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Business Intelligence Strategies, Best Practices, and Latest Trends: Analysis of Scientometric Data from 2003 to 2023 Using Machine Learning

Author

Listed:
  • Fatih Gurcan

    (Department of Management Information Systems, Faculty of Economics and Administrative Sciences, Karadeniz Technical University, Trabzon 61080, Turkey)

  • Ahmet Ayaz

    (Digital Transformation Office, Karadeniz Technical University, Trabzon 61080, Turkey)

  • Gonca Gokce Menekse Dalveren

    (Department of Software Engineering, Faculty of Engineering, Atilim University, Ankara 06830, Turkey)

  • Mohammad Derawi

    (Department of Electronic Systems, Faculty of Information Technology and Electrical Engineering, Norwegian University of Science and Technology, 7034 Gjøvik, Norway)

Abstract

The widespread use of business intelligence products, services, and applications piques the interest of researchers in this field. The interest of researchers in business intelligence increases the number of studies significantly. Identifying domain-specific research patterns and trends is thus a significant research problem. This study employs a topic modeling approach to analyze domain-specific articles in order to identify research patterns and trends in the business intelligence field over the last 20 years. As a result, 36 topics were discovered that reflect the field’s research landscape and trends. Topics such as “Organizational Capability”, “AI Applications”, “Data Mining”, “Big Data Analytics”, and “Visualization” have recently gained popularity. A systematic taxonomic map was also created, revealing the research background and BI perspectives based on the topics. This study may be useful to researchers and practitioners interested in learning about the most recent developments in the field. Topics generated by topic modeling can also be used to identify gaps in current research or potential future research directions.

Suggested Citation

  • Fatih Gurcan & Ahmet Ayaz & Gonca Gokce Menekse Dalveren & Mohammad Derawi, 2023. "Business Intelligence Strategies, Best Practices, and Latest Trends: Analysis of Scientometric Data from 2003 to 2023 Using Machine Learning," Sustainability, MDPI, vol. 15(13), pages 1-23, June.
    • Handle: RePEc:gam:jsusta:v:15:y:2023:i:13:p:9854-:d:1175681
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    References listed on IDEAS

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    1. NoorUl Ain & Giovanni Vaia & William Delone & Mehwish Waheed, 2019. "Two decades of research on business intelligence system adoption, utilization and success – A systematic literature review," Post-Print hal-03882087, HAL.
    2. Donthu, Naveen & Kumar, Satish & Mukherjee, Debmalya & Pandey, Nitesh & Lim, Weng Marc, 2021. "How to conduct a bibliometric analysis: An overview and guidelines," Journal of Business Research, Elsevier, vol. 133(C), pages 285-296.
    3. Fatih Gurcan & Gizem Dilan Boztas & Gonca Gokce Menekse Dalveren & Mohammad Derawi, 2023. "Digital Transformation Strategies, Practices, and Trends: A Large-Scale Retrospective Study Based on Machine Learning," Sustainability, MDPI, vol. 15(9), pages 1-23, May.
    4. William Yeoh & Aleš Popovič, 2016. "Extending the understanding of critical success factors for implementing business intelligence systems," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 67(1), pages 134-147, January.
    5. Bogdan NEDELCU, 2013. "Business Intelligence Systems," Database Systems Journal, Academy of Economic Studies - Bucharest, Romania, vol. 4(4), pages 12-20, December.
    6. Carlos Andrés Tavera Romero & Jesús Hamilton Ortiz & Osamah Ibrahim Khalaf & Andrea Ríos Prado, 2021. "Business Intelligence: Business Evolution after Industry 4.0," Sustainability, MDPI, vol. 13(18), pages 1-13, September.
    7. Ming-Chang Lee & To Chang, 2007. "Linking knowledge management and innovation management in e-business," International Journal of Innovation and Learning, Inderscience Enterprises Ltd, vol. 4(2), pages 145-159.
    8. Mihaela Muntean & Doina Dănăiaţă & Luminiţa Hurbean & Cornelia Jude, 2021. "A Business Intelligence & Analytics Framework for Clean and Affordable Energy Data Analysis," Sustainability, MDPI, vol. 13(2), pages 1-25, January.
    9. Cheng, Cong & Zhong, Huihui & Cao, Liebing, 2020. "Facilitating speed of internationalization: The roles of business intelligence and organizational agility," Journal of Business Research, Elsevier, vol. 110(C), pages 95-103.
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    Cited by:

    1. Kevin Riehl, 2025. "On the scientometric value of full-text, beyond abstracts and titles: evidence from the business and economic literature," Management Review Quarterly, Springer, vol. 75(3), pages 2459-2513, September.

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