IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v14y2022i4p2085-d747605.html
   My bibliography  Save this article

Sustainable Transitions Narratives: An Analysis of the Literature through Topic Modelling

Author

Listed:
  • Gianluca Stefani

    (Department of Economics and Management, University of Florence, 50127 Florence, Italy)

  • Mario Biggeri

    (Department of Economics and Management, University of Florence, 50127 Florence, Italy)

  • Lucia Ferrone

    (Department of Economics and Management, University of Florence, 50127 Florence, Italy)

Abstract

A large and fast-growing field of studies, known as sustainability transitions, emerged at the end of the 1990s, relying on a number of theoretical approaches. Transition management, strategic niche management, sociotechnical transition and technological innovation systems are among the most popular frameworks used to theorize sustainability transitions, although other approaches have been used as well. Our research analyses a specific corpus of text composed of approximately 3500 abstracts of papers collected in the Scopus database related to the term sustainability transition with the help of machine learning techniques. We explore related subfields of this literature, both related to theoretical framework or sectoral focus and their evolution across years and publication outlets, depicting different sustainability narratives.

Suggested Citation

  • Gianluca Stefani & Mario Biggeri & Lucia Ferrone, 2022. "Sustainable Transitions Narratives: An Analysis of the Literature through Topic Modelling," Sustainability, MDPI, vol. 14(4), pages 1-25, February.
  • Handle: RePEc:gam:jsusta:v:14:y:2022:i:4:p:2085-:d:747605
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/14/4/2085/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2071-1050/14/4/2085/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Rogge, Karoline S. & Schleich, Joachim, 2018. "Do policy mix characteristics matter for low-carbon innovation? A survey-based exploration of renewable power generation technologies in Germany," Research Policy, Elsevier, vol. 47(9), pages 1639-1654.
    2. Matthew Gentzkow & Bryan Kelly & Matt Taddy, 2019. "Text as Data," Journal of Economic Literature, American Economic Association, vol. 57(3), pages 535-574, September.
    3. Minttu Laukkanen & Samuli Patala, 2014. "Analysing Barriers To Sustainable Business Model Innovations: Innovation Systems Approach," International Journal of Innovation Management (ijim), World Scientific Publishing Co. Pte. Ltd., vol. 18(06), pages 1-21.
    4. Hilde Nykamp, 2020. "Policy Mix for a Transition to Sustainability: Green Buildings in Norway," Sustainability, MDPI, vol. 12(2), pages 1-17, January.
    5. Vasiliki Kioupi & Nikolaos Voulvoulis, 2019. "Education for Sustainable Development: A Systemic Framework for Connecting the SDGs to Educational Outcomes," Sustainability, MDPI, vol. 11(21), pages 1-18, November.
    6. Miklós Antal & Kamilla Karhunmaa, 2018. "The German energy transition in the British, Finnish and Hungarian news media," Nature Energy, Nature, vol. 3(11), pages 994-1001, November.
    7. Csereklyei, Zsuzsanna & Anantharama, Nandini & Kallies, Anne, 2021. "Electricity market transitions in Australia: Evidence using model-based clustering," Energy Economics, Elsevier, vol. 103(C).
    8. Edsand, Hans-Erik, 2019. "Technological innovation system and the wider context: A framework for developing countries," Technology in Society, Elsevier, vol. 58(C).
    9. Puech, Camille & Brulaire, Arnaud & Paraiso, Jérôme & Faloya, Vincent, 2021. "Collective design of innovative agroecological cropping systems for the industrial vegetable sector," Agricultural Systems, Elsevier, vol. 191(C).
    10. Geels, Frank W. & Kern, Florian & Fuchs, Gerhard & Hinderer, Nele & Kungl, Gregor & Mylan, Josephine & Neukirch, Mario & Wassermann, Sandra, 2016. "The enactment of socio-technical transition pathways: A reformulated typology and a comparative multi-level analysis of the German and UK low-carbon electricity transitions (1990–2014)," Research Policy, Elsevier, vol. 45(4), pages 896-913.
    11. Fridahl, Mathias, 2017. "Socio-political prioritization of bioenergy with carbon capture and storage," Energy Policy, Elsevier, vol. 104(C), pages 89-99.
    12. Susan Athey & Guido W. Imbens, 2019. "Machine Learning Methods That Economists Should Know About," Annual Review of Economics, Annual Reviews, vol. 11(1), pages 685-725, August.
    13. Athey, Susan & Imbens, Guido W., 2019. "Machine Learning Methods Economists Should Know About," Research Papers 3776, Stanford University, Graduate School of Business.
    14. Levidow, Les & Upham, Paul, 2017. "Linking the multi-level perspective with social representations theory: Gasifiers as a niche innovation reinforcing the energy-from-waste (EfW) regime," Technological Forecasting and Social Change, Elsevier, vol. 120(C), pages 1-13.
    15. Markard, Jochen & Raven, Rob & Truffer, Bernhard, 2012. "Sustainability transitions: An emerging field of research and its prospects," Research Policy, Elsevier, vol. 41(6), pages 955-967.
    16. Lomax, Guy & Workman, Mark & Lenton, Timothy & Shah, Nilay, 2015. "Reframing the policy approach to greenhouse gas removal technologies," Energy Policy, Elsevier, vol. 78(C), pages 125-136.
    17. Geels, Frank W., 2002. "Technological transitions as evolutionary reconfiguration processes: a multi-level perspective and a case-study," Research Policy, Elsevier, vol. 31(8-9), pages 1257-1274, December.
    18. Emily Creamer & Simon Allen & Claire Haggett, 2019. "‘Incomers’ leading ‘community-led’ sustainability initiatives: A contradiction in terms?," Environment and Planning C, , vol. 37(5), pages 946-964, August.
    19. Christoph Görg & Ulrich Brand & Helmut Haberl & Diana Hummel & Thomas Jahn & Stefan Liehr, 2017. "Challenges for Social-Ecological Transformations: Contributions from Social and Political Ecology," Sustainability, MDPI, vol. 9(7), pages 1-21, June.
    20. Kuokkanen, A. & Nurmi, A. & Mikkilä, M. & Kuisma, M. & Kahiluoto, H. & Linnanen, L., 2018. "Agency in regime destabilization through the selection environment: The Finnish food system’s sustainability transition," Research Policy, Elsevier, vol. 47(8), pages 1513-1522.
    21. Katja Brundiers & Arnim Wiek & Braden Kay, 2013. "The Role of Transacademic Interface Managers in Transformational Sustainability Research and Education," Sustainability, MDPI, vol. 5(11), pages 1-23, October.
    22. Healy, Noel & Barry, John, 2017. "Politicizing energy justice and energy system transitions: Fossil fuel divestment and a “just transition”," Energy Policy, Elsevier, vol. 108(C), pages 451-459.
    23. Muhammad Yunus & Mario Biggeri & Enrico Testi, 2021. "Social Economy and Social Business Supporting Policies for Sustainable Human Development in a Post-COVID-19 World," Sustainability, MDPI, vol. 13(21), pages 1-14, November.
    24. Li, Aitong & Xu, Yuan & Shiroyama, Hideaki, 2019. "Solar lobby and energy transition in Japan," Energy Policy, Elsevier, vol. 134(C).
    25. Mavrot, Céline & Hadorn, Susanne & Sager, Fritz, 2019. "Mapping the mix: Linking instruments, settings and target groups in the study of policy mixes," Research Policy, Elsevier, vol. 48(10).
    26. Chen, Xu & Li, Zhongshu & Gallagher, Kevin P. & Mauzerall, Denise L., 2021. "Financing carbon lock-in in developing countries: Bilateral financing for power generation technologies from China, Japan, and the United States," Applied Energy, Elsevier, vol. 300(C).
    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. Aschemann-Witzel, Jessica & Mulders, Maartje D.G.H. & Mouritzen, Simone Lykke Tranholm, 2023. "Outside-in and bottom-up: Using sustainability transitions to understand the development phases of mainstreaming plant-based in the food sector in a meat and dairy focused economy," Technological Forecasting and Social Change, Elsevier, vol. 197(C).
    2. Leonardo Cei & Gianluca Stefani & Luca Rossetto, 2024. "Twenty Years of Socio-Economic Research on Organic Agriculture Across the World: Looking at the Past to Be Ready for the Future," Agriculture, MDPI, vol. 14(11), pages 1-23, October.
    3. Abel, Dennis & Lieth, Jonas & Jünger, Stefan, 2024. "Mapping the spatial turn in social science energy research. A computational literature review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 201(C).

    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. Jain, Sanjay, 2020. "Fumbling to the future? Socio-technical regime change in the recorded music industry," Technological Forecasting and Social Change, Elsevier, vol. 158(C).
    2. Edmondson, Duncan L. & Kern, Florian & Rogge, Karoline S., 2019. "The co-evolution of policy mixes and socio-technical systems: Towards a conceptual framework of policy mix feedback in sustainability transitions," Research Policy, Elsevier, vol. 48(10).
    3. Daniel Levy & Tamir Mayer & Alon Raviv, 2020. "Academic Scholarship in Light of the 2008 Financial Crisis: Textual Analysis of NBER Working Papers," Working Papers hal-02488796, HAL.
    4. Combes, Pierre-Philippe & Gobillon, Laurent & Zylberberg, Yanos, 2022. "Urban economics in a historical perspective: Recovering data with machine learning," Regional Science and Urban Economics, Elsevier, vol. 94(C).
    5. André Sorensen & Anna-Katharina Brenner, 2021. "Cities, Urban Property Systems, and Sustainability Transitions: Contested Processes of Institutional Change and the Regulation of Urban Property Development," Sustainability, MDPI, vol. 13(15), pages 1-19, July.
    6. Karoliina Isoaho & Jochen Markard, 2020. "The Politics of Technology Decline: Discursive Struggles over Coal Phase‐Out in the UK," Review of Policy Research, Policy Studies Organization, vol. 37(3), pages 342-368, May.
    7. Blankenship, Brian & Aklin, Michaël & Urpelainen, Johannes & Nandan, Vagisha, 2022. "Jobs for a just transition: Evidence on coal job preferences from India," Energy Policy, Elsevier, vol. 165(C).
    8. Joana Ramanauskaitė, 2021. "The Role of Incumbent Actors in Sustainability Transitions: A Case of LITHUANIA," Sustainability, MDPI, vol. 13(22), pages 1-19, November.
    9. Kuriyama, Akihisa & Abe, Naoya, 2021. "Decarbonisation of the power sector to engender a ‘Just transition’ in Japan: Quantifying local employment impacts," Renewable and Sustainable Energy Reviews, Elsevier, vol. 137(C).
    10. Befort, N., 2020. "Going beyond definitions to understand tensions within the bioeconomy: The contribution of sociotechnical regimes to contested fields," Technological Forecasting and Social Change, Elsevier, vol. 153(C).
    11. Levy, Daniel & Mayer, Tamir & Raviv, Alon, 2022. "Economists in the 2008 financial crisis: Slow to see, fast to act," Journal of Financial Stability, Elsevier, vol. 60(C).
    12. Weigelt, Carmen & Lu, Shaohua & Verhaal, J. Cameron, 2021. "Blinded by the sun: The role of prosumers as niche actors in incumbent firms’ adoption of solar power during sustainability transitions," Research Policy, Elsevier, vol. 50(9).
    13. Jonas Heiberg & Christian Binz & Bernhard Truffer, 2020. "Assessing transitions through socio-technical network analysis – a methodological framework and a case study from the water sector," Papers in Evolutionary Economic Geography (PEEG) 2035, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised Aug 2020.
    14. Fuenfschilling, Lea & Binz, Christian, 2018. "Global socio-technical regimes," Research Policy, Elsevier, vol. 47(4), pages 735-749.
    15. Barton, John & Davies, Lloyd & Dooley, Ben & Foxon, Timothy J. & Galloway, Stuart & Hammond, Geoffrey P. & O’Grady, Áine & Robertson, Elizabeth & Thomson, Murray, 2018. "Transition pathways for a UK low-carbon electricity system: Comparing scenarios and technology implications," Renewable and Sustainable Energy Reviews, Elsevier, vol. 82(P3), pages 2779-2790.
    16. Geels, Frank W., 2020. "Micro-foundations of the multi-level perspective on socio-technical transitions: Developing a multi-dimensional model of agency through crossovers between social constructivism, evolutionary economics," Technological Forecasting and Social Change, Elsevier, vol. 152(C).
    17. Defeuilley, Christophe, 2019. "Energy transition and the future(s) of the electricity sector," Utilities Policy, Elsevier, vol. 57(C), pages 97-105.
    18. Maximilian Maurice Gail & Phil-Adrian Klotz, 2021. "The Impact of the Agency Model on E-book Prices: Evidence from the UK," MAGKS Papers on Economics 202111, Philipps-Universität Marburg, Faculty of Business Administration and Economics, Department of Economics (Volkswirtschaftliche Abteilung).
    19. Sonan Memon, 2021. "Machine Learning for Economists: An Introduction," The Pakistan Development Review, Pakistan Institute of Development Economics, vol. 60(2), pages 201-211.
    20. Heiberg, Jonas & Truffer, Bernhard & Binz, Christian, 2022. "Assessing transitions through socio-technical configuration analysis – a methodological framework and a case study in the water sector," Research Policy, Elsevier, vol. 51(1).

    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:14:y:2022:i:4:p:2085-:d:747605. 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.