IDEAS home Printed from https://ideas.repec.org/p/cra/wpaper/2021-11.html
   My bibliography  Save this paper

Artificial Intelligence and Big Data in Sustainable Entrepreneurship

Author

Listed:
  • Steve J. Bickley
  • Alison Macintyre
  • Benno Torgler

Abstract

The recent acceleration and ongoing development in Artificial Intelligence (AI) and its related (and/or enabling) digital technologies presents new challenges and considerable opportunity on which businesses and individuals may capitalise. In the era of BD – and with increasing societal value being placed on sustainable business to minimise or mitigate the impacts of climate change – customers and regulators alike are turning to organizations to tackle large and complex sustainable development goals. AI and BD can help interpret and monitor the environment, identify which problems need attention, design strategies, generate decisions, and action the tactics. A key challenge in sustainable entrepreneurship is a failure to integrate ‘systems thinking’ beyond a limited number of issues, rather than taking the time to understand the relationship between business processes, macro ecological processes, boundary conditions, and tipping points. The recent and substantial increase in data availability simultaneously advances the potential for AI and BD to enhance ecological sustainability through validation and testing of beliefs and hunches, offering empirical guidance to every stage involved in decision making, and comparing inputs against the outcomes – particularly in fast-changing and highly uncertain environments. To prepare, we must strategize by looking to and engaging with the market, our clients, and our customers for guidance. Only then can we then proceed to develop viable and sustainable business models and plans. To reap the rewards of progress in AI, BD, and related technologies, we need to find ways to race with the emerging technologies while also identifying ways to act in symbiosis with them. The demands of adapting to AI and BD are no different from the situation with past disruptive technologies such as the automobile, radio, and the Internet.

Suggested Citation

  • Steve J. Bickley & Alison Macintyre & Benno Torgler, 2021. "Artificial Intelligence and Big Data in Sustainable Entrepreneurship," CREMA Working Paper Series 2021-11, Center for Research in Economics, Management and the Arts (CREMA).
  • Handle: RePEc:cra:wpaper:2021-11
    as

    Download full text from publisher

    File URL: https://www.crema-research.ch/papers/2021-11.pdf
    File Function: Full Text
    Download Restriction: no

    File URL: https://www.crema-research.ch/abstracts/2021-11.htm
    File Function: Abstract
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Jarrahi, Mohammad Hossein, 2018. "Artificial intelligence and the future of work: Human-AI symbiosis in organizational decision making," Business Horizons, Elsevier, vol. 61(4), pages 577-586.
    2. Stephen X. Zhang & Elco Burg, 0. "Advancing entrepreneurship as a design science: developing additional design principles for effectuation," Small Business Economics, Springer, vol. 0, pages 1-20.
    3. Martin Obschonka & Neil Lee & Andrés Rodríguez-Pose & Johannes C. Eichstaedt & Tobias Ebert, 0. "Big data methods, social media, and the psychology of entrepreneurial regions: capturing cross-county personality traits and their impact on entrepreneurship in the USA," Small Business Economics, Springer, vol. 0, pages 1-22.
    4. Saeed Nosratabadi & Amir Mosavi & Shahaboddin Shamshirband & Edmundas Kazimieras Zavadskas & Andry Rakotonirainy & Kwok Wing Chau, 2019. "Sustainable Business Models: A Review," Sustainability, MDPI, vol. 11(6), pages 1-30, March.
    5. Steve Evans & Doroteya Vladimirova & Maria Holgado & Kirsten Van Fossen & Miying Yang & Elisabete A. Silva & Claire Y. Barlow, 2017. "Business Model Innovation for Sustainability: Towards a Unified Perspective for Creation of Sustainable Business Models," Business Strategy and the Environment, Wiley Blackwell, vol. 26(5), pages 597-608, July.
    6. Martin Obschonka & David B. Audretsch, 0. "Artificial intelligence and big data in entrepreneurship: a new era has begun," Small Business Economics, Springer, vol. 0, pages 1-11.
    7. Jerker Denrell & James G. March, 2001. "Adaptation as Information Restriction: The Hot Stove Effect," Organization Science, INFORMS, vol. 12(5), pages 523-538, October.
    8. Igor Álvarez Etxeberria & Eduardo Ortas & Stefan Schaltegger & Stefan Schaltegger & Igor Álvarez Etxeberria & Eduardo Ortas, 2017. "Innovating Corporate Accounting and Reporting for Sustainability – Attributes and Challenges," Sustainable Development, John Wiley & Sons, Ltd., vol. 25(2), pages 113-122, March.
    9. Sterman, John., 1994. "Learning in and about complex systems," Working papers 3660-94., Massachusetts Institute of Technology (MIT), Sloan School of Management.
    10. Gail Whiteman & Brian Walker & Paolo Perego, 2013. "Planetary Boundaries: Ecological Foundations for Corporate Sustainability," Journal of Management Studies, Wiley Blackwell, vol. 50(2), pages 307-336, March.
    11. Paweł Sitek & Jarosław Wikarek, 2015. "A hybrid framework for the modelling and optimisation of decision problems in sustainable supply chain management," International Journal of Production Research, Taylor & Francis Journals, vol. 53(21), pages 6611-6628, November.
    12. Claudius Gräbner, 2017. "The Complementary Relationship Between Institutional and Complexity Economics: The Example of Deep Mechanismic Explanations," Journal of Economic Issues, Taylor & Francis Journals, vol. 51(2), pages 392-400, April.
    13. Robert G. Eccles & Ioannis Ioannou & George Serafeim, 2014. "The Impact of Corporate Sustainability on Organizational Processes and Performance," Management Science, INFORMS, vol. 60(11), pages 2835-2857, November.
    14. Stefan Schaltegger, 2018. "Linking Environmental Management Accounting: A Reflection on (Missing) Links to Sustainability and Planetary Boundaries," Social and Environmental Accountability Journal, Taylor & Francis Journals, vol. 38(1), pages 19-29, January.
    15. Pablo Muñoz & Boyd Cohen, 2018. "Sustainable Entrepreneurship Research: Taking Stock and looking ahead," Business Strategy and the Environment, Wiley Blackwell, vol. 27(3), pages 300-322, March.
    16. Clark, William & Crutzen, Paul J. & Schellnhuber, Hans J., 2005. "Science for Global Sustainability: Toward a New Paradigm," Working Paper Series rwp05-032, Harvard University, John F. Kennedy School of Government.
    17. Johannes Bloh & Tom Broekel & Burcu Özgun & Rolf Sternberg, 2020. "New(s) data for entrepreneurship research? An innovative approach to use Big Data on media coverage," Small Business Economics, Springer, vol. 55(3), pages 673-694, October.
    18. Martin Obschonka & Neil Lee & Andrés Rodríguez-Pose & Johannes C. Eichstaedt & Tobias Ebert, 2020. "Big data methods, social media, and the psychology of entrepreneurial regions: capturing cross-county personality traits and their impact on entrepreneurship in the USA," Small Business Economics, Springer, vol. 55(3), pages 567-588, October.
    19. Allan Gibb & Deepak Adhikary, 2000. "Strategies for local and regional NGO development: combining sustainable outcomes with sustainable organizations," Entrepreneurship & Regional Development, Taylor & Francis Journals, vol. 12(2), pages 137-161, April.
    20. Krishnan S. Anand & François C. Giraud-Carrier, 2020. "Pollution Regulation of Competitive Markets," Management Science, INFORMS, vol. 66(9), pages 4193-4206, September.
    21. James G. March, 1991. "Exploration and Exploitation in Organizational Learning," Organization Science, INFORMS, vol. 2(1), pages 71-87, February.
    22. Rajagopal, 2014. "The Human Factors," Palgrave Macmillan Books, in: Architecting Enterprise, chapter 9, pages 225-249, Palgrave Macmillan.
    23. Rajendra Akerkar, 2019. "Artificial Intelligence for Business," SpringerBriefs in Business, Springer, number 978-3-319-97436-1, October.
    24. Richard Heede, 2014. "Tracing anthropogenic carbon dioxide and methane emissions to fossil fuel and cement producers, 1854–2010," Climatic Change, Springer, vol. 122(1), pages 229-241, January.
    25. Steve J. Bickley & Ho Fai Chan & Sascha L. Schmidt & Benno Torgler, 2020. "Quantum-Sapiens: The Quantum Bases for Human Expertise, Knowledge, and Problem-Solving," CREMA Working Paper Series 2020-18, Center for Research in Economics, Management and the Arts (CREMA).
    26. Rebecca Henderson & George Serafeim, 2020. "Tackling Climate Change Requires Organizational Purpose," AEA Papers and Proceedings, American Economic Association, vol. 110, pages 177-180, May.
    27. Ricardo Vinuesa & Hossein Azizpour & Iolanda Leite & Madeline Balaam & Virginia Dignum & Sami Domisch & Anna Felländer & Simone Daniela Langhans & Max Tegmark & Francesco Fuso Nerini, 2020. "The role of artificial intelligence in achieving the Sustainable Development Goals," Nature Communications, Nature, vol. 11(1), pages 1-10, December.
    28. H. J. Kimble, 2008. "The quantum internet," Nature, Nature, vol. 453(7198), pages 1023-1030, June.
    29. Gray, Rob, 2010. "Is accounting for sustainability actually accounting for sustainability...and how would we know? An exploration of narratives of organisations and the planet," Accounting, Organizations and Society, Elsevier, vol. 35(1), pages 47-62, January.
    30. Martin Obschonka & David B. Audretsch, 2020. "Artificial intelligence and big data in entrepreneurship: a new era has begun," Small Business Economics, Springer, vol. 55(3), pages 529-539, October.
    31. Carmelina Bevilacqua & Ilaria Giada Anversa & Gianmarco Cantafio & Pasquale Pizzimenti, 2019. "Local Clusters as “Building Blocks” for Smart Specialization Strategies: A Dynamic SWOT Analysis Application in the Case of San Diego (US)," Sustainability, MDPI, vol. 11(19), pages 1-25, October.
    32. Erin M. Reid & Michael W. Toffel, 2009. "Responding to public and private politics: corporate disclosure of climate change strategies," Strategic Management Journal, Wiley Blackwell, vol. 30(11), pages 1157-1178, November.
    33. Erin Marie Reid & Michael W. Toffel, 2008. "Responding to Public and Private Politics: Corporate Disclosure of Climate Change Strategies," Harvard Business School Working Papers 09-019, Harvard Business School, revised Jun 2009.
    34. Glen Dowell & Stuart Hart & Bernard Yeung, 2000. "Do Corporate Global Environmental Standards Create or Destroy Market Value?," Management Science, INFORMS, vol. 46(8), pages 1059-1074, August.
    35. Igor Álvarez Etxeberria & Eduardo Ortas & Stefan Schaltegger & Carla Antonini & Carlos Larrinaga, 2017. "Planetary Boundaries and Sustainability Indicators. A Survey of Corporate Reporting Boundaries," Sustainable Development, John Wiley & Sons, Ltd., vol. 25(2), pages 123-137, March.
    36. Verena Tiefenbeck & Lorenz Goette & Kathrin Degen & Vojkan Tasic & Elgar Fleisch & Rafael Lalive & Thorsten Staake, 2018. "Overcoming Salience Bias: How Real-Time Feedback Fosters Resource Conservation," Management Science, INFORMS, vol. 64(3), pages 1458-1476, March.
    37. William C. Clark & Paul J. Crutzen & Hans J. Schnellnhuber, 2005. "Science for Global Sustainability: Toward a New Paradigm," CID Working Papers 120, Center for International Development at Harvard University.
    38. Chonnikarn (Fern) Jira & Michael W. Toffel, 2013. "Engaging Supply Chains in Climate Change," Manufacturing & Service Operations Management, INFORMS, vol. 15(4), pages 559-577, October.
    39. Başak Kalkanci & Morvarid Rahmani & L. Beril Toktay, 2019. "The Role of Inclusive Innovation in Promoting Social Sustainability," Production and Operations Management, Production and Operations Management Society, vol. 28(12), pages 2960-2982, December.
    40. Zhaolin Hu & Jing Cao & L. Jeff Hong, 2012. "Robust Simulation of Global Warming Policies Using the DICE Model," Management Science, INFORMS, vol. 58(12), pages 2190-2206, December.
    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. Steve J. Bickley & Ho Fai Chan & Benno Torgler, 2022. "Artificial intelligence in the field of economics," Scientometrics, Springer;Akadémiai Kiadó, vol. 127(4), pages 2055-2084, April.
    2. Steve J. Bickley & Alison Macintyre & Benno Torgler, 2021. "Safety in Smart, Livable Cities: Acknowledging the Human Factor," CREMA Working Paper Series 2021-17, Center for Research in Economics, Management and the Arts (CREMA).
    3. Allal-Chérif, Oihab & Costa Climent, Juan & Ulrich Berenguer, Klaus Jurgen, 2023. "Born to be sustainable: How to combine strategic disruption, open innovation, and process digitization to create a sustainable business," Journal of Business Research, Elsevier, vol. 154(C).
    4. Steve J. Bickley & Benno Torgler, 2021. "Behavioural Economics, What Have we Missed? Exploring “Classical” Behavioural Economics Roots in AI, Cognitive Psychology, and Complexity Theory," CREMA Working Paper Series 2021-21, Center for Research in Economics, Management and the Arts (CREMA).

    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. Marie Madeleine Meurer & Matthias Waldkirch & Peter Kalum Schou & Eliane Léontine Bucher & Katrin Burmeister-Lamp, 2022. "Digital affordances: how entrepreneurs access support in online communities during the COVID-19 pandemic," Small Business Economics, Springer, vol. 58(2), pages 637-663, February.
    2. Olivier Boiral & Marie‐Christine Brotherton & Léo Rivaud & David Talbot, 2022. "Comparing the uncomparable? An investigation of car manufacturers' climate performance," Business Strategy and the Environment, Wiley Blackwell, vol. 31(5), pages 2213-2229, July.
    3. Martin Obschonka & David B. Audretsch, 2020. "Artificial intelligence and big data in entrepreneurship: a new era has begun," Small Business Economics, Springer, vol. 55(3), pages 529-539, October.
    4. Christian C. Blanco, 2021. "Supply Chain Carbon Footprinting and Climate Change Disclosures of Global Firms," Production and Operations Management, Production and Operations Management Society, vol. 30(9), pages 3143-3160, September.
    5. Xiaoyang Li & Yue Maggie Zhou, 2016. "Offshoring Pollution While Offshoring Production," Working Papers 16-09, Center for Economic Studies, U.S. Census Bureau.
    6. George Amoako & Paul Omari & Desmond K. Kumi & George Cudjoe Agbemabiase & George Asamoah, 2021. "Conceptual Framework—Artificial Intelligence and Better Entrepreneurial Decision-Making: The Influence of Customer Preference, Industry Benchmark, and Employee Involvement in an Emerging Market," JRFM, MDPI, vol. 14(12), pages 1-20, December.
    7. Lily Hsueh, 2019. "Opening up the firm: What explains participation and effort in voluntary carbon disclosure by global businesses? An analysis of internal firm factors and dynamics," Business Strategy and the Environment, Wiley Blackwell, vol. 28(7), pages 1302-1322, November.
    8. Caroline Flammer & Michael W. Toffel & Kala Viswanathan, 2021. "Shareholder activism and firms' voluntary disclosure of climate change risks," Strategic Management Journal, Wiley Blackwell, vol. 42(10), pages 1850-1879, October.
    9. Hazhir Rahmandad & Nelson Repenning, 2016. "Capability erosion dynamics," Strategic Management Journal, Wiley Blackwell, vol. 37(4), pages 649-672, April.
    10. Yuchen Shen & Mohammad Tazul Islam & Michiyuki Yagi & Katsuhiko Kokubu, 2015. "How do firms' climate-related management and strategy affect climate change risks and opportunities awareness?," Discussion Papers 2015-26, Kobe University, Graduate School of Business Administration.
    11. Frank Hartmann & Paolo Perego & Anna Young, 2013. "Carbon Accounting: Challenges for Research in Management Control and Performance Measurement," Abacus, Accounting Foundation, University of Sydney, vol. 49(4), pages 539-563, December.
    12. Antonio J. Mateo-Márquez & José M. González-González & Constancio Zamora-Ramírez, 2021. "Components of Countries’ Regulative Dimensions and Voluntary Carbon Disclosures," Sustainability, MDPI, vol. 13(4), pages 1-22, February.
    13. Hans B. Christensen & Luzi Hail & Christian Leuz, 2021. "Mandatory CSR and sustainability reporting: economic analysis and literature review," Review of Accounting Studies, Springer, vol. 26(3), pages 1176-1248, September.
    14. Timo Busch & Nils Lehmann & Volker H. Hoffmann, 2012. "Corporate Social Responsibility, Negative Externalities, and Financial Risk: The Case of Climate Change," Tinbergen Institute Discussion Papers 12-102/IV/DSF40, Tinbergen Institute.
    15. Chien‐Ming Chen & Maria J. Montes‐Sancho, 2017. "Do Perceived Operational Impacts Affect the Portfolio of Carbon‐Abatement Technologies?," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 24(3), pages 235-248, May.
    16. Ljunge, Martin & Stenkula, Mikael, 2021. "Fertile soil for intrapreneurship: impartial institutions and human capital," Journal of Institutional Economics, Cambridge University Press, vol. 17(3), pages 489-508, June.
    17. Deborah de Lange, 2013. "How do Universities Make Progress? Stakeholder-Related Mechanisms Affecting Adoption of Sustainability in University Curricula," Journal of Business Ethics, Springer, vol. 118(1), pages 103-116, November.
    18. Kira R. Fabrizio & Eun-Hee Kim, 2019. "Reluctant Disclosure and Transparency: Evidence from Environmental Disclosures," Organization Science, INFORMS, vol. 30(6), pages 1207-1231, November.
    19. Chien-Ming Chen, 2017. "Supply Chain Strategies and Carbon Intensity: The Roles of Process Leanness, Diversification Strategy, and Outsourcing," Journal of Business Ethics, Springer, vol. 143(3), pages 603-620, July.
    20. Maida Hadziosmanovic & Shannon M. Lloyd & Anders Bjørn & Raymond L. Paquin & Nadine Mengis & H. Damon Matthews, 2022. "Using cumulative carbon budgets and corporate carbon disclosure to inform ambitious corporate emissions targets and long‐term mitigation pathways," Journal of Industrial Ecology, Yale University, vol. 26(5), pages 1747-1759, October.

    More about this item

    Keywords

    Artificial Intelligence; Big Data; Entrepreneurship; Sustainability; Expert Systems;
    All these keywords.

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    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:cra:wpaper:2021-11. 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: Anna-Lea Werlen (email available below). General contact details of provider: https://edirc.repec.org/data/cremach.html .

    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.