IDEAS home Printed from https://ideas.repec.org/a/eee/tefoso/v217y2025ics004016252500215x.html
   My bibliography  Save this article

Digital transformation or digital divide? Smes' use of AI during global crisis

Author

Listed:
  • Muhammad, Syed Sardar
  • Dey, Bidit Lal
  • Kamal, Muhammad Mustafa
  • Samuel, Lalnunpuia
  • Alzeiby, Ebtesam Abdullah

Abstract

There is a notable deficiency in empirical research examining how digital transformation, particularly through the adoption of technologies such as Artificial Intelligence (AI), can empower SMEs to navigate the challenges posed by global crises. While new technologies are frequently regarded as solutions, they can coexist with existing systems and potentially exacerbate the digital divide. This paper aims to investigate the factors that either facilitate or hinder digital transformation among SMEs and their impact on either bridging or widening the digital divide. To explore this issue, we employed a maximum variation sampling method and conducted 15 in-depth interviews with SMEs in the restaurant sector – encompassing small, medium, and large establishments – in London. Our findings indicate that technological factors (such as digital inertia), organisational aspects (including perceptions and collaboration), and external environmental influences (like lockdown measures) are critical in determining the extent of digital transformation or the continuation of the digital divide among SMEs during the pandemic. This paper contributes to understanding the interrelationships among innovative technologies, including AI, SMEs, and their external environments in the context of rapid digital transformation. It underscores the adverse effects of technology adoption on the equitable distribution of innovative practices and provides insights into promoting inclusive digital transformation to mitigate the digital divide among SMEs.

Suggested Citation

  • Muhammad, Syed Sardar & Dey, Bidit Lal & Kamal, Muhammad Mustafa & Samuel, Lalnunpuia & Alzeiby, Ebtesam Abdullah, 2025. "Digital transformation or digital divide? Smes' use of AI during global crisis," Technological Forecasting and Social Change, Elsevier, vol. 217(C).
  • Handle: RePEc:eee:tefoso:v:217:y:2025:i:c:s004016252500215x
    DOI: 10.1016/j.techfore.2025.124184
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S004016252500215X
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.techfore.2025.124184?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

    for a different version of it.

    References listed on IDEAS

    as
    1. Hossain, Mohammad Rokibul & Akhter, Fahmida & Sultana, Mir Misnad, 2022. "SMEs in Covid-19 Crisis and Combating Strategies: A Systematic Literature Review (SLR) and A Case from Emerging Economy," Operations Research Perspectives, Elsevier, vol. 9(C).
    2. Syed Sardar Muhammad & Bidit Lal Dey & Vishanth Weerakkody, 2018. "Analysis of Factors that Influence Customers’ Willingness to Leave Big Data Digital Footprints on Social Media: A Systematic Review of Literature," Information Systems Frontiers, Springer, vol. 20(3), pages 559-576, June.
    3. Akin Fadahunsi, 2012. "The Growth of Small Businesses: Towards A Research Agenda," American Journal of Economics and Business Administration, Science Publications, vol. 4(1), pages 105-115, March.
    4. Soni, Gunjan & Mangla, Sachin Kumar & Singh, Pallavi & Dey, Bidit L. & Dora, Manoj, 2021. "Technological interventions in social business: Mapping current research and establishing future research agenda," Technological Forecasting and Social Change, Elsevier, vol. 169(C).
    5. 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).
    6. Iva Gregurec & Martina Tomičić Furjan & Katarina Tomičić-Pupek, 2021. "The Impact of COVID-19 on Sustainable Business Models in SMEs," Sustainability, MDPI, vol. 13(3), pages 1-24, January.
    7. Gerardine DeSanctis & Marshall Scott Poole, 1994. "Capturing the Complexity in Advanced Technology Use: Adaptive Structuration Theory," Organization Science, INFORMS, vol. 5(2), pages 121-147, May.
    8. Aboelmaged, Mohamed Gamal, 2014. "Predicting e-readiness at firm-level: An analysis of technological, organizational and environmental (TOE) effects on e-maintenance readiness in manufacturing firms," International Journal of Information Management, Elsevier, vol. 34(5), pages 639-651.
    9. Olivier Cattaneo & Gary Gereffi & Cornelia Staritz, 2010. "Global Value Chains in a Postcrisis World : A Development Perspective," World Bank Publications - Books, The World Bank Group, number 2509.
    10. Rajaram, Kumaran & Tinguely, Patrick Nicolas, 2024. "Generative artificial intelligence in small and medium enterprises: Navigating its promises and challenges," Business Horizons, Elsevier, vol. 67(5), pages 629-648.
    11. Bresciani, Stefano & Ferraris, Alberto & Del Giudice, Manlio, 2018. "The management of organizational ambidexterity through alliances in a new context of analysis: Internet of Things (IoT) smart city projects," Technological Forecasting and Social Change, Elsevier, vol. 136(C), pages 331-338.
    12. Lee, Sang-Gun & Trimi, Silvana & Kim, Changsoo, 2013. "The impact of cultural differences on technology adoption," Journal of World Business, Elsevier, vol. 48(1), pages 20-29.
    13. Alexandre Moeuf & Robert Pellerin & Samir Lamouri & Simon Tamayo-Giraldo & Rodolphe Barbaray, 2018. "The industrial management of SMEs in the era of Industry 4.0," International Journal of Production Research, Taylor & Francis Journals, vol. 56(3), pages 1118-1136, February.
    14. Weaven, Scott & Quach, Sara & Thaichon, Park & Frazer, Lorelle & Billot, Ken & Grace, Debra, 2021. "Surviving an economic downturn: Dynamic capabilities of SMEs," Journal of Business Research, Elsevier, vol. 128(C), pages 109-123.
    15. Alalwan, Ali Abdallah & Dwivedi, Yogesh K. & Rana, Nripendra P., 2017. "Factors influencing adoption of mobile banking by Jordanian bank customers: Extending UTAUT2 with trust," International Journal of Information Management, Elsevier, vol. 37(3), pages 99-110.
    16. Shahzad (Shaz) Ansari & Raghu Garud & Arun Kumaraswamy, 2016. "The disruptor's dilemma: TiVo and the U.S. television ecosystem," Strategic Management Journal, Wiley Blackwell, vol. 37(9), pages 1829-1853, September.
    17. Polyxeni Vassilakopoulou & Eli Hustad, 2023. "Bridging Digital Divides: a Literature Review and Research Agenda for Information Systems Research," Information Systems Frontiers, Springer, vol. 25(3), pages 955-969, June.
    18. March L. To & Eric W.T. Ngai, 2007. "The Role of Managerial Attitudes in the Adoption of Technological Innovations: An Application to B2C E-Commerce," International Journal of Enterprise Information Systems (IJEIS), IGI Global Scientific Publishing, vol. 3(2), pages 23-33, April.
    19. Kawaljeet Kaur Kapoor & Yogesh K. Dwivedi & Michael D. Williams, 2015. "Examining the role of three sets of innovation attributes for determining adoption of the interbank mobile payment service," Information Systems Frontiers, Springer, vol. 17(5), pages 1039-1056, October.
    20. Antonelli, Cristiano, 2003. "The digital divide: understanding the economics of new information and communication technology in the global economy," Information Economics and Policy, Elsevier, vol. 15(2), pages 173-199, June.
    21. AlQershi, Nagwan & Saufi, Roselina Binti Ahmad & Ismail, Noor Azizi & Mohamad, Mohd Rosli Bin & Ramayah, T. & Muhammad, Nik Maheran Nik & Yusoff, Mohd Nor Hakimin Bin, 2023. "The moderating role of market turbulence beyond the Covid-19 pandemic and Russia-Ukraine crisis on the relationship between intellectual capital and business sustainability," Technological Forecasting and Social Change, Elsevier, vol. 186(PB).
    22. Lee, Sang M. & Trimi, Silvana, 2021. "Convergence innovation in the digital age and in the COVID-19 pandemic crisis," Journal of Business Research, Elsevier, vol. 123(C), pages 14-22.
    23. Antonio, Jerome L. & Kanbach, Dominik K., 2023. "Contextual factors of disruptive innovation: A systematic review and framework," Technological Forecasting and Social Change, Elsevier, vol. 188(C).
    24. Hidalgo, Antonio & Gabaly, Samuel & Morales-Alonso, Gustavo & Urueña, Alberto, 2020. "The digital divide in light of sustainable development: An approach through advanced machine learning techniques," Technological Forecasting and Social Change, Elsevier, vol. 150(C).
    25. Castell, Carolin & Kiefer, Jasmin & Schubach, Sebastian & Schumann, Jan H. & Graf-Vlachy, Lorenz & König, Andreas, 2023. "Integrating digital platform dynamics into customer orientation research: A systematic review and research agenda," Journal of Business Research, Elsevier, vol. 163(C).
    26. Alfons Weersink & Evan Fraser & David Pannell & Emily Duncan & Sarah Rotz, 2018. "Opportunities and Challenges for Big Data in Agricultural and Environmental Analysis," Annual Review of Resource Economics, Annual Reviews, vol. 10(1), pages 19-37, October.
    27. Eggers, Fabian, 2020. "Masters of disasters? Challenges and opportunities for SMEs in times of crisis," Journal of Business Research, Elsevier, vol. 116(C), pages 199-208.
    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. Elżbieta Sobczak, 2025. "Digital Transformation of Enterprises and Employment in Technologically Advanced and Knowledge-Intensive Sectors in the European Union Countries," Sustainability, MDPI, vol. 17(13), pages 1-40, June.

    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. Ali Zackery & Joseph Amankwah-Amoah & Zahra Heidari Darani & Shiva Ghasemi, 2022. "COVID-19 Research in Business and Management: A Review and Future Research Agenda," Sustainability, MDPI, vol. 14(16), pages 1-32, August.
    2. Bianco, Débora & Bueno, Adauto & Godinho Filho, Moacir & Latan, Hengky & Miller Devós Ganga, Gilberto & Frank, Alejandro G. & Chiappetta Jabbour, Charbel Jose, 2023. "The role of Industry 4.0 in developing resilience for manufacturing companies during COVID-19," International Journal of Production Economics, Elsevier, vol. 256(C).
    3. Ayaz, Ozlem & Tabaghdehi, Seyedeh Asieh Hosseini & Rosli, Ainurul & Tambay, Prerna, 2025. "Ethical implications of employee and customer digital footprint: SMEs perspective," Journal of Business Research, Elsevier, vol. 188(C).
    4. Zhang, Yun & Weng, Qingxiong & Zhu, Nan, 2018. "The relationships between electronic banking adoption and its antecedents: A meta-analytic study of the role of national culture," International Journal of Information Management, Elsevier, vol. 40(C), pages 76-87.
    5. Gaffar Hafiz Sagala & Dóra Őri, 2024. "Toward SMEs digital transformation success: a systematic literature review," Information Systems and e-Business Management, Springer, vol. 22(4), pages 667-719, December.
    6. Hery Syahrial & Linda Lores & Dahrul Siregar & Salma Nazwa, 2024. "Crucial Factors Influencing the Success of SMEs in the Digital Transformation Era," Information Management and Business Review, AMH International, vol. 16(3), pages 181-187.
    7. Ganlin Pu & Md. Qamruzzaman & Ahmed Muneeb Mehta & Farah Naz Naqvi & Salma Karim, 2021. "Innovative Finance, Technological Adaptation and SMEs Sustainability: The Mediating Role of Government Support during COVID-19 Pandemic," Sustainability, MDPI, vol. 13(16), pages 1-27, August.
    8. Delgosha, Mohammad Soltani & Hajiheydari, Nastaran & Talafidaryani, Mojtaba, 2022. "Discovering IoT implications in business and management: A computational thematic analysis," Technovation, Elsevier, vol. 118(C).
    9. Vasi, Melissa & Sansone, Giuliano & English, Vincent, 2024. "Exogenous crises and SMEs resilience: The Dynamic Open Innovation Funnel," Technovation, Elsevier, vol. 129(C).
    10. Wang, Yuchen & Yin, Jianjun & Gao, Wenlian, 2025. "Intelligent manufacturing and post-pandemic growth: Evidence from China," Pacific-Basin Finance Journal, Elsevier, vol. 91(C).
    11. Aleksandar M. Damnjanovic & Goran Dzafic & Sandra Nesic & Dragan Milosevic & Gordana Mrdak & Sinisa M. Arsic, 2022. "Strategic Management of External Disruptions on Realization of Business Plans—Case of Serbian Manufacturing Companies," Sustainability, MDPI, vol. 14(18), pages 1-22, September.
    12. Dubey, Rameshwar & Bryde, David J. & Dwivedi, Yogesh K. & Graham, Gary & Foropon, Cyril & Papadopoulos, Thanos, 2023. "Dynamic digital capabilities and supply chain resilience: The role of government effectiveness," International Journal of Production Economics, Elsevier, vol. 258(C).
    13. Marino-Romero, Jorge Alberto & Palos-Sánchez, Pedro R. & Velicia-Martín, Félix, 2024. "Evolution of digital transformation in SMEs management through a bibliometric analysis," Technological Forecasting and Social Change, Elsevier, vol. 199(C).
    14. Zheng, Panpan & Li, Zhen & Zhuang, Ziyin, 2024. "The impact of COVID-19 on corporate digital innovation in China: A study based on the DDD model," Finance Research Letters, Elsevier, vol. 59(C).
    15. Tan Poh Ling & Nurzihan Hassim & Nur Nadira Binti Mohammad Bashir, 2024. "SME Preparedness in Surviving the Health Pandemic in Malaysia," SAGE Open, , vol. 14(2), pages 21582440241, May.
    16. Hasan, Rajibul & Lowe, Ben & Petrovici, Dan, 2020. "Consumer adoption of pro-poor service innovations in subsistence marketplaces," Journal of Business Research, Elsevier, vol. 121(C), pages 461-475.
    17. Görkem Sariyer & Mustafa Gokalp Ataman & Sachin Kumar Mangla & Yigit Kazancoglu & Manoj Dora, 2023. "Big data analytics and the effects of government restrictions and prohibitions in the COVID-19 pandemic on emergency department sustainable operations," Annals of Operations Research, Springer, vol. 328(1), pages 1073-1103, September.
    18. Camila Silva Mattos & Giustina Pellegrini & Geoffrey Hagelaar & Wilfred Dolfsma, 2024. "Systematic literature review on technological transformation in SMEs: a transformation encompassing technology assimilation and business model innovation," Management Review Quarterly, Springer, vol. 74(2), pages 1057-1095, June.
    19. Zhu, Zhuo-Yue & Xie, Hong-Ming & Chen, Liang, 2023. "ICT industry innovation: Knowledge structure and research agenda," Technological Forecasting and Social Change, Elsevier, vol. 189(C).
    20. Efpraxia D. Zamani & Anastasia Griva & Kieran Conboy, 2022. "Using Business Analytics for SME Business Model Transformation under Pandemic Time Pressure," Information Systems Frontiers, Springer, vol. 24(4), pages 1145-1166, August.

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;

    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:eee:tefoso:v:217:y:2025:i:c:s004016252500215x. 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.