IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v16y2024i5p1864-d1345134.html
   My bibliography  Save this article

Artificial Intelligence Adoption by SMEs to Achieve Sustainable Business Performance: Application of Technology–Organization–Environment Framework

Author

Listed:
  • Saeed Badghish

    (Faculty of Economics and Administration, King Abdulaziz University, Jeddah 21589, Saudi Arabia)

  • Yasir Ali Soomro

    (Faculty of Economics and Administration, King Abdulaziz University, Jeddah 21589, Saudi Arabia)

Abstract

The primary purpose of this study was to investigate and present a theoretical model that identifies the most influential factors affecting the adoption of artificial intelligence (AI) by SMEs to achieve sustainable business performance in Saudi Arabia by integrating the Technology–Organization–Environment (TOE) framework. The authors utilized a quantitative method, using a survey instrument for this research. Data for this research were collected from managers working in six different sectors. Subsequently, based on company size, firms were divided into two groups, allowing multi-group analysis of small and medium-sized businesses to explore group differences. Hence, firm size played a moderating role in the conceptualized model. Data analysis was performed on SmartPLS 3, and the results suggest that dimensions of the TOE framework, such as relative advantage, compatibility, sustainable human capital, market and customer demand, and government support, play a significant role in the adoption of AI. Moreover, this study found a significant influence of AI on SMEs’ operational and economic performance. The multi-group analysis (MGA) results reveal significant group differences, with a medium-sized firm strengthening the relationship between relative advantage and AI adoption compared to small-size firms. The findings lead to practical implications for companies on how to increase the adoption of AI to help SMEs embrace their technological challenges in KSA and obtain sustainable business performance to contribute to the economy.

Suggested Citation

  • Saeed Badghish & Yasir Ali Soomro, 2024. "Artificial Intelligence Adoption by SMEs to Achieve Sustainable Business Performance: Application of Technology–Organization–Environment Framework," Sustainability, MDPI, vol. 16(5), pages 1-24, February.
  • Handle: RePEc:gam:jsusta:v:16:y:2024:i:5:p:1864-:d:1345134
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/16/5/1864/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2071-1050/16/5/1864/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Todd R. Zenger, 1994. "Explaining Organizational Diseconomies of Scale in R&D: Agency Problems and the Allocation of Engineering Talent, Ideas, and Effort by Firm Size," Management Science, INFORMS, vol. 40(6), pages 708-729, June.
    2. Lívia Almada & Renata Borges, 2018. "Sustainable Competitive Advantage Needs Green Human Resource Practices: A Framework for Environmental Management," RAC - Revista de Administração Contemporânea (Journal of Contemporary Administration), ANPAD - Associação Nacional de Pós-Graduação e Pesquisa em Administração, vol. 22(3), pages 424-442.
    3. Huang, Zhehao & Liao, Gaoke & Li, Zhenghui, 2019. "Loaning scale and government subsidy for promoting green innovation," Technological Forecasting and Social Change, Elsevier, vol. 144(C), pages 148-156.
    4. Zoltan J. Acs & David B. Audretsch, 2008. "Innovation in Large and Small Firms: An Empirical Analysis," Chapters, in: Entrepreneurship, Growth and Public Policy, chapter 1, pages 3-15, Edward Elgar Publishing.
    5. Katie Williams & Carol Dair, 2007. "What is stopping sustainable building in England? Barriers experienced by stakeholders in delivering sustainable developments," Sustainable Development, John Wiley & Sons, Ltd., vol. 15(3), pages 135-147.
    6. Chieh-Yu Lin & Yi-Hui Ho, 2011. "Determinants of Green Practice Adoption for Logistics Companies in China," Journal of Business Ethics, Springer, vol. 98(1), pages 67-83, January.
    7. Sandy Bond, 2011. "Barriers and drivers to green buildings in Australia and New Zealand," Journal of Property Investment & Finance, Emerald Group Publishing Limited, vol. 29(4/5), pages 494-509, July.
    8. Ndeye Ndiaye & Lutfi Abdul Razak & Ruslan Nagayev & Adam Ng, 2018. "Demystifying small and medium enterprises’ (SMEs) performance in emerging and developing economies," Borsa Istanbul Review, Research and Business Development Department, Borsa Istanbul, vol. 18(4), pages 269-281, December.
    9. Kusi-Sarpong, Simonov & Bai, Chunguang & Sarkis, Joseph & Wang, Xuping, 2015. "Green supply chain practices evaluation in the mining industry using a joint rough sets and fuzzy TOPSIS methodology," Resources Policy, Elsevier, vol. 46(P1), pages 86-100.
    10. Zhang, Weidong & Zuo, Na & He, Wu & Li, Songtao & Yu, Lu, 2021. "Factors influencing the use of artificial intelligence in government: Evidence from China," Technology in Society, Elsevier, vol. 66(C).
    11. Justina Naujokaitiene & Margarita Tereseviciene & Vilma Zydziunaite, 2015. "Organizational Support for Employee Engagement in Technology-Enhanced Learning," SAGE Open, , vol. 5(4), pages 21582440156, October.
    12. Babina, Tania & Fedyk, Anastassia & He, Alex & Hodson, James, 2024. "Artificial intelligence, firm growth, and product innovation," Journal of Financial Economics, Elsevier, vol. 151(C).
    13. Jianming Zhang & Gongqian Liang & Taiwen Feng & Chunlin Yuan & Wenbo Jiang, 2020. "Green innovation to respond to environmental regulation: How external knowledge adoption and green absorptive capacity matter?," Business Strategy and the Environment, Wiley Blackwell, vol. 29(1), pages 39-53, January.
    14. Yi‐Chuan Liao & Kuen‐Hung Tsai, 2019. "Innovation intensity, creativity enhancement, and eco‐innovation strategy: The roles of customer demand and environmental regulation," Business Strategy and the Environment, Wiley Blackwell, vol. 28(2), pages 316-326, February.
    15. Masaaki Kotabe & Xavier Martin & Hiroshi Domoto, 2003. "Gaining from vertical partnerships: knowledge transfer, relationship duration, and supplier performance improvement in the U.S. and Japanese automotive industries," Strategic Management Journal, Wiley Blackwell, vol. 24(4), pages 293-316, April.
    16. Nola Hewitt-Dundas, 2006. "Resource and Capability Constraints to Innovation in Small and Large Plants," Small Business Economics, Springer, vol. 26(3), pages 257-277, April.
    17. Yasir Ali Soomro, 2019. "Understanding the Adoption of SADAD E-Payments: UTAUT Combined with Religiosity as Moderator," International Journal of E-Business Research (IJEBR), IGI Global, vol. 15(1), pages 55-74, January.
    18. Isaac Kofi Mensah & Guohua Zeng & Chuanyong Luo, 2020. "E-Government Services Adoption: An Extension of the Unified Model of Electronic Government Adoption," SAGE Open, , vol. 10(2), pages 21582440209, June.
    19. Frambach, Ruud T. & Schillewaert, Niels, 2002. "Organizational innovation adoption: a multi-level framework of determinants and opportunities for future research," Journal of Business Research, Elsevier, vol. 55(2), pages 163-176, February.
    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. Chieh-Yu Lin & Yi-Hui Ho & Young-Long Wu & I-Chi Yu, 2019. "Determinants of Mindful Adoption of Green Innovation," International Journal of Research in Business and Social Science (2147-4478), Center for the Strategic Studies in Business and Finance, vol. 8(4), pages 79-89, July.
    2. Han, Myat Su & Chen, Weiming, 2021. "Determinants of eco-innovation adoption of small and medium enterprises: An empirical analysis in Myanmar," Technological Forecasting and Social Change, Elsevier, vol. 173(C).
    3. Andrew Copus & Dimitris Skuras & Kyriaki Tsegenidi, 2006. "Innovation and Peripherality: A Comparative Study in Six EU Member Countries," ERSA conference papers ersa06p295, European Regional Science Association.
    4. Richard Arend, 2013. "Ethics-focused dynamic capabilities: a small business perspective," Small Business Economics, Springer, vol. 41(1), pages 1-24, June.
    5. Hao Zhang & Jie He & Xiaomeng Shi & Qiong Hong & Jie Bao & Shuqi Xue, 2020. "Technology Characteristics, Stakeholder Pressure, Social Influence, and Green Innovation: Empirical Evidence from Chinese Express Companies," Sustainability, MDPI, vol. 12(7), pages 1-19, April.
    6. Yuming Zhang & Juanjuan Zhang & Zhang Cheng, 2021. "Stock Market Liberalization and Corporate Green Innovation: Evidence from China," IJERPH, MDPI, vol. 18(7), pages 1-22, March.
    7. Jeffrey T. Macher, 2006. "Technological Development and the Boundaries of the Firm: A Knowledge-Based Examination in Semiconductor Manufacturing," Management Science, INFORMS, vol. 52(6), pages 826-843, June.
    8. Liangze Ma & Rana Umair Ashraf & Muhammad Ahtisham ul Haq & Xianhua Fan, 2022. "Hurdles on the Way to Sustainable Development in the Education Sector of China," Sustainability, MDPI, vol. 15(1), pages 1-14, December.
    9. Richard Arend, 2014. "Social and Environmental Performance at SMEs: Considering Motivations, Capabilities, and Instrumentalism," Journal of Business Ethics, Springer, vol. 125(4), pages 541-561, December.
    10. Nguyen Minh Ha & Pham Anh Nguyen & Nguyen Bach Hoang Phung, 2022. "Technological factors affecting green innovation: Evidence from the manufacturing sector in Vietnam," HO CHI MINH CITY OPEN UNIVERSITY JOURNAL OF SCIENCE - ECONOMICS AND BUSINESS ADMINISTRATION, HO CHI MINH CITY OPEN UNIVERSITY JOURNAL OF SCIENCE, HO CHI MINH CITY OPEN UNIVERSITY, vol. 12(1), pages 3-19.
    11. Jung Wan Lee & Young Min Kim & Young Ei Kim, 2018. "Antecedents of Adopting Corporate Environmental Responsibility and Green Practices," Journal of Business Ethics, Springer, vol. 148(2), pages 397-409, March.
    12. Eckhardt, Jonathan T. & Shane, Scott A., 2011. "Industry changes in technology and complementary assets and the creation of high-growth firms," Journal of Business Venturing, Elsevier, vol. 26(4), pages 412-430, July.
    13. Anne Marie Knott & Carl Vieregger, 2016. "Reconciling the Firm Size and Innovation Puzzle," Working Papers 16-20rr, Center for Economic Studies, U.S. Census Bureau.
    14. Die Hu & Lu Qiu & Maoyan She & Yu Wang, 2021. "Sustaining the sustainable development: How do firms turn government green subsidies into financial performance through green innovation?," Business Strategy and the Environment, Wiley Blackwell, vol. 30(5), pages 2271-2292, July.
    15. Ye Seul Choi & Up Lim, 2017. "Contextual Factors Affecting the Innovation Performance of Manufacturing SMEs in Korea: A Structural Equation Modeling Approach," Sustainability, MDPI, vol. 9(7), pages 1-15, July.
    16. Zaidi, Syed Anees Haider & Mirza, Faisal Mehmood & Hou, Fujun & Ashraf, Rana Umair, 2019. "Addressing the sustainable development through sustainable procurement: What factors resist the implementation of sustainable procurement in Pakistan?," Socio-Economic Planning Sciences, Elsevier, vol. 68(C).
    17. Weizhou Su & Gaowen Lei & Sidai Guo & Hongche Dan, 2022. "Study on the Influence Mechanism of Environmental Management System Certification on Enterprise Green Innovation," IJERPH, MDPI, vol. 19(19), pages 1-20, September.
    18. Anne Marie Knott & Carl Vieregger, 2020. "Reconciling the Firm Size and Innovation Puzzle," Organization Science, INFORMS, vol. 31(2), pages 477-488, March.
    19. Philippe Simon, 2016. "Regulatory and economic instruments (REI) to benefit the development of MSEs in Haiti [Instruments économiques et règlementaires (IER) au profit du développement des TPE en Haïti]," Working Papers hal-01292918, HAL.
    20. Young Rok Choi & Seongwook Ha & Youngbae Kim, 2022. "Innovation ambidexterity, resource configuration and firm growth: is smallness a liability or an asset?," Small Business Economics, Springer, vol. 58(4), pages 2183-2209, April.

    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:gam:jsusta:v:16:y:2024:i:5:p:1864-:d:1345134. 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: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    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.