IDEAS home Printed from https://ideas.repec.org/a/spr/circec/v3y2023i2d10.1007_s43615-022-00201-w.html
   My bibliography  Save this article

Sustainability in Numbers by Data Analytics

Author

Listed:
  • Seeram Ramakrishna

    (National University of Singapore)

  • Wayne Hu
  • Rajan Jose

    (Universiti Malaysia Pahang)

Abstract

For a successful delivery of the United Nations Sustainable Development Goals (UNSDGs) and to track the progress of UNSDGs as well as identify the gaps and the areas requiring more attention, periodic analyses on the “research on sustainability” by various countries and their contribution to the topic are inevitable. This paper tracks the trends in sustainability research including the geographical distribution on sustainability research, their level of multi-disciplinarity and the cross-border collaboration, their distribution of funding with respect to the UNSDGs, and the lifecycle analyses. Cumulative publications and patents on sustainability could be fitted to an exponential function, thereby highlighting the importance of the research on sustainability in the recent past. Besides, this analytics quantifies cross-border collaborations and knowledge integration to solve critical issues as well as traditional and emerging sources to undertake sustainability research. As an important aspect of resource sustainability and circular economy, trends in publication and funding on lifecycle assessment have also been investigated. The analytics present here identify that major sustainability research volume is from the social sciences as well as business and economics sectors, whereas contributions from the engineering disciplines to develop technologies for sustainability practices are relatively lower. Similarly, funding distribution is also not evenly distributed under various SDGs; the larger share of funding has been on energy security and climate change research. Thus, this study identifies many gaps to be filled for the UNSDGs to be successful.

Suggested Citation

  • Seeram Ramakrishna & Wayne Hu & Rajan Jose, 2023. "Sustainability in Numbers by Data Analytics," Circular Economy and Sustainability, Springer, vol. 3(2), pages 643-655, June.
    • Handle: RePEc:spr:circec:v:3:y:2023:i:2:d:10.1007_s43615-022-00201-w
    DOI: 10.1007/s43615-022-00201-w
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s43615-022-00201-w
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.
    File URL: https://libkey.io/10.1007/s43615-022-00201-w?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Sinha, Avik & Mishra, Shekhar & Sharif, Arshian & Yarovaya, Larisa, 2021. "Does Green Financing help to improve the Environmental & Social Responsibility? Designing SDG framework through Advanced Quantile modelling," MPRA Paper 108150, University Library of Munich, Germany, revised 2021.
    2. Giulia Sonetti & Martin Brown & Emanuele Naboni, 2019. "About the Triggering of UN Sustainable Development Goals and Regenerative Sustainability in Higher Education," Sustainability, MDPI, vol. 11(1), pages 1-17, January.
    3. Shoukohyar, Sajjad & Seddigh, Mohammad Reza, 2020. "Uncovering the dark and bright sides of implementing collaborative forecasting throughout sustainable supply chains: An exploratory approach," Technological Forecasting and Social Change, Elsevier, vol. 158(C).
    4. Rustico, Erica & Dimitrov, Stanko, 2022. "Environmental taxation: The impact of carbon tax policy commitment on technology choice and social welfare," International Journal of Production Economics, Elsevier, vol. 243(C).
    5. Piyapong Janmaimool & Jaruwan Chontanawat, 2021. "Do University Students Base Decisions to Engage in Sustainable Energy Behaviors on Affective or Cognitive Attitudes?," Sustainability, MDPI, vol. 13(19), pages 1-18, September.
    6. Rosario Michel-Villarreal & Eliseo Luis Vilalta-Perdomo & Maurizio Canavari & Martin Hingley, 2021. "Resilience and Digitalization in Short Food Supply Chains: A Case Study Approach," Sustainability, MDPI, vol. 13(11), pages 1-23, May.
    7. Mariana Oliveira & Mécia Miguel & Sven Kevin Langen & Amos Ncube & Amalia Zucaro & Gabriella Fiorentino & Renato Passaro & Remo Santagata & Nick Coleman & Benjamin H. Lowe & Sergio Ulgiati & Andrea Ge, 2021. "Circular Economy and the Transition to a Sustainable Society: Integrated Assessment Methods for a New Paradigm," Circular Economy and Sustainability, Springer, vol. 1(1), pages 99-113, June.
    8. Zeplin Jiwa Husada Tarigan & Hotlan Siagian & Ferry Jie, 2021. "Impact of Internal Integration, Supply Chain Partnership, Supply Chain Agility, and Supply Chain Resilience on Sustainable Advantage," Sustainability, MDPI, vol. 13(10), pages 1-18, May.
    9. Liang Dong & Zhaowen Liu & Yuli Bian, 2021. "Match Circular Economy and Urban Sustainability: Re-investigating Circular Economy Under Sustainable Development Goals (SDGs)," Circular Economy and Sustainability, Springer, vol. 1(1), pages 243-256, June.
    10. Emily Elhacham & Liad Ben-Uri & Jonathan Grozovski & Yinon M. Bar-On & Ron Milo, 2020. "Global human-made mass exceeds all living biomass," Nature, Nature, vol. 588(7838), pages 442-444, December.
    11. Andrea Cecchin & Roberta Salomone & Pauline Deutz & Andrea Raggi & Laura Cutaia, 2021. "What Is in a Name? The Rising Star of the Circular Economy as a Resource-Related Concept for Sustainable Development," Circular Economy and Sustainability, Springer, vol. 1(1), pages 83-97, June.
    12. Qiaoyan Sheng & Xuan Zheng & Nian Zhong, 2021. "Financing for sustainability: Empirical analysis of green bond premium and issuer heterogeneity," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 107(3), pages 2641-2651, July.
    Full references (including those not matched with items on IDEAS)

    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. Giusy Chesini, 2024. "Can Sovereign Green Bonds Accelerate the Transition to Net-Zero Greenhouse Gas Emissions?," International Advances in Economic Research, Springer;International Atlantic Economic Society, vol. 30(2), pages 177-197, May.
    2. Zhou, Yuwen & Tian, Lixin & Yang, Xiaoguang & Wan, Bingyue, 2024. "Robust green Schumpeterian endogenous growth model and spatial Kuznets curve," Energy Economics, Elsevier, vol. 133(C).
    3. Sharma, Rajesh & Shahbaz, Muhammad & Sinha, Avik & Vo, Xuan Vinh, 2021. "Examining the temporal impact of stock market development on carbon intensity: Evidence from South Asian countries," MPRA Paper 108925, University Library of Munich, Germany, revised 2021.
    4. Xu, Deyi & Sheraz, Muhammad & Hassan, Arshad & Sinha, Avik & Ullah, Saif, 2022. "Financial development, renewable energy and CO2 emission in G7 countries: New evidence from non-linear and asymmetric analysis," Energy Economics, Elsevier, vol. 109(C).
    5. Wang, Kai-Hua & Zhao, Yan-Xin & Jiang, Cui-Feng & Li, Zheng-Zheng, 2022. "Does green finance inspire sustainable development? Evidence from a global perspective," Economic Analysis and Policy, Elsevier, vol. 75(C), pages 412-426.
    6. Cheng, Ya & Sinha, Avik & Ghosh, Vinit & Sengupta, Tuhin & Luo, Huawei, 2021. "Carbon Tax and Energy Innovation at Crossroads of Carbon Neutrality: Designing a Sustainable Decarbonization Policy," MPRA Paper 108185, University Library of Munich, Germany, revised 2021.
    7. Lee, Chien-Chiang & Wang, Fuhao & Chang, Yu-Fang, 2023. "Towards net-zero emissions: Can green bond policy promote green innovation and green space?," Energy Economics, Elsevier, vol. 121(C).
    8. Giorgio Mion & Angela Broglia & Angelo Bonfanti, 2019. "Do Codes of Ethics Reveal a University’s Commitment to Sustainable Development? Evidence from Italy," Sustainability, MDPI, vol. 11(4), pages 1-18, February.
    9. Maione, A. & Massarotti, N. & Santagata, R. & Ulgiati, S. & Vanoli, L., 2023. "Integrated environmental accounting of a geothermal grid," Renewable and Sustainable Energy Reviews, Elsevier, vol. 185(C).
    10. Doğan, Buhari & Trabelsi, Nader & Tiwari, Aviral Kumar & Ghosh, Sudeshna, 2023. "Dynamic dependence and causality between crude oil, green bonds, commodities, geopolitical risks, and policy uncertainty," The Quarterly Review of Economics and Finance, Elsevier, vol. 89(C), pages 36-62.
    11. Huston, Simon, 2020. "Academic letter on French Indochina War: metaphors for strategic insight," OSF Preprints 2p9by, Center for Open Science.
    12. Naeem, Muhammad Abubakr & Appiah, Michael & Karim, Sitara & Yarovaya, Larisa, 2023. "What abates environmental efficiency in African economies? Exploring the influence of infrastructure, industrialization, and innovation," Technological Forecasting and Social Change, Elsevier, vol. 186(PB).
    13. Susan, Enyang Besong & Pan, Yanchun, 2024. "Trust as a determinant of green finance through information sharing and technological penetration: Integrating the moderation of governance for sustainable growth," Technology in Society, Elsevier, vol. 77(C).
    14. Xiao, Yihao & Xue, Yahui, 2024. "A review on application of microwave in cement life cycle," Renewable and Sustainable Energy Reviews, Elsevier, vol. 199(C).
    15. Liu, Qingrui & Tang, Lu, 2022. "Research on the accelerating effect of green finance on the transformation of energy consumption in China," Research in International Business and Finance, Elsevier, vol. 63(C).
    16. Cecília Szigeti & Zoltán Major & Dániel Róbert Szabó & Áron Szennay, 2023. "The Ecological Footprint of Construction Materials—A Standardized Approach from Hungary," Resources, MDPI, vol. 12(1), pages 1-15, January.
    17. Miguel Reyna-Castillo & Alejandro Santiago & Salvador Ibarra Martínez & José Antonio Castán Rocha, 2022. "Social Sustainability and Resilience in Supply Chains of Latin America on COVID-19 Times: Classification Using Evolutionary Fuzzy Knowledge," Mathematics, MDPI, vol. 10(14), pages 1-18, July.
    18. Ji, Jingna & Li, Tao & Yang, Lei, 2023. "Pricing and carbon reduction strategies for vertically differentiated firms under Cap-and-Trade regulation," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 171(C).
    19. Hans Eickhoff, 2024. "The appeal of the circular economy revisited: on track for transformative change or enabler of moral licensing?," Palgrave Communications, Palgrave Macmillan, vol. 11(1), pages 1-8, December.
    20. Carla Farinha & Sandra Caeiro & Ulisses Azeiteiro, 2019. "Sustainability Strategies in Portuguese Higher Education Institutions: Commitments and Practices from Internal Insights," Sustainability, MDPI, vol. 11(11), pages 1-25, June.

    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:spr:circec:v:3:y:2023:i:2:d:10.1007_s43615-022-00201-w. 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: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.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.