IDEAS home Printed from https://ideas.repec.org/a/eee/tefoso/v196y2023ics0040162523004705.html
   My bibliography  Save this article

Understanding STI and SDG with artificial intelligence: A review and research agenda for entrepreneurial action

Author

Listed:
  • Reyes-Menendez, Ana
  • Clemente-Mediavilla, Jorge
  • Villagra, Nuria

Abstract

In 2015 the United Nations (UN) presented the sustainable development goals (SDGs). Since then, numerous investigations have addressed this topic. Although there is much research on the SDGs and the relationship between the SDGs and technological advances, there is little research regarding the implementation of technology for sustainable entrepreneurship, how these techniques are developed across industries, and how they can improve the global sustainability of other companies to support the 2030 sustainable agenda. Therefore, this study aims to develop a research agenda for entrepreneurial action, identifying key aspects related to science, technology, and innovation (STI) and the SDGs, and exploring how both concepts are interconnected. To this end, we conducted a systematic literature review (SLR) of 25,739 papers with machine learning and artificial intelligence techniques. Using the methodological approach of corpus linguistics (CL) and Topic Modeling with Latent Dirichlet Allocation (LDA) algorithm, we extracted keywords, topics, and frequency. The results revealed that (i) there is a research agenda for STI and the SDGs containing 28 topics grouped in three categories: “SDG,” “production business models,” and “partnership and sustainable management models”; (ii) salient topics are “responsible consumption,” “industrial action,” and “sustainable industries”; and (iii) innovation intersects all the topics.

Suggested Citation

  • Reyes-Menendez, Ana & Clemente-Mediavilla, Jorge & Villagra, Nuria, 2023. "Understanding STI and SDG with artificial intelligence: A review and research agenda for entrepreneurial action," Technological Forecasting and Social Change, Elsevier, vol. 196(C).
    • Handle: RePEc:eee:tefoso:v:196:y:2023:i:c:s0040162523004705
    DOI: 10.1016/j.techfore.2023.122785
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0040162523004705
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.techfore.2023.122785?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. Jose Ramon Saura & Ana Reyes-Menendez & Cesar Alvarez-Alonso, 2018. "Do Online Comments Affect Environmental Management? Identifying Factors Related to Environmental Management and Sustainability of Hotels," Sustainability, MDPI, vol. 10(9), pages 1-20, August.
    2. Joyeeta Gupta & Courtney Vegelin, 2016. "Sustainable development goals and inclusive development," International Environmental Agreements: Politics, Law and Economics, Springer, vol. 16(3), pages 433-448, June.
    3. Mekhail Mustak & Loïc Plé, 2020. "A critical analysis of service ecosystems research: rethinking its premises to move forward," Post-Print hal-03144270, HAL.
    4. Jean C. Kouam & Simplice A. Asongu, 2022. "Effects of Taxation on Social Innovation and Implications for Achieving Sustainable Development Goals in Developing Countries: A Literature Review," Working Papers of the African Governance and Development Institute. 22/046, African Governance and Development Institute..
    5. Vanhala, Mika & Lu, Chien & Peltonen, Jaakko & Sundqvist, Sanna & Nummenmaa, Jyrki & Järvelin, Kalervo, 2020. "The usage of large data sets in online consumer behaviour: A bibliometric and computational text-mining–driven analysis of previous research," Journal of Business Research, Elsevier, vol. 106(C), pages 46-59.
    6. Wu, Bao & Monfort, Abel & Jin, Chenfei & Shen, Xinyan, 2022. "Substantial response or impression management? Compliance strategies for sustainable development responsibility in family firms," Technological Forecasting and Social Change, Elsevier, vol. 174(C).
    7. Dhahri, Sabrine & Slimani, Sana & Omri, Anis, 2021. "Behavioral entrepreneurship for achieving the sustainable development goals," Technological Forecasting and Social Change, Elsevier, vol. 165(C).
    8. Mekhail Mustak & Joni Salminen & Loïc Plé & Jochen Wirtz, 2021. "Artificial intelligence in marketing: Topic modeling, scientometric analysis, and research agenda," Post-Print hal-03269994, HAL.
    9. Yanyan Chen & Timo Mandler & Lars Meyer-Waarden, 2021. "Three decades of research on loyalty programs: A literature review and future research agenda," Post-Print hal-03652856, HAL.
    10. Garaus, Marion & Wagner, Udo & Rainer, Ricarda C., 2021. "Emotional targeting using digital signage systems and facial recognition at the point-of-sale," Journal of Business Research, Elsevier, vol. 131(C), pages 747-762.
    11. Jan Anton van Zanten & Rob van Tulder, 2018. "Multinational enterprises and the Sustainable Development Goals: An institutional approach to corporate engagement," Journal of International Business Policy, Palgrave Macmillan, vol. 1(3), pages 208-233, December.
    12. Susan (Sixue) Jia, 2018. "Leisure Motivation and Satisfaction: A Text Mining of Yoga Centres, Yoga Consumers, and Their Interactions," Sustainability, MDPI, vol. 10(12), pages 1-17, November.
    13. Szirmai, Adam & Naude, Wim & Goedhuys, Micheline (ed.), 2011. "Entrepreneurship, Innovation, and Economic Development," OUP Catalogue, Oxford University Press, number 9780199596515, Decembrie.
    14. Soluk, Jonas & Kammerlander, Nadine & Darwin, Solomon, 2021. "Digital entrepreneurship in developing countries: The role of institutional voids," Technological Forecasting and Social Change, Elsevier, vol. 170(C).
    15. Mustak, Mekhail & Salminen, Joni & Plé, Loïc & Wirtz, Jochen, 2021. "Artificial intelligence in marketing: Topic modeling, scientometric analysis, and research agenda," Journal of Business Research, Elsevier, vol. 124(C), pages 389-404.
    16. Walsh, P.P. & Murphy, E. & Horan, D., 2020. "The role of science, technology and innovation in the UN 2030 agenda," Technological Forecasting and Social Change, Elsevier, vol. 154(C).
    17. Monfort, Abel & Villagra, Nuria & Sánchez, Joaquín, 2021. "Economic impact of corporate foundations: An event analysis approach," Journal of Business Research, Elsevier, vol. 122(C), pages 159-170.
    18. Jeffrey D. Sachs & Guido Schmidt-Traub & Mariana Mazzucato & Dirk Messner & Nebojsa Nakicenovic & Johan Rockström, 2019. "Six Transformations to achieve the Sustainable Development Goals," Nature Sustainability, Nature, vol. 2(9), pages 805-814, September.
    19. Chen, Yanyan & Mandler, Timo & Meyer-Waarden, Lars, 2021. "Three decades of research on loyalty programs: A literature review and future research agenda," Journal of Business Research, Elsevier, vol. 124(C), pages 179-197.
    20. Blasco-Arcas, Lorena & Lee, Hsin-Hsuan Meg & Kastanakis, Minas N. & Alcañiz, Mariano & Reyes-Menendez, Ana, 2022. "The role of consumer data in marketing: A research agenda," Journal of Business Research, Elsevier, vol. 146(C), pages 436-452.
    21. Mariano Méndez-Suárez & Ignacio Danvila-del-Valle, 2023. "Negative Word of Mouth (NWOM) using Compartmental Epidemiological Models in Banking Digital Transformation," Contemporary Economics, University of Economics and Human Sciences in Warsaw., vol. 17(1), March.
    22. Chiara Mio & Silvia Panfilo & Benedetta Blundo, 2020. "Sustainable development goals and the strategic role of business: A systematic literature review," Business Strategy and the Environment, Wiley Blackwell, vol. 29(8), pages 3220-3245, December.
    23. Joachim Büschken & Greg M. Allenby, 2016. "Sentence-Based Text Analysis for Customer Reviews," Marketing Science, INFORMS, vol. 35(6), pages 953-975, November.
    24. Di Vaio, Assunta & Palladino, Rosa & Hassan, Rohail & Escobar, Octavio, 2020. "Artificial intelligence and business models in the sustainable development goals perspective: A systematic literature review," Journal of Business Research, Elsevier, vol. 121(C), pages 283-314.
    25. Tahereh Dehdarirad & Kalle Karlsson, 2021. "News media attention in Climate Action: latent topics and open access," Scientometrics, Springer;Akadémiai Kiadó, vol. 126(9), pages 8109-8128, September.
    26. Pascual Berrone & Joan Enric Ricart & Ana Isabel Duch & Valeria Bernardo & Jordi Salvador & Juan Piedra Peña & Miquel Rodríguez Planas, 2019. "EASIER: An Evaluation Model for Public–Private Partnerships Contributing to the Sustainable Development Goals," Sustainability, MDPI, vol. 11(8), pages 1-25, April.
    27. Kara, Alper & Zhou, Haoyong & Zhou, Yifan, 2021. "Achieving the United Nations' sustainable development goals through financial inclusion: A systematic literature review of access to finance across the globe," International Review of Financial Analysis, Elsevier, vol. 77(C).
    28. Kavita Surana & Anuraag Singh & Ambuj D Sagar, 2020. "Strengthening science, technology, and innovation-based incubators to help achieve Sustainable Development Goals: Lessons from India," Papers 2005.13138, arXiv.org, revised Jun 2020.
    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. Blasco-Arcas, Lorena & Lee, Hsin-Hsuan Meg & Kastanakis, Minas N. & Alcañiz, Mariano & Reyes-Menendez, Ana, 2022. "The role of consumer data in marketing: A research agenda," Journal of Business Research, Elsevier, vol. 146(C), pages 436-452.
    2. Shivam Gupta & Jakob Rhyner, 2022. "Mindful Application of Digitalization for Sustainable Development: The Digitainability Assessment Framework," Sustainability, MDPI, vol. 14(5), pages 1-23, March.
    3. Mariani, Marcello M. & Machado, Isa & Magrelli, Vittoria & Dwivedi, Yogesh K., 2023. "Artificial intelligence in innovation research: A systematic review, conceptual framework, and future research directions," Technovation, Elsevier, vol. 122(C).
    4. Jan Anton van Zanten & Rob van Tulder, 2020. "Beyond COVID-19: Applying “SDG logics” for resilient transformations," Journal of International Business Policy, Palgrave Macmillan, vol. 3(4), pages 451-464, December.
    5. Rob Van Tulder & Suzana B. Rodrigues & Hafiz Mirza & Kathleen Sexsmith, 2021. "The UN’s Sustainable Development Goals: Can multinational enterprises lead the Decade of Action?," Journal of International Business Policy, Palgrave Macmillan, vol. 4(1), pages 1-21, March.
    6. Smith, Hannah & Discetti, Roberta & Bellucci, Marco & Acuti, Diletta, 2022. "SMEs engagement with the Sustainable Development Goals: A power perspective," Journal of Business Research, Elsevier, vol. 149(C), pages 112-122.
    7. Simona Fiandrino & Francesco Scarpa & Riccardo Torelli, 2022. "Fostering Social Impact Through Corporate Implementation of the SDGs: Transformative Mechanisms Towards Interconnectedness and Inclusiveness," Journal of Business Ethics, Springer, vol. 180(4), pages 959-973, November.
    8. Leopoldo Gutierrez & Ivan Montiel & Jordi A. Surroca & Josep A. Tribo, 2022. "Rainbow Wash or Rainbow Revolution? Dynamic Stakeholder Engagement for SDG-Driven Responsible Innovation," Journal of Business Ethics, Springer, vol. 180(4), pages 1113-1136, November.
    9. Aleem, Majid & Sufyan, Muhammad & Ameer, Irfan & Mustak, Mekhail, 2023. "Remote work and the COVID-19 pandemic: An artificial intelligence-based topic modeling and a future agenda," Journal of Business Research, Elsevier, vol. 154(C).
    10. Akbari, Morteza & Foroudi, Pantea & Zaman Fashami, Rahime & Mahavarpour, Nasrin & Khodayari, Maryam, 2022. "Let us talk about something: The evolution of e-WOM from the past to the future," Journal of Business Research, Elsevier, vol. 149(C), pages 663-689.
    11. Isidro Pena & Silvia M. Andrade & Rosa M. Munoz & Isabel Martínez, 2023. "A grouping of the Sustainable Development Goals (SDGs) and their influence on business results: An analysis for Spanish companies," Oeconomia Copernicana, Institute of Economic Research, vol. 14(2), pages 551-583, June.
    12. Jose Ramon Saura & Pedro Palos-Sanchez & Antonio Grilo, 2019. "Detecting Indicators for Startup Business Success: Sentiment Analysis Using Text Data Mining," Sustainability, MDPI, vol. 11(3), pages 1-14, February.
    13. Mariani, Marcello M. & Machado, Isa & Nambisan, Satish, 2023. "Types of innovation and artificial intelligence: A systematic quantitative literature review and research agenda," Journal of Business Research, Elsevier, vol. 155(PB).
    14. Baker, H. Kent & Kumar, Satish & Goyal, Kirti & Sharma, Anuj, 2021. "International review of financial analysis: A retrospective evaluation between 1992 and 2020," International Review of Financial Analysis, Elsevier, vol. 78(C).
    15. Minguez, Ana & Javier Sese, F., 2022. "Why do you want a relationship, anyway? Consent to receive marketing communications and donors’ willingness to engage with nonprofits," Journal of Business Research, Elsevier, vol. 148(C), pages 356-367.
    16. Chiara Mio & Silvia Panfilo & Benedetta Blundo, 2020. "Sustainable development goals and the strategic role of business: A systematic literature review," Business Strategy and the Environment, Wiley Blackwell, vol. 29(8), pages 3220-3245, December.
    17. Xin Huang & Xianling Jiang & Wei Liu & Qian Chen, 2021. "Business Group-Affiliation and Corporate Social Responsibility: Evidence from Listed Companies in China," Sustainability, MDPI, vol. 13(4), pages 1-21, February.
    18. Paola Perez-Aleman & Tommaso Ferretti, 2023. "Creating innovation capabilities for improving global health: Inventing technology for neglected tropical diseases in Brazil," Journal of International Business Policy, Palgrave Macmillan, vol. 6(1), pages 84-114, March.
    19. Mehmet Çağlar & Cem Gürler, 2022. "Sustainable Development Goals: A cluster analysis of worldwide countries," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 24(6), pages 8593-8624, June.
    20. Erik Karger & Marvin Jagals & Frederik Ahlemann, 2021. "Blockchain for Smart Mobility—Literature Review and Future Research Agenda," Sustainability, MDPI, vol. 13(23), pages 1-32, November.

    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:eee:tefoso:v:196:y:2023:i:c:s0040162523004705. 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: Catherine Liu (email available below). General contact details of provider: http://www.sciencedirect.com/science/journal/00401625 .

    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.