IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v12y2020i10p4108-d359480.html
   My bibliography  Save this article

Sustainable Supply Chain in the Era of Industry 4.0 and Big Data: A Systematic Analysis of Literature and Research

Author

Listed:
  • Ricardo Chalmeta

    (Grupo de Investigación en Integración y Re-Ingeniería de sistemas (IRIS), Departamento de Lenguajes y Sistemas informáticos, Universitat Jaume I, 12006 Castellón, Spain)

  • Nestor J. Santos-deLeón

    (Grupo de Investigación en Integración y Re-Ingeniería de sistemas (IRIS), Departamento de Lenguajes y Sistemas informáticos, Universitat Jaume I, 12006 Castellón, Spain)

Abstract

Supply chain sustainability (SCS) in the age of Industry 4.0 and Big Data is a growing area of research. However, there are no systematic and extensive studies that classify the different types of research and examine the general trends in this area of research. This paper reviews the literature on sustainability, Big Data, Industry 4.0 and supply chain management published since 2009 and provides a thorough insight into the field by using bibliometric and network analysis techniques. A total of 87 articles published in the past 10 years were evaluated and the top contributing authors, countries, and key research topics were identified. Furthermore, the most influential works based on citations and PageRank were obtained and compared. Finally, six research categories were proposed in which scholars could be encouraged to expand Big Data and Industry 4.0 research on SCS. This paper contributes to the literature on SCS in the age of Industry 4.0 by discussing the challenges facing current research but also, more importantly, by identifying and proposing these six research categories and future research directions.

Suggested Citation

  • Ricardo Chalmeta & Nestor J. Santos-deLeón, 2020. "Sustainable Supply Chain in the Era of Industry 4.0 and Big Data: A Systematic Analysis of Literature and Research," Sustainability, MDPI, vol. 12(10), pages 1-24, May.
    • Handle: RePEc:gam:jsusta:v:12:y:2020:i:10:p:4108-:d:359480
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/12/10/4108/pdf
    Download Restriction: no
    File URL: https://www.mdpi.com/2071-1050/12/10/4108/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Wang, Gang & Gunasekaran, Angappa & Ngai, Eric W.T. & Papadopoulos, Thanos, 2016. "Big data analytics in logistics and supply chain management: Certain investigations for research and applications," International Journal of Production Economics, Elsevier, vol. 176(C), pages 98-110.
    2. Andrew Thomas & Claire Haven-Tang & Richard Barton & Rachel Mason-Jones & Mark Francis & Paul Byard, 2018. "Smart Systems Implementation in UK Food Manufacturing Companies: A Sustainability Perspective," Sustainability, MDPI, vol. 10(12), pages 1-17, December.
    3. Otto, Andreas & Kotzab, Herbert, 2003. "Does supply chain management really pay? Six perspectives to measure the performance of managing a supply chain," European Journal of Operational Research, Elsevier, vol. 144(2), pages 306-320, January.
    4. Philippe Mongeon & Adèle Paul-Hus, 2016. "The journal coverage of Web of Science and Scopus: a comparative analysis," Scientometrics, Springer;Akadémiai Kiadó, vol. 106(1), pages 213-228, January.
    5. Cerchione, Roberto & Esposito, Emilio, 2016. "A systematic review of supply chain knowledge management research: State of the art and research opportunities," International Journal of Production Economics, Elsevier, vol. 182(C), pages 276-292.
    6. Ahearn, Mary Clare & Armbruster, Walt & Young, Robert, 2016. "Big Data's Potential to Improve Food Supply Chain Environmental Sustainability and Food Safety," International Food and Agribusiness Management Review, International Food and Agribusiness Management Association, vol. 19(A), pages 1-18, June.
    7. Ganjar Alfian & Muhammad Syafrudin & Jongtae Rhee, 2017. "Real-Time Monitoring System Using Smartphone-Based Sensors and NoSQL Database for Perishable Supply Chain," Sustainability, MDPI, vol. 9(11), pages 1-17, November.
    8. 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.
    9. Kuan Chung Lin & Joseph Z. Shyu & Kun Ding, 2017. "A Cross-Strait Comparison of Innovation Policy under Industry 4.0 and Sustainability Development Transition," Sustainability, MDPI, vol. 9(5), pages 1-17, May.
    10. Chae, Bongsug (Kevin), 2015. "Insights from hashtag #supplychain and Twitter Analytics: Considering Twitter and Twitter data for supply chain practice and research," International Journal of Production Economics, Elsevier, vol. 165(C), pages 247-259.
    11. Shoufeng Ji & Qi Sun, 2017. "Low-Carbon Planning and Design in B&R Logistics Service: A Case Study of an E-Commerce Big Data Platform in China," Sustainability, MDPI, vol. 9(11), pages 1-27, November.
    12. Leonilde Varela & Adriana Araújo & Paulo Ávila & Hélio Castro & Goran Putnik, 2019. "Evaluation of the Relation between Lean Manufacturing, Industry 4.0, and Sustainability," Sustainability, MDPI, vol. 11(5), pages 1-19, March.
    13. Akhtar, Pervaiz & Tse, Ying Kei & Khan, Zaheer & Rao-Nicholson, Rekha, 2016. "Data-driven and adaptive leadership contributing to sustainability: global agri-food supply chains connected with emerging markets," International Journal of Production Economics, Elsevier, vol. 181(PB), pages 392-401.
    14. 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.
    15. Dominik Zimon & Jonah Tyan & Robert Sroufe, 2019. "Implementing Sustainable Supply Chain Management: Reactive, Cooperative, and Dynamic Models," Sustainability, MDPI, vol. 11(24), pages 1-22, December.
    16. Keith H Coble & Ashok K Mishra & Shannon Ferrell & Terry Griffin, 2018. "Big Data in Agriculture: A Challenge for the Future," Applied Economic Perspectives and Policy, Agricultural and Applied Economics Association, vol. 40(1), pages 79-96.
    17. C. Malesios & S. Psarakis, 2014. "Comparison of the h-index for different fields of research using bootstrap methodology," Quality & Quantity: International Journal of Methodology, Springer, vol. 48(1), pages 521-545, January.
    18. Judit Nagy & Judit Oláh & Edina Erdei & Domicián Máté & József Popp, 2018. "The Role and Impact of Industry 4.0 and the Internet of Things on the Business Strategy of the Value Chain—The Case of Hungary," Sustainability, MDPI, vol. 10(10), pages 1-25, September.
    19. Weng-Kun Liu & Chia-Chun Yen, 2016. "Optimizing Bus Passenger Complaint Service through Big Data Analysis: Systematized Analysis for Improved Public Sector Management," Sustainability, MDPI, vol. 8(12), pages 1-21, December.
    20. Rui-Yang Chen, 2015. "Intelligent IoT-Enabled System in Green Supply Chain using Integrated FCM Method," International Journal of Business Analytics (IJBAN), IGI Global, vol. 2(3), pages 47-66, July.
    21. 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.
    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. Burak Eldem & Aldona Kluczek & Jan Bagiński, 2022. "The COVID-19 Impact on Supply Chain Operations of Automotive Industry: A Case Study of Sustainability 4.0 Based on Sense–Adapt–Transform Framework," Sustainability, MDPI, vol. 14(10), pages 1-32, May.
    2. Joash Mageto, 2021. "Big Data Analytics in Sustainable Supply Chain Management: A Focus on Manufacturing Supply Chains," Sustainability, MDPI, vol. 13(13), pages 1-22, June.
    3. Fernando Garrigós-Simón & Silvia Sanz-Blas & Yeamduan Narangajavana & Daniela Buzova, 2021. "The Nexus between Big Data and Sustainability: An Analysis of Current Trends and Developments," Sustainability, MDPI, vol. 13(12), pages 1-24, June.
    4. Prima Denny Sentia & Syaimak Abdul Shukor & Amelia Natasya Abdul Wahab & Muriati Mukhtar, 2023. "Logistic distribution in humanitarian supply chain management: a thematic literature review and future research," Annals of Operations Research, Springer, vol. 323(1), pages 175-201, April.
    5. Paula Morella & María Pilar Lambán & Jesús Royo & Juan Carlos Sánchez & Jaime Latapia, 2023. "Technologies Associated with Industry 4.0 in Green Supply Chains: A Systematic Literature Review," Sustainability, MDPI, vol. 15(12), pages 1-24, June.
    6. Kazancoglu, Yigit & Sagnak, Muhittin & Mangla, Sachin Kumar & Sezer, Muruvvet Deniz & Pala, Melisa Ozbiltekin, 2021. "A fuzzy based hybrid decision framework to circularity in dairy supply chains through big data solutions," Technological Forecasting and Social Change, Elsevier, vol. 170(C).
    7. Patrik Richnák & Helena Fidlerová, 2022. "Impact and Potential of Sustainable Development Goals in Dimension of the Technological Revolution Industry 4.0 within the Analysis of Industrial Enterprises," Energies, MDPI, vol. 15(10), pages 1-20, May.
    8. Viviana D’Angelo & Valeria Belvedere, 2023. "Green Supply Chains and Digital Supply Chains: Identifying Overlapping Areas," Sustainability, MDPI, vol. 15(12), pages 1-18, June.
    9. Ahmed Zainul Abideen & Veera Pandiyan Kaliani Sundram & Jaafar Pyeman & Abdul Kadir Othman & Shahryar Sorooshian, 2021. "Food Supply Chain Transformation through Technology and Future Research Directions—A Systematic Review," Logistics, MDPI, vol. 5(4), pages 1-24, November.
    10. Valentina Constanta Tudor & Toma Adrian Dinu & Marius Vladu & Dragoș Smedescu & Ionela Mituko Vlad & Eduard Alexandru Dumitru & Cristina Maria Sterie & Carmen Luiza Costuleanu, 2022. "Labour Implications on Agricultural Production in Romania," Sustainability, MDPI, vol. 14(14), pages 1-22, July.
    11. Emil Jatib Khatib & Raquel Barco, 2021. "Optimization of 5G Networks for Smart Logistics," Energies, MDPI, vol. 14(6), pages 1-19, March.

    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. Mohammadreza Akbari & John L. Hopkins, 2022. "Digital technologies as enablers of supply chain sustainability in an emerging economy," Operations Management Research, Springer, vol. 15(3), pages 689-710, December.
    2. Abbate, Stefano & Centobelli, Piera & Cerchione, Roberto, 2023. "The digital and sustainable transition of the agri-food sector," Technological Forecasting and Social Change, Elsevier, vol. 187(C).
    3. 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.
    4. Piccarozzi, Michela & Silvestri, Cecilia & Aquilani, Barbara & Silvestri, Luca, 2022. "Is this a new story of the ‘Two Giants’? A systematic literature review of the relationship between industry 4.0, sustainability and its pillars," Technological Forecasting and Social Change, Elsevier, vol. 177(C).
    5. Kamble, Sachin S. & Gunasekaran, Angappa & Gawankar, Shradha A., 2020. "Achieving sustainable performance in a data-driven agriculture supply chain: A review for research and applications," International Journal of Production Economics, Elsevier, vol. 219(C), pages 179-194.
    6. Leonardo de Assis Santos & Leonardo Marques, 2022. "Big data analytics for supply chain risk management: research opportunities at process crossroads," Post-Print hal-03766121, HAL.
    7. Fu, Shuke & Ge, Yingchen & Hao, Yu & Peng, Jiachao & Tian, Jiali, 2024. "Energy supply chain efficiency in the digital era: Evidence from China's listed companies," Energy Economics, Elsevier, vol. 134(C).
    8. Tomas Cherkos Kassaneh & Ettore Bolisani & Juan-Gabriel Cegarra-Navarro, 2021. "Knowledge Management Practices for Sustainable Supply Chain Management: A Challenge for Business Education," Sustainability, MDPI, vol. 13(5), pages 1-15, March.
    9. Yugang He & Renhong Wu & Yong-Jae Choi, 2021. "International Logistics and Cross-Border E-Commerce Trade: Who Matters Whom?," Sustainability, MDPI, vol. 13(4), pages 1-20, February.
    10. Chen, Xi & Wong, Tse Chiu, 2021. "Application of social media data in supply chain management : A systematic review," Chapters from the Proceedings of the Hamburg International Conference of Logistics (HICL), in: Kersten, Wolfgang & Ringle, Christian M. & Blecker, Thorsten (ed.), Adapting to the Future: How Digitalization Shapes Sustainable Logistics and Resilient Supply Chain Management. Proceedings of the Hamburg Internationa, volume 31, pages 499-523, Hamburg University of Technology (TUHH), Institute of Business Logistics and General Management.
    11. Judit Nagy & Judit Oláh & Edina Erdei & Domicián Máté & József Popp, 2018. "The Role and Impact of Industry 4.0 and the Internet of Things on the Business Strategy of the Value Chain—The Case of Hungary," Sustainability, MDPI, vol. 10(10), pages 1-25, September.
    12. Sehrish Atif & Shehzad Ahmed & Muhammad Wasim & Bassam Zeb & Zeeshan Pervez & Lorraine Quinn, 2021. "Towards a Conceptual Development of Industry 4.0, Servitisation, and Circular Economy: A Systematic Literature Review," Sustainability, MDPI, vol. 13(11), pages 1-27, June.
    13. Ayman wael AL-Khatib & Ahmed Shuhaiber, 2022. "Green Intellectual Capital and Green Supply Chain Performance: Does Big Data Analytics Capabilities Matter?," Sustainability, MDPI, vol. 14(16), pages 1-23, August.
    14. Mokhtar, Ahmad Rais Mohamad & Genovese, Andrea & Brint, Andrew & Kumar, Niraj, 2019. "Supply chain leadership: A systematic literature review and a research agenda," International Journal of Production Economics, Elsevier, vol. 216(C), pages 255-273.
    15. Andreas Thöni & Alfred Taudes & A Min Tjoa, 2018. "An information system for assessing the likelihood of child labor in supplier locations leveraging Bayesian networks and text mining," Information Systems and e-Business Management, Springer, vol. 16(2), pages 443-476, May.
    16. Lineth Rodríguez & Mihalis Giannakis & Catherine da Cunha, 2018. "Investigating the Enablers of Big Data Analytics on Sustainable Supply Chain," Post-Print hal-01982533, HAL.
    17. Orestis K. Efthymiou & Stavros T. Ponis, 2021. "Industry 4.0 Technologies and Their Impact in Contemporary Logistics: A Systematic Literature Review," Sustainability, MDPI, vol. 13(21), pages 1-27, October.
    18. Ewa Stawiarska & Danuta Szwajca & Mirosław Matusek & Radosław Wolniak, 2021. "Diagnosis of the Maturity Level of Implementing Industry 4.0 Solutions in Selected Functional Areas of Management of Automotive Companies in Poland," Sustainability, MDPI, vol. 13(9), pages 1-38, April.
    19. Vaibhav S. Narwane & Rakesh D. Raut & Sachin Kumar Mangla & Manoj Dora & Balkrishna E. Narkhede, 2023. "Risks to Big Data Analytics and Blockchain Technology Adoption in Supply Chains," Annals of Operations Research, Springer, vol. 327(1), pages 339-374, August.
    20. Ionica Oncioiu & Ovidiu Constantin Bunget & Mirela Cătălina Türkeș & Sorinel Căpușneanu & Dan Ioan Topor & Attila Szora Tamaș & Ileana-Sorina Rakoș & Mihaela Ștefan Hint, 2019. "The Impact of Big Data Analytics on Company Performance in Supply Chain Management," Sustainability, MDPI, vol. 11(18), pages 1-22, September.

    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:12:y:2020:i:10:p:4108-:d:359480. 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.