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Exploring Risks in the Adoption of Business Intelligence in SMEs Using the TOE Framework

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  • Ana-Marija Stjepić

    (Faculty of Economics & Business, University of Zagreb, 10000 Zagreb, Croatia)

  • Mirjana Pejić Bach

    (Faculty of Economics & Business, University of Zagreb, 10000 Zagreb, Croatia)

  • Vesna Bosilj Vukšić

    (Faculty of Economics & Business, University of Zagreb, 10000 Zagreb, Croatia)

Abstract

The business success of small- and medium-sized enterprises (SMEs) increasingly relies on the adoption of various technological innovations. For today’s unpredictable business operations, business intelligence systems (BISs) represent one of the most prominent tools with a significant impact on business performance. However, different internal and external risks may influence BIS adoption. The goal of this paper is to investigate the risks that impact BIS adoption in SMEs, using the Technology, Organization, and Environment (TOE) framework. For that purpose, we develop the logistic regression model, using data collected by a questionnaire survey using a sample of 100 Croatian SMEs. The results indicate the applicability of the TOE theoretical framework for examining BIS adoption in SMEs. Given the results obtained, the sampled SMEs should take into account the internal risks related to the organizational dimension and external risks related to the environmental dimension. Our research did not reveal the significant impact of technological risks that encompass characteristics of considered technological innovation related to the technology dimension.

Suggested Citation

  • Ana-Marija Stjepić & Mirjana Pejić Bach & Vesna Bosilj Vukšić, 2021. "Exploring Risks in the Adoption of Business Intelligence in SMEs Using the TOE Framework," JRFM, MDPI, vol. 14(2), pages 1-18, February.
    • Handle: RePEc:gam:jjrfmx:v:14:y:2021:i:2:p:58-:d:491704
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    1. Quangdung Tran & Changzheng Zhang & Hongyi Sun & Dechun Huang, 2014. "Initial Adoption Versus Institutionalization of E-Procurement in Construction Firms: An Empirical Investigation in Vietnam," Journal of Global Information Technology Management, Taylor & Francis Journals, vol. 17(2), pages 91-116, April.
    2. William Yeoh, 2011. "Business intelligence systems implementation: testing a critical success factors framework in multiple cases," International Journal of Business Information Systems, Inderscience Enterprises Ltd, vol. 8(2), pages 192-209.
    3. Hyeon Mo Jeon & Hye Jin Sung & Hyun Young Kim, 2020. "Customers’ acceptance intention of self-service technology of restaurant industry: expanding UTAUT with perceived risk and innovativeness," Service Business, Springer;Pan-Pacific Business Association, vol. 14(4), pages 533-551, December.
    4. Mihaela DIACONU, 2011. "Technological Innovation: Concept, Process, Typology and Implications in the Economy," Theoretical and Applied Economics, Asociatia Generala a Economistilor din Romania - AGER, vol. 0(10(563)), pages 127-144, October.
    5. Muhammad Shahid Iqbal & Masood Ul Hassan & Ume Habibah, 2018. "Impact of self-service technology (SST) service quality on customer loyalty and behavioral intention: The mediating role of customer satisfaction," Cogent Business & Management, Taylor & Francis Journals, vol. 5(1), pages 1423770-142, January.
    6. Lapo Mola & Cecilia Rossignoli & Andrea Carugati & Antonio Giangreco, 2015. "Business Intelligence System Design and its Consequences for Knowledge Sharing, Collaboration, and Decision-Making: An Exploratory Study," International Journal of Technology and Human Interaction (IJTHI), IGI Global, vol. 11(4), pages 1-25, October.
    7. Rajagopal, 2014. "The Human Factors," Palgrave Macmillan Books, in: Architecting Enterprise, chapter 9, pages 225-249, Palgrave Macmillan.
    8. Sumera Ahmad & Suraya Miskon & Rana Alabdan & Iskander Tlili, 2020. "Exploration of Influential Determinants for the Adoption of Business Intelligence System in the Textile and Apparel Industry," Sustainability, MDPI, vol. 12(18), pages 1-21, September.
    9. Acheampong Owusu & Abbas Ghanbari-Baghestan & Abdolhossein Kalantari, 2017. "Investigating the Factors Affecting Business Intelligence Systems Adoption: A Case Study of Private Universities in Malaysia," International Journal of Technology Diffusion (IJTD), IGI Global, vol. 8(2), pages 1-25, April.
    10. Waranpong Boonsiritomachai & G. Michael McGrath & Stephen Burgess, 2016. "Exploring business intelligence and its depth of maturity in Thai SMEs," Cogent Business & Management, Taylor & Francis Journals, vol. 3(1), pages 1220663-122, December.
    11. Owusu Acheampong & Said Aiman Moyaid, 2016. "An integrated model for determining business intelligence systems adoption and post-adoption benefits in banking sector," Journal of Administrative and Business Studies, Professor Dr. Usman Raja, vol. 2(2), pages 85-101.
    12. Muhammad Haseeb & Hafezali Iqbal Hussain & Sebastian Kot & Armenia Androniceanu & Kittisak Jermsittiparsert, 2019. "Role of Social and Technological Challenges in Achieving a Sustainable Competitive Advantage and Sustainable Business Performance," Sustainability, MDPI, vol. 11(14), pages 1-23, July.
    13. Dragos AGIU & Vlad MATEESCU & Iulia MUNTEAN, 2014. "Business Intelligence overview," Database Systems Journal, Academy of Economic Studies - Bucharest, Romania, vol. 5(3), pages 23-36, December.
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    Cited by:

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