IDEAS home Printed from https://ideas.repec.org/p/zbw/glodps/1045.html
   My bibliography  Save this paper

Artificial Intelligence and Reduced SMEs' Business Risks. A Dynamic Capabilities Analysis During the COVID-19 Pandemic

Author

Listed:
  • Drydakis, Nick

Abstract

The study utilises the International Labor Organization's SMEs COVID-19 pandemic business risks scale to determine whether Artificial Intelligence (AI) applications are associated with reduced business risks for SMEs. A new 10-item scale was developed to capture the use of AI applications in core services such as marketing and sales, pricing and cash flow. Data were collected from 317 SMEs between April and June 2020, with follow-up data gathered between October and December 2020 in London, England. AI applications to target consumers online, offer cash flow forecasting and facilitate HR activities are associated with reduced business risks caused by the COVID-19 pandemic for both small and medium enterprises. The study indicates that AI enables SMEs to boost their dynamic capabilities by leveraging technology to meet new types of demand, move at speed to pivot business operations, boost efficiency and thus, reduce their business risks.

Suggested Citation

  • Drydakis, Nick, 2022. "Artificial Intelligence and Reduced SMEs' Business Risks. A Dynamic Capabilities Analysis During the COVID-19 Pandemic," GLO Discussion Paper Series 1045, Global Labor Organization (GLO).
  • Handle: RePEc:zbw:glodps:1045
    as

    Download full text from publisher

    File URL: https://www.econstor.eu/bitstream/10419/249568/1/GLO-DP-1045.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Zhuang, Mengzhou & Cui, Geng & Peng, Ling, 2018. "Manufactured opinions: The effect of manipulating online product reviews," Journal of Business Research, Elsevier, vol. 87(C), pages 24-35.
    2. Canhoto, Ana Isabel & Clear, Fintan, 2020. "Artificial intelligence and machine learning as business tools: A framework for diagnosing value destruction potential," Business Horizons, Elsevier, vol. 63(2), pages 183-193.
    3. Brem, Alexander & Viardot, Eric & Nylund, Petra A., 2021. "Implications of the coronavirus (COVID-19) outbreak for innovation: Which technologies will improve our lives?," Technological Forecasting and Social Change, Elsevier, vol. 163(C).
    4. Paschen, Jeannette & Wilson, Matthew & Ferreira, João J., 2020. "Collaborative intelligence: How human and artificial intelligence create value along the B2B sales funnel," Business Horizons, Elsevier, vol. 63(3), pages 403-414.
    5. Jeffrey M Wooldridge, 2010. "Econometric Analysis of Cross Section and Panel Data," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262232588, April.
    6. Campbell, Colin & Sands, Sean & Ferraro, Carla & Tsao, Hsiu-Yuan (Jody) & Mavrommatis, Alexis, 2020. "From data to action: How marketers can leverage AI," Business Horizons, Elsevier, vol. 63(2), pages 227-243.
    7. Archibugi, Daniele & Filippetti, Andrea & Frenz, Marion, 2013. "Economic crisis and innovation: Is destruction prevailing over accumulation?," Research Policy, Elsevier, vol. 42(2), pages 303-314.
    8. David J. Teece, 2007. "Explicating dynamic capabilities: the nature and microfoundations of (sustainable) enterprise performance," Strategic Management Journal, Wiley Blackwell, vol. 28(13), pages 1319-1350, December.
    9. Black, J. Stewart & van Esch, Patrick, 2020. "AI-enabled recruiting: What is it and how should a manager use it?," Business Horizons, Elsevier, vol. 63(2), pages 215-226.
    10. Hamilton, R.H. & Davison, H. Kristl, 2018. "The search for skills: Knowledge stars and innovation in the hiring process," Business Horizons, Elsevier, vol. 61(3), pages 409-419.
    11. Francesco Piccialli & Vincenzo Schiano Cola & Fabio Giampaolo & Salvatore Cuomo, 2021. "The Role of Artificial Intelligence in Fighting the COVID-19 Pandemic," Information Systems Frontiers, Springer, vol. 23(6), pages 1467-1497, December.
    12. Patrick Kreiser & Louis Marino & Donald Kuratko & K. Weaver, 2013. "Disaggregating entrepreneurial orientation: the non-linear impact of innovativeness, proactiveness and risk-taking on SME performance," Small Business Economics, Springer, vol. 40(2), pages 273-291, February.
    13. Shepherd, Dean A. & Williams, Trenton A., 2018. "Spontaneous Venturing: An Entrepreneurial Approach to Alleviating Suffering in the Aftermath of a Disaster," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262038870, April.
    14. Anton Korinek & Joseph E. Stiglitz, 2018. "Artificial Intelligence and Its Implications for Income Distribution and Unemployment," NBER Chapters, in: The Economics of Artificial Intelligence: An Agenda, pages 349-390, National Bureau of Economic Research, Inc.
    15. Fatemeh Keshavarz & Ayeshaa Abdul Waheed & Btissam Rachdi & Reda Alhajj, 2018. "Review Spam Detection by Highlighting Potential Spammers and Diminishing Their Effect," International Journal of E-Business Research (IJEBR), IGI Global, vol. 14(1), pages 54-76, January.
    16. Kathleen M. Eisenhardt & Jeffrey A. Martin, 2000. "Dynamic capabilities: what are they?," Strategic Management Journal, Wiley Blackwell, vol. 21(10‐11), pages 1105-1121, October.
    17. Gautier, Axel & Ittoo, Ashwin & Van Cleynenbreugel, Pieter, 2020. "AI algorithms, price discrimination and collusion: a technological, economic and legal perspective," LIDAM Reprints CORE 3138, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
    18. Alexander W. Bartik & Marianne Bertrand & Zoe Cullen & Edward L. Glaeser & Michael Luca & Christopher Stanton, 2020. "The impact of COVID-19 on small business outcomes and expectations," Proceedings of the National Academy of Sciences, Proceedings of the National Academy of Sciences, vol. 117(30), pages 17656-17666, July.
    19. Constance E. Helfat & Margaret A. Peteraf, 2015. "Managerial cognitive capabilities and the microfoundations of dynamic capabilities," Strategic Management Journal, Wiley Blackwell, vol. 36(6), pages 831-850, June.
    20. Papadopoulos, Thanos & Baltas, Konstantinos N. & Balta, Maria Elisavet, 2020. "The use of digital technologies by small and medium enterprises during COVID-19: Implications for theory and practice," International Journal of Information Management, Elsevier, vol. 55(C).
    21. Axel Gautier & Ashwin Ittoo & Pieter Cleynenbreugel, 2020. "AI algorithms, price discrimination and collusion: a technological, economic and legal perspective," European Journal of Law and Economics, Springer, vol. 50(3), pages 405-435, December.
    22. Magda Hercheui & Rishikesh Ranjith, 2020. "Improving Organization Dynamic Capabilities Using Artificial Intelligence," Global Journal of Business Research, The Institute for Business and Finance Research, vol. 14(1), pages 87-96.
    23. Katz, Raúl & Jung, Juan & Callorda, Fernando, 2020. "Can digitization mitigate the economic damage of a pandemic? Evidence from SARS," Telecommunications Policy, Elsevier, vol. 44(10).
    24. Cui Xinyue & Xu Zhaoyu & Zhou Yue, 2020. "Using Machine Learning to Forecast Future Earnings," Atlantic Economic Journal, Springer;International Atlantic Economic Society, vol. 48(4), pages 543-545, December.
    25. Taehyee Um & Taekyung Kim & Namho Chung, 2020. "How does an Intelligence Chatbot Affect Customers Compared with Self-Service Technology for Sustainable Services?," Sustainability, MDPI, vol. 12(12), pages 1-21, June.
    26. Shaker A. Zahra & Harry J. Sapienza & Per Davidsson, 2006. "Entrepreneurship and Dynamic Capabilities: A Review, Model and Research Agenda," Journal of Management Studies, Wiley Blackwell, vol. 43(4), pages 917-955, June.
    27. Davidsson, Per, 2015. "Entrepreneurial opportunities and the entrepreneurship nexus: A re-conceptualization," Journal of Business Venturing, Elsevier, vol. 30(5), pages 674-695.
    28. Jill Juergensen & José Guimón & Rajneesh Narula, 2020. "European SMEs amidst the COVID-19 crisis: assessing impact and policy responses," Economia e Politica Industriale: Journal of Industrial and Business Economics, Springer;Associazione Amici di Economia e Politica Industriale, vol. 47(3), pages 499-510, September.
    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. Drydakis, Nick, 2024. "Business Disruptions Due to Social Vulnerability and Criminal Activities in Urban Areas," IZA Discussion Papers 17321, Institute of Labor Economics (IZA).
    2. Drydakis, Nick, 2024. "Artificial Intelligence Capital and Employment Prospects," IZA Discussion Papers 16866, Institute of Labor Economics (IZA).
    3. Meub, Lukas & Proeger, Till, 2022. "Künstliche Intelligenz in Handwerk und Mittelstand: Ein Forschungsüberblick," ifh Forschungsberichte 1, Volkswirtschaftliches Institut für Mittelstand und Handwerk an der Universität Göttingen (ifh).
    4. Nick Drydakis, 2022. "Improving Entrepreneurs’ Digital Skills and Firms’ Digital Competencies through Business Apps Training: A Study of Small Firms," Sustainability, MDPI, vol. 14(8), pages 1-23, April.
    5. Xin Zhang & Felix Nutakor & Michael Kaku Minlah & Jinke Li, 2023. "Can Digital Transformation Drive Green Transformation in Manufacturing Companies?—Based on Socio-Technical Systems Theory Perspective," Sustainability, MDPI, vol. 15(3), pages 1-24, February.
    6. Nisreen Ameen & Jyoti Choudrie & Paul Jones & Amitabh Anand, 2022. "Innovative Technologies and Small-Medium Sized Enterprises in Times of Crisis," Information Systems Frontiers, Springer, vol. 24(4), pages 1055-1060, August.
    7. Pramanik, Paritosh & Jana, Rabin K. & Ghosh, Indranil, 2024. "AI readiness enablers in developed and developing economies: Findings from the XGBoost regression and explainable AI framework," Technological Forecasting and Social Change, Elsevier, vol. 205(C).
    8. Ana NASTASE & Lauren?iu COROBAN & Nicolae VRANA, 2023. "Challenges for Change Management in SMEs," REVISTA DE MANAGEMENT COMPARAT INTERNATIONAL/REVIEW OF INTERNATIONAL COMPARATIVE MANAGEMENT, Faculty of Management, Academy of Economic Studies, Bucharest, Romania, vol. 24(5), pages 826-832, December.
    9. Drydakis, Nick, 2024. "Business Disruptions Due to Social Vulnerability and Criminal Activities in Urban Areas," GLO Discussion Paper Series 1495, Global Labor Organization (GLO).

    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. Anja Schulze & Stefano Brusoni, 2022. "How dynamic capabilities change ordinary capabilities: Reconnecting attention control and problem‐solving," Strategic Management Journal, Wiley Blackwell, vol. 43(12), pages 2447-2477, December.
    2. Alfredo De Massis & Josip Kotlar & Mike Wright & Franz W. Kellermanns, 2018. "Sector-Based Entrepreneurial Capabilities and the Promise of Sector Studies in Entrepreneurship," Entrepreneurship Theory and Practice, , vol. 42(1), pages 3-23, January.
    3. Schriber, Svante & Löwstedt, Jan, 2018. "Managing asset orchestration: A processual approach to adapting to dynamic environments," Journal of Business Research, Elsevier, vol. 90(C), pages 307-317.
    4. Jelle Schepers & Pieter Vandekerkhof & Yannick Dillen, 2021. "The Impact of the COVID-19 Crisis on Growth-Oriented SMEs: Building Entrepreneurial Resilience," Sustainability, MDPI, vol. 13(16), pages 1-20, August.
    5. Rodrigo-Alarcón, Job & García-Villaverde, Pedro M. & Ruiz-Ortega, María J. & Parra-Requena, Gloria, 2018. "From social capital to entrepreneurial orientation: The mediating role of dynamic capabilities," European Management Journal, Elsevier, vol. 36(2), pages 195-209.
    6. Majumdar, Sumit K., 2014. "Technology and wages: Why firms invest and what happens," Technology in Society, Elsevier, vol. 39(C), pages 44-54.
    7. Yuan, Chun & Xue, Doudou & He, Xin, 2021. "A balancing strategy for ambidextrous learning, dynamic capabilities, and business model design, the opposite moderating effects of environmental dynamism," Technovation, Elsevier, vol. 103(C).
    8. Uddin, Mohammad Rajib & Akter, Shahriar & Lee, Wai Jin Thomas, 2024. "Developing a data breach protection capability framework in retailing," International Journal of Production Economics, Elsevier, vol. 271(C).
    9. Jutta Wollersheim & Koen H. Heimeriks, 2016. "Dynamic Capabilities and Their Characteristic Qualities: Insights from a Lab Experiment," Organization Science, INFORMS, vol. 27(2), pages 233-248, April.
    10. Razmdoost, Kamran & Alinaghian, Leila & Linder, Christian, 2020. "New venture formation: A capability configurational approach," Journal of Business Research, Elsevier, vol. 113(C), pages 290-302.
    11. Ghosh, Swapan & Hughes, Mat & Hodgkinson, Ian & Hughes, Paul, 2022. "Digital transformation of industrial businesses: A dynamic capability approach," Technovation, Elsevier, vol. 113(C).
    12. Carl Åberg & Wei Shen, 2020. "Can board leadership contribute to board dynamic managerial capabilities? An empirical exploration among Norwegian firms," Journal of Management & Governance, Springer;Accademia Italiana di Economia Aziendale (AIDEA), vol. 24(1), pages 169-197, March.
    13. Zhang, Yucheng & Hou, Zhongwei & Yang, Feifei & Yang, Miles M. & Wang, Zhiling, 2021. "Discovering the evolution of resource-based theory: Science mapping based on bibliometric analysis," Journal of Business Research, Elsevier, vol. 137(C), pages 500-516.
    14. Jolien Roelandt & Petra Andries & Mirjam Knockaert, 2022. "The contribution of board experience to opportunity development in high-tech ventures," Small Business Economics, Springer, vol. 58(3), pages 1627-1645, March.
    15. Xiaoming He & Yaqun Yi & Zelong Wei, 2019. "New product development capabilities in China: the moderating role of TMT cooperative behavior," Asian Business & Management, Palgrave Macmillan, vol. 18(2), pages 73-97, April.
    16. Maria Elisavet Balta & Thanos Papadopoulos & Konstantina Spanaki, 2024. "Business model pivoting and digital technologies in turbulent environments," Post-Print hal-04513406, HAL.
    17. Tu Thanh Hoai & Nha Nguyen Minh & Hien Vo Van & Nguyen Phong Nguyen, 2023. "Accounting going green: The move toward environmental sustainability in Vietnamese manufacturing firms," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 30(4), pages 1928-1941, July.
    18. Jarle Aarstad & Olav Andreas Kvitastein & Marte C. W. Solheim, 2021. "External shocks and enterprises' dynamic capabilities in a time of regional distress," Growth and Change, Wiley Blackwell, vol. 52(4), pages 2342-2363, December.
    19. Black, J. Stewart & van Esch, Patrick, 2020. "AI-enabled recruiting: What is it and how should a manager use it?," Business Horizons, Elsevier, vol. 63(2), pages 215-226.
    20. Andreas P. Distel & Wolfgang Sofka & Pedro de Faria & Miguel Torres Preto & António Sérgio Ribeiro, 2022. "Dynamic capabilities for hire – How former host-country entrepreneurs as MNC subsidiary managers affect performance," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 53(4), pages 657-688, June.

    More about this item

    Keywords

    SMEs; Business Risks; COVID-19 pandemic; Artificial Intelligence; Dynamic Capabilities;
    All these keywords.

    JEL classification:

    • O33 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Technological Change: Choices and Consequences; Diffusion Processes
    • Q55 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Environmental Economics: Technological Innovation
    • L26 - Industrial Organization - - Firm Objectives, Organization, and Behavior - - - Entrepreneurship

    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:zbw:glodps:1045. 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: ZBW - Leibniz Information Centre for Economics (email available below). General contact details of provider: https://edirc.repec.org/data/glabode.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.