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Sustainability, Big Data and Mathematical Techniques: A Bibliometric Review

Author

Listed:
  • Matilde Lafuente-Lechuga

    (Faculty of Economics and Business, University of Murcia, 30100 Murcia, Spain)

  • Javier Cifuentes-Faura

    (Faculty of Economics and Business, University of Murcia, 30100 Murcia, Spain)

  • Ursula Faura-Martínez

    (Faculty of Economics and Business, University of Murcia, 30100 Murcia, Spain)

Abstract

This article has reviewed international research, up to the first half of 2021, focused on sustainability, big data and the mathematical techniques used for its analysis. In addition, a study of the spatial component (city, region, nation and beyond) of the works has been carried out and an analysis has been made of which Sustainable Development Goals (SDGs) have received the most attention. A bibliometric analysis and a fractal cluster analysis were performed on the papers published in the Web of Science. The results show a continuous increase in the number of published articles and citations over the whole period, demonstrating a growing interest in this topic. China, the United States and India are the most productive countries and there are more papers at the regional level. It has been found that the environmental dimension is the most studied and the least studied is the social dimension. The mathematical techniques used in the empirical work are mainly regression analysis, neural networks and multi-criteria decision methods. SDG9 and SDG11 are the most worked on. The trend shows a convergence in recent years towards big data applied to supply chains, Industry 4.0 and the achievement of sustainable cities.

Suggested Citation

  • Matilde Lafuente-Lechuga & Javier Cifuentes-Faura & Ursula Faura-Martínez, 2021. "Sustainability, Big Data and Mathematical Techniques: A Bibliometric Review," Mathematics, MDPI, vol. 9(20), pages 1-21, October.
  • Handle: RePEc:gam:jmathe:v:9:y:2021:i:20:p:2557-:d:654773
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    References listed on IDEAS

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    1. Bohringer, Christoph & Jochem, Patrick E.P., 2007. "Measuring the immeasurable -- A survey of sustainability indices," Ecological Economics, Elsevier, vol. 63(1), pages 1-8, June.
    2. Aria, Massimo & Cuccurullo, Corrado, 2017. "bibliometrix: An R-tool for comprehensive science mapping analysis," Journal of Informetrics, Elsevier, vol. 11(4), pages 959-975.
    3. Axel G. Rossberg, 2018. "On the mathematics of sustainability," Nature Sustainability, Nature, vol. 1(11), pages 615-616, November.
    4. van Eck, Nees Jan & Waltman, Ludo, 2014. "CitNetExplorer: A new software tool for analyzing and visualizing citation networks," Journal of Informetrics, Elsevier, vol. 8(4), pages 802-823.
    5. Chaomei Chen, 2006. "CiteSpace II: Detecting and visualizing emerging trends and transient patterns in scientific literature," Journal of the American Society for Information Science and Technology, Association for Information Science & Technology, vol. 57(3), pages 359-377, February.
    6. M.J. Cobo & A.G. López-Herrera & E. Herrera-Viedma & F. Herrera, 2012. "SciMAT: A new science mapping analysis software tool," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 63(8), pages 1609-1630, August.
    7. Szopik-Depczyńska, Katarzyna & Kędzierska-Szczepaniak, Angelika & Szczepaniak, Krzysztof & Cheba, Katarzyna & Gajda, Waldemar & Ioppolo, Giuseppe, 2018. "Innovation in sustainable development: an investigation of the EU context using 2030 agenda indicators," Land Use Policy, Elsevier, vol. 79(C), pages 251-262.
    8. Amankwah-Amoah, Joseph, 2016. "An integrative process model of organisational failure," Journal of Business Research, Elsevier, vol. 69(9), pages 3388-3397.
    9. Nees Jan Eck & Ludo Waltman, 2010. "Software survey: VOSviewer, a computer program for bibliometric mapping," Scientometrics, Springer;Akadémiai Kiadó, vol. 84(2), pages 523-538, August.
    10. Rodríguez-Soler, Rocío & Uribe-Toril, Juan & De Pablo Valenciano, Jaime, 2020. "Worldwide trends in the scientific production on rural depopulation, a bibliometric analysis using bibliometrix R-tool," Land Use Policy, Elsevier, vol. 97(C).
    11. Liu, Gang, 2014. "Development of a general sustainability indicator for renewable energy systems: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 31(C), pages 611-621.
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    Cited by:

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