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Integration of Romanian SMEs into Digital Ecosystems: The Role of Data Analysis and Artificial Intelligence in Enhancing Performance

Author

Listed:
  • Elena-Oana Croitoru

    (Bucharest University of Economic Studies, Bucharest, Romania)

  • Andreea-Ileana Zamfir

    (Bucharest University of Economic Studies, Bucharest, Romania)

  • Octavian-Cosmin Dobrin

    (Bucharest University of Economic Studies, Bucharest, Romania)

  • Aurelia Stanescu

    (Bucharest University of Economic Studies, Bucharest, Romania)

Abstract

Digital transformation has driven small and medium-sized enterprises (SMEs) to integrate into digital ecosystems (platforms, cloud solutions, and digital collaboration); however, the mechanisms by which this integration translates into performance remain insufficiently explained, particularly in emerging economies. This study investigates the relationships between digital ecosystem integration, data and artificial intelligence capabilities, adoption barriers, and perceived performance among Romanian SMEs using a quantitative methodology. Data were collected via a questionnaire administered to a sample of Romanian companies and analysed using Partial Least Squares Structural Equation Modelling (PLS-SEM) with bootstrapping. The empirical results highlight a full mediation phenomenon, indicating that access to and mere presence within digital ecosystems do not directly guarantee performance; rather, performance is achieved only if the firm transforms these resources into data analytics and AI automation capabilities. However, the results confirm that a developed digital ecosystem strongly stimulates firms' capacity to utilise these tools. Multi-Group Analysis (MGA) demonstrated that this mechanism is robust and valid regardless of firm size. The study provides new insights regarding digital ecosystems and the digital capabilities of SMEs, presenting managerial implications for prioritising investments in data, analytics, and AI.

Suggested Citation

  • Elena-Oana Croitoru & Andreea-Ileana Zamfir & Octavian-Cosmin Dobrin & Aurelia Stanescu, 2026. "Integration of Romanian SMEs into Digital Ecosystems: The Role of Data Analysis and Artificial Intelligence in Enhancing Performance," The AMFITEATRU ECONOMIC journal, Academy of Economic Studies - Bucharest, Romania, vol. 28(72), pages 607-607, April.
  • Handle: RePEc:aes:amfeco:v:28:y:2026:i:72:p:607
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    References listed on IDEAS

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    1. Eller, Robert & Alford, Philip & Kallmünzer, Andreas & Peters, Mike, 2020. "Antecedents, consequences, and challenges of small and medium-sized enterprise digitalization," Journal of Business Research, Elsevier, vol. 112(C), pages 119-127.
    2. Eyup Kahveci, 2025. "Digital Transformation in SMEs: Enablers, Interconnections, and a Framework for Sustainable Competitive Advantage," Administrative Sciences, MDPI, vol. 15(3), pages 1-16, March.
    3. Amalia Georgescu & Marc K Peter & Silvia Avasilcai, 2022. "A business ecosystem framework for SME development through associative and non-associative business structures in the digital age," Cogent Business & Management, Taylor & Francis Journals, vol. 9(1), pages 2143310-214, December.
    4. Anca Elena Lungu & Ioana Andreea Bogoslov & Eduard Alexandru Stoica & Mircea Radu Georgescu, 2021. "From Decision to Survival—Shifting the Paradigm in Entrepreneurship during the COVID-19 Pandemic," Sustainability, MDPI, vol. 13(14), pages 1-23, July.
    5. Stefan Apostol, 2023. "Digitalization and Platformization in Romania Based on the Digital Platform Economy Index 2020," Central European Business Review, Prague University of Economics and Business, vol. 2023(4), pages 77-103.
    6. Andreas Kallmuenzer & Alexey Mikhaylov & Mihaela Chelaru & Wojciech Czakon, 2025. "Adoption and performance outcome of digitalization in small and medium-sized enterprises," Review of Managerial Science, Springer, vol. 19(7), pages 2011-2038, July.
    7. Diana Foris & Natalia Crihalmean & Tiberiu Foris, 2020. "Exploring the Environmental Practices in Hospitality through Booking Websites and Online Tourist Reviews," Sustainability, MDPI, vol. 12(24), pages 1-18, December.
    8. Codruța Cornelia Dura & Ana Maria Mihaela Iordache & Alexandru Ionescu & Claudia Isac & Teodora Odett Breaz, 2022. "Analyzing Performance in Wholesale Trade Romanian SMEs: Framing Circular Economy Business Scenarios," Sustainability, MDPI, vol. 14(9), pages 1-34, May.
    9. Adina-Maria Vodă & Mihai Ciobotea & Doina Badea & Monica Roman & Marian Stan, 2025. "The Interactions Between Digitalization, Innovation and Employment in European Companies: Insights from a Latent Class Analysis," Economies, MDPI, vol. 13(4), pages 1-19, April.
    10. Alexandra-Nicoleta Ciucu (Durnoi) & Cosmin Alexandru Teodorescu & Vanesa Madalina Vargas & Corina Ioanas, 2023. "Analysing EU Countries Digital Progress Towards Sustainable Development Goals," The AMFITEATRU ECONOMIC journal, Academy of Economic Studies - Bucharest, Romania, vol. 25(S17), pages 987-987, November.
    11. Georgiana-Alina Crisan & Anda Belciu & Madalina Ecaterina Popescu, 2025. "Digital Transformation—One Step Further to a Sustainable Economy: The Bibliometric Analysis," Sustainability, MDPI, vol. 17(4), pages 1-46, February.
    12. Mikalef, Patrick & Boura, Maria & Lekakos, George & Krogstie, John, 2019. "Big data analytics and firm performance: Findings from a mixed-method approach," Journal of Business Research, Elsevier, vol. 98(C), pages 261-276.
    13. Alexandra Horobet & Irina Mnohoghitnei & Emanuela Marinela Luminita Zlatea & Lucian Belascu, 2022. "The Interplay between Digitalization, Education and Financial Development: A European Case Study," JRFM, MDPI, vol. 15(3), pages 1-23, March.
    14. Zahid Yousaf & Magdalena Radulescu & Crenguta Ileana Sinisi & Luminita Serbanescu & Loredana Maria Păunescu, 2021. "Towards Sustainable Digital Innovation of SMEs from the Developing Countries in the Context of the Digital Economy and Frugal Environment," Sustainability, MDPI, vol. 13(10), pages 1-28, May.
    15. Călin-Adrian Comes & Valentina Vasile & Daniel Ștefan & Liviu Ciucan-Rusu & Maria-Alexandra Poptamas & Mihai Timuș & Elena Bunduchi & Paula Pop-Nistor & Anamari-Beatrice Ștefan, 2025. "Uncovering Patterns in Sustainable Digital Transformation of SMEs in an Emerging Market," Sustainability, MDPI, vol. 17(21), pages 1-14, November.
    16. Bouwman, Harry & Nikou, Shahrokh & de Reuver, Mark, 2019. "Digitalization, business models, and SMEs: How do business model innovation practices improve performance of digitalizing SMEs?," Telecommunications Policy, Elsevier, vol. 43(9).
    17. Eugenia Andronic & Elena-Nicoleta Untaru, 2025. "Assessment of Romania’s Tourism Competitiveness: A Strategic Analysis Using the Importance-Performance (IPA) and Competitive Importance-Performance Analysis (CIPA) Frameworks," Administrative Sciences, MDPI, vol. 15(9), pages 1-21, September.
    18. Adriana Tiron-Tudor & Delia Deliu, 2025. "The Sustainability Performance of SMEs in Industry 5.0: A Proposal for a Synergetic Digital Sustainable Development Maturity Model (SDSDMM)," Eastern European Economics, Taylor & Francis Journals, vol. 63(5), pages 739-783, September.
    19. Yimeng Zhou & Anca Pacala, 2025. "Empowering Manufacturing SMEs: Financial Accessibility and Sustainable Practices in the Age of Digitalization," Sustainability, MDPI, vol. 17(8), pages 1-21, April.
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    JEL classification:

    • M21 - Business Administration and Business Economics; Marketing; Accounting; Personnel Economics - - Business Economics - - - Business Economics
    • O33 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Technological Change: Choices and Consequences; Diffusion Processes
    • Q01 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - General - - - Sustainable Development
    • L26 - Industrial Organization - - Firm Objectives, Organization, and Behavior - - - Entrepreneurship
    • O32 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Management of Technological Innovation and R&D
    • M15 - Business Administration and Business Economics; Marketing; Accounting; Personnel Economics - - Business Administration - - - IT Management

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