IDEAS home Printed from https://ideas.repec.org/a/eee/tefoso/v186y2023ipbs0040162522006734.html
   My bibliography  Save this article

Analysis of artificial intelligence-based technologies and approaches on sustainable entrepreneurship

Author

Listed:
  • Gupta, Brij B.
  • Gaurav, Akshat
  • Panigrahi, Prabin Kumar
  • Arya, Varsha

Abstract

Research in the field of entrepreneurship has grown dramatically in the last decade and currently covers a wide variety of topics and concerns. Development in the field of artificial intelligence has a positive and negative impact on sustainable development. The current debate on sustainable development emphasizes the relevance of the environment, behavioral goals, and economic models to achieve sustainable goals, particularly in impoverished nations. However, recently, researchers have proposed the use of algorithms and models based on artificial intelligence (AI) to achieve sustainable development goals. In this context, this study intends to shed light on AI's crucial role in aiding sustainable development. To accomplish this goal, we collected data from Scopus (1994–2022). This includes a total of 482 research articles. The investigation shows the most essential patterns of study, enabling the visual mapping of Thematic Maps to suggest several new research paths. The results in the paper indicates that there is a positive relation between AI and environment development on sustainable entrepreneurship.

Suggested Citation

  • Gupta, Brij B. & Gaurav, Akshat & Panigrahi, Prabin Kumar & Arya, Varsha, 2023. "Analysis of artificial intelligence-based technologies and approaches on sustainable entrepreneurship," Technological Forecasting and Social Change, Elsevier, vol. 186(PB).
    • Handle: RePEc:eee:tefoso:v:186:y:2023:i:pb:s0040162522006734
    DOI: 10.1016/j.techfore.2022.122152
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0040162522006734
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.techfore.2022.122152?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. Nishant, Rohit & Kennedy, Mike & Corbett, Jacqueline, 2020. "Artificial intelligence for sustainability: Challenges, opportunities, and a research agenda," International Journal of Information Management, Elsevier, vol. 53(C).
    2. Galindo, Miguel-Ángel & Méndez, María Teresa, 2014. "Entrepreneurship, economic growth, and innovation: Are feedback effects at work?," Journal of Business Research, Elsevier, vol. 67(5), pages 825-829.
    3. Muhammad Shahbaz & Smile Dube & Ilhan Ozturk & Abdul Jalil, 2015. "Testing the Environmental Kuznets Curve Hypothesis in Portugal," International Journal of Energy Economics and Policy, Econjournals, vol. 5(2), pages 475-481.
    4. 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.
    5. Grossman, G.M & Krueger, A.B., 1991. "Environmental Impacts of a North American Free Trade Agreement," Papers 158, Princeton, Woodrow Wilson School - Public and International Affairs.
    6. Dinda, Soumyananda & Coondoo, Dipankor & Pal, Manoranjan, 2000. "Air quality and economic growth: an empirical study," Ecological Economics, Elsevier, vol. 34(3), pages 409-423, September.
    7. Philippe Aghion, 2017. "Entrepreneurship and growth: lessons from an intellectual journey," PSE-Ecole d'économie de Paris (Postprint) halshs-01599618, HAL.
    8. Ben Youssef, Adel & Boubaker, Sabri & Omri, Anis, 2018. "Entrepreneurship and sustainability: The need for innovative and institutional solutions," Technological Forecasting and Social Change, Elsevier, vol. 129(C), pages 232-241.
    9. Cohen, Boyd & Winn, Monika I., 2007. "Market imperfections, opportunity and sustainable entrepreneurship," Journal of Business Venturing, Elsevier, vol. 22(1), pages 29-49, January.
    10. William Brock & M. Taylor, 2010. "The Green Solow model," Journal of Economic Growth, Springer, vol. 15(2), pages 127-153, June.
    11. Miguel-Angel Galindo-Martín & María-Soledad Castaño-Martínez & María-Teresa Méndez-Picazo, 2020. "The Relationship between Green Innovation, Social Entrepreneurship, and Sustainable Development," Sustainability, MDPI, vol. 12(11), pages 1-19, June.
    12. Philippe Aghion, 2017. "Entrepreneurship and growth: lessons from an intellectual journey," Post-Print halshs-01599618, HAL.
    13. Shereif Mahmoud & A. Alazba & Amin T, 2014. "Identification of Potential Sites for Groundwater Recharge Using a GIS-Based Decision Support System in Jazan Region-Saudi Arabia," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 28(10), pages 3319-3340, August.
    14. Charles J. Whalen, 1987. "A Reason to Look beyond Neoclassical Economics: Some Major Shortcomings of Orthodox Theory," Journal of Economic Issues, Taylor & Francis Journals, vol. 21(1), pages 259-280, March.
    15. Pelin Demirel & Effie Kesidou, 2019. "Sustainability‐oriented capabilities for eco‐innovation: Meeting the regulatory, technology, and market demands," Business Strategy and the Environment, Wiley Blackwell, vol. 28(5), pages 847-857, July.
    16. York, Jeffrey G. & Venkataraman, S., 2010. "The entrepreneur-environment nexus: Uncertainty, innovation, and allocation," Journal of Business Venturing, Elsevier, vol. 25(5), pages 449-463, September.
    17. Culas, Richard J., 2007. "Deforestation and the environmental Kuznets curve: An institutional perspective," Ecological Economics, Elsevier, vol. 61(2-3), pages 429-437, March.
    18. Francis M. Bator, 1958. "The Anatomy of Market Failure," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 72(3), pages 351-379.
    19. Usama Awan & Andrzej Kraslawski & Janne Huiskonen, 2018. "Governing Interfirm Relationships for Social Sustainability: The Relationship between Governance Mechanisms, Sustainable Collaboration, and Cultural Intelligence," Sustainability, MDPI, vol. 10(12), pages 1-20, November.
    20. G. Lumpkin & Todd Moss & David Gras & Shoko Kato & Alejandro Amezcua, 2013. "Entrepreneurial processes in social contexts: how are they different, if at all?," Small Business Economics, Springer, vol. 40(3), pages 761-783, April.
    21. Elia, Gianluca & Margherita, Alessandro & Passiante, Giuseppina, 2020. "Digital entrepreneurship ecosystem: How digital technologies and collective intelligence are reshaping the entrepreneurial process," Technological Forecasting and Social Change, Elsevier, vol. 150(C).
    22. Al-Mulali, Usama & Saboori, Behnaz & Ozturk, Ilhan, 2015. "Investigating the environmental Kuznets curve hypothesis in Vietnam," Energy Policy, Elsevier, vol. 76(C), pages 123-131.
    23. Omri, Anis, 2013. "CO2 emissions, energy consumption and economic growth nexus in MENA countries: Evidence from simultaneous equations models," Energy Economics, Elsevier, vol. 40(C), pages 657-664.
    24. Buehn, Andreas & Farzanegan, Mohammad Reza, 2013. "Hold your breath: A new index of air pollution," Energy Economics, Elsevier, vol. 37(C), pages 104-113.
    25. Omri, Anis & Daly, Saida & Rault, Christophe & Chaibi, Anissa, 2015. "Financial development, environmental quality, trade and economic growth: What causes what in MENA countries," Energy Economics, Elsevier, vol. 48(C), pages 242-252.
    26. Assunta Di Vaio & Flavio Boccia & Loris Landriani & Rosa Palladino, 2020. "Artificial Intelligence in the Agri-Food System: Rethinking Sustainable Business Models in the COVID-19 Scenario," Sustainability, MDPI, vol. 12(12), pages 1-12, June.
    27. Frank Martin Belz & Julia Katharina Binder, 2017. "Sustainable Entrepreneurship: A Convergent Process Model," Business Strategy and the Environment, Wiley Blackwell, vol. 26(1), pages 1-17, January.
    28. Costantini, Valeria & Monni, Salvatore, 2008. "Environment, human development and economic growth," Ecological Economics, Elsevier, vol. 64(4), pages 867-880, February.
    29. Tan Yigitcanlar & Kevin C. Desouza & Luke Butler & Farnoosh Roozkhosh, 2020. "Contributions and Risks of Artificial Intelligence (AI) in Building Smarter Cities: Insights from a Systematic Review of the Literature," Energies, MDPI, vol. 13(6), pages 1-38, March.
    30. Gu, Wentao & Zheng, Xiaoyan, 2021. "An empirical study on the impact of sustainable entrepreneurship: Based on the environmental Kuznets model," Journal of Business Research, Elsevier, vol. 123(C), pages 613-624.
    31. Galindo-Martín, Miguel-Ángel & Castaño-Martínez, María-Soledad & Méndez-Picazo, María-Teresa, 2021. "The role of entrepreneurship in different economic phases," Journal of Business Research, Elsevier, vol. 122(C), pages 171-179.
    32. Anupama Mishra & Neena Gupta & B. B. Gupta, 2021. "Defense mechanisms against DDoS attack based on entropy in SDN-cloud using POX controller," Telecommunication Systems: Modelling, Analysis, Design and Management, Springer, vol. 77(1), pages 47-62, May.
    33. Gunhui Chung & Kevin Lansey, 2009. "Application of the Shuffled Frog Leaping Algorithm for the Optimization of a General Large-Scale Water Supply System," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 23(4), pages 797-823, March.
    34. Dhahri, Sabrine & Omri, Anis, 2018. "Entrepreneurship contribution to the three pillars of sustainable development: What does the evidence really say?," World Development, Elsevier, vol. 106(C), pages 64-77.
    35. Tamazian, Artur & Chousa, Juan Piñeiro & Vadlamannati, Krishna Chaitanya, 2009. "Does higher economic and financial development lead to environmental degradation: Evidence from BRIC countries," Energy Policy, Elsevier, vol. 37(1), pages 246-253, January.
    36. Sinha, Avik & Shahbaz, Muhammad & Balsalobre, Daniel, 2017. "Exploring the Relationship between Energy Usage Segregation and Environmental Degradation in N-11 Countries," MPRA Paper 81212, University Library of Munich, Germany, revised 07 Sep 2017.
    37. Hall, Jeremy K. & Daneke, Gregory A. & Lenox, Michael J., 2010. "Sustainable development and entrepreneurship: Past contributions and future directions," Journal of Business Venturing, Elsevier, vol. 25(5), pages 439-448, September.
    38. Symeon Christodoulou & Alexandra Deligianni, 2010. "A Neurofuzzy Decision Framework for the Management of Water Distribution Networks," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 24(1), pages 139-156, January.
    39. Tom Kuhlman & John Farrington, 2010. "What is Sustainability?," Sustainability, MDPI, vol. 2(11), pages 1-13, November.
    40. Philippe Aghion, 2017. "Entrepreneurship and growth: lessons from an intellectual journey," Small Business Economics, Springer, vol. 48(1), pages 9-24, January.
    41. Stokey, Nancy L, 1998. "Are There Limits to Growth?," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 39(1), pages 1-31, February.
    42. Stefan Schaltegger & Marcus Wagner, 2011. "Sustainable entrepreneurship and sustainability innovation: categories and interactions," Business Strategy and the Environment, Wiley Blackwell, vol. 20(4), pages 222-237, May.
    43. Cropper, Maureen L & Oates, Wallace E, 1992. "Environmental Economics: A Survey," Journal of Economic Literature, American Economic Association, vol. 30(2), pages 675-740, June.
    44. Zoltan Acs & David Audretsch & Pontus Braunerhjelm & Bo Carlsson, 2012. "Growth and entrepreneurship," Small Business Economics, Springer, vol. 39(2), pages 289-300, September.
    45. Dean, Thomas J. & McMullen, Jeffery S., 2007. "Toward a theory of sustainable entrepreneurship: Reducing environmental degradation through entrepreneurial action," Journal of Business Venturing, Elsevier, vol. 22(1), pages 50-76, January.
    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. Qing Yin & Delu Wang & Yadong Wang, 2023. "Serial Mediation Model Linking Returnee Entrepreneurship Education and Green Returnee Entrepreneurial Behavior: An Analysis of Environmental Improvement," Sustainability, MDPI, vol. 15(19), pages 1-15, September.
    2. Guangzhen Zhang & Wangyang Jiang, 2023. "Remote Sensing Image Semantic Segmentation Method Based on a Deep Convolutional Neural Network and Multiscale Feature Fusion," International Journal on Semantic Web and Information Systems (IJSWIS), IGI Global, vol. 19(1), pages 1-16, January.

    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. Gu, Wentao & Zheng, Xiaoyan, 2021. "An empirical study on the impact of sustainable entrepreneurship: Based on the environmental Kuznets model," Journal of Business Research, Elsevier, vol. 123(C), pages 613-624.
    2. Ben Youssef, Adel & Boubaker, Sabri & Omri, Anis, 2018. "Entrepreneurship and sustainability: The need for innovative and institutional solutions," Technological Forecasting and Social Change, Elsevier, vol. 129(C), pages 232-241.
    3. Omri, Anis, 2018. "Entrepreneurship, sectoral outputs and environmental improvement: International evidence," Technological Forecasting and Social Change, Elsevier, vol. 128(C), pages 46-55.
    4. Adel Ben Youssef & Sabri Boubaker & Anis Omri, 2017. "Entrepreneurship and Sustainability Goals: The Need for Innovative and Institutional Solutions," Post-Print halshs-01653946, HAL.
    5. Galindo-Martín, Miguel-Ángel & Castaño-Martínez, María-Soledad & Méndez-Picazo, María-Teresa, 2021. "Effects of the pandemic crisis on entrepreneurship and sustainable development," Journal of Business Research, Elsevier, vol. 137(C), pages 345-353.
    6. Sara Proença & Elias Soukiazis, 2023. "The process of sustainable entrepreneurship: a multi-country analysis," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 25(10), pages 10995-11010, October.
    7. Adel Ben Youssef & Sabri Boubaker & Anis Omri, 2020. "Financial development and macroeconomic sustainability: modeling based on a modified environmental Kuznets curve," Climatic Change, Springer, vol. 163(2), pages 767-785, November.
    8. Wentao Gu & Jiaye Wang & Xiyuan Hua & Zhongdi Liu, 0. "Entrepreneurship and high-quality economic development: based on the triple bottom line of sustainable development," International Entrepreneurship and Management Journal, Springer, vol. 0, pages 1-27.
    9. Wentao Gu & Jiaye Wang & Xiyuan Hua & Zhongdi Liu, 2021. "Entrepreneurship and high-quality economic development: based on the triple bottom line of sustainable development," International Entrepreneurship and Management Journal, Springer, vol. 17(1), pages 1-27, March.
    10. Dhahri, Sabrine & Omri, Anis, 2018. "Entrepreneurship contribution to the three pillars of sustainable development: What does the evidence really say?," World Development, Elsevier, vol. 106(C), pages 64-77.
    11. Omri, Anis & Afi, Hatem, 2020. "How can entrepreneurship and educational capital lead to environmental sustainability?," Structural Change and Economic Dynamics, Elsevier, vol. 54(C), pages 1-10.
    12. Matthias Filser & Sascha Kraus & Norat Roig-Tierno & Norbert Kailer & Ulrike Fischer, 2019. "Entrepreneurship as Catalyst for Sustainable Development: Opening the Black Box," Sustainability, MDPI, vol. 11(16), pages 1-18, August.
    13. Paul Terhemba Iorember & Gideon G. Goshit & Dalis T. Dabwor, 2020. "Testing the nexus between renewable energy consumption and environmental quality in Nigeria: The role of broad‐based financial development," African Development Review, African Development Bank, vol. 32(2), pages 163-175, June.
    14. Gu, Wentao & Wang, Jiayi, 2022. "Research on index construction of sustainable entrepreneurship and its impact on economic growth," Journal of Business Research, Elsevier, vol. 142(C), pages 266-276.
    15. Wentao Gu & Hairui Pan & Zimin Hu & Zhongdi Liu, 2022. "The Triple Bottom Line of Sustainable Entrepreneurship and Economic Policy Uncertainty: An Empirical Evidence from 22 Countries," IJERPH, MDPI, vol. 19(13), pages 1-18, June.
    16. Nakamura, Hiroki & Managi, Shunsuke, 2020. "Entrepreneurship and marginal cost of CO2 emissions in economic development," Economic Analysis and Policy, Elsevier, vol. 67(C), pages 1-14.
    17. Mario La Torre & Helen Chiappini (ed.), 2020. "Contemporary Issues in Sustainable Finance," Palgrave Studies in Impact Finance, Palgrave Macmillan, number 978-3-030-40248-8, January.
    18. Sabuj Kumar Mandal & Devleena Chakravarty, 2017. "Role of energy in estimating turning point of Environmental Kuznets Curve: an econometric analysis of the existing studies," Journal of Social and Economic Development, Springer;Institute for Social and Economic Change, vol. 19(2), pages 387-401, October.
    19. Aikaterini Argyrou & Nicolas Chevrollier & Andre Nijhof, 2023. "The versatile role of sustainable market entrepreneurs in market transformation: An intervention framework for institutional change," Business Strategy and the Environment, Wiley Blackwell, vol. 32(1), pages 259-273, January.
    20. Amjad Ali & Marc Audi & Ismail Senturk & Yannick Roussel, 2022. "Do Sectoral Growth Promote CO2 Emissions in Pakistan? Time Series Analysis in Presence of Structural Break," International Journal of Energy Economics and Policy, Econjournals, vol. 12(2), pages 410-425, March.

    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:186:y:2023:i:pb:s0040162522006734. 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.