas Mardani & Fausto Cavallaro, 2023. "Sustainable Supply Chain Management, Performance Measurement, and Management: A Review," Sustainability, MDPI, vol. 15(6), pages 1-25, March.
    7. Pawlicka Kinga & Bal Monika, 2022. "Sustainable Supply Chain Finances implementation model and Artificial Intelligence for innovative omnichannel logistics," Management, Sciendo, vol. 26(1), pages 19-35, January.
    8. Maniyassouwe Amana & Pingfeng Liu & Mona Alariqi, 2022. "Value Creation and Capture with Big Data in Smart Phones Companies," Sustainability, MDPI, vol. 14(23), pages 1-22, November.

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