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Frontiers of business intelligence and analytics 3.0: a taxonomy-based literature review and research agenda

Author

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  • Mathias Eggert

    (University of Applied Sciences Aachen)

  • Jens Alberts

    (ERCIS: University of Münster – European Research Center for Information Systems)

Abstract

Researching the field of business intelligence and analytics (BI & A) has a long tradition within information systems research. Thereby, in each decade the rapid development of technologies opened new room for investigation. Since the early 1950s, the collection and analysis of structured data were the focus of interest, followed by unstructured data since the early 1990s. The third wave of BI & A comprises unstructured and sensor data of mobile devices. The article at hand aims at drawing a comprehensive overview of the status quo in relevant BI & A research of the current decade, focusing on the third wave of BI & A. By this means, the paper’s contribution is fourfold. First, a systematically developed taxonomy for BI & A 3.0 research, containing seven dimensions and 40 characteristics, is presented. Second, the results of a structured literature review containing 75 full research papers are analyzed by applying the developed taxonomy. The analysis provides an overview on the status quo of BI & A 3.0. Third, the results foster discussions on the predicted and observed developments in BI & A research of the past decade. Fourth, research gaps of the third wave of BI & A research are disclosed and concluded in a research agenda.

Suggested Citation

  • Mathias Eggert & Jens Alberts, 2020. "Frontiers of business intelligence and analytics 3.0: a taxonomy-based literature review and research agenda," Business Research, Springer;German Academic Association for Business Research, vol. 13(2), pages 685-739, July.
  • Handle: RePEc:spr:busres:v:13:y:2020:i:2:d:10.1007_s40685-020-00108-y
    DOI: 10.1007/s40685-020-00108-y
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    1. Schreiner, M. & Hess, Thomas & Benlian, Alexander, 2015. "Gestaltungsorientierter Kern oder Tendenz zur Empirie? Zur neueren methodischen Entwicklung der Wirtschaftsinformatik," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 72624, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    2. Shahriar Akter & Samuel Fosso Wamba, 2016. "Big data analytics in E-commerce: a systematic review and agenda for future research," Electronic Markets, Springer;IIM University of St. Gallen, vol. 26(2), pages 173-194, May.
    3. Jasser Al-Kassab & Zied M. Ouertani & Giovanni Schiuma & Andy Neely, 2014. "Information visualization to support management decisions," International Journal of Information Technology & Decision Making (IJITDM), World Scientific Publishing Co. Pte. Ltd., vol. 13(02), pages 407-428.
    4. Oecd, 2013. "Electronic and Mobile Commerce," OECD Digital Economy Papers 228, OECD Publishing.
    5. Yaqoob, Ibrar & Hashem, Ibrahim Abaker Targio & Gani, Abdullah & Mokhtar, Salimah & Ahmed, Ejaz & Anuar, Nor Badrul & Vasilakos, Athanasios V., 2016. "Big data: From beginning to future," International Journal of Information Management, Elsevier, vol. 36(6), pages 1231-1247.
    6. Kallinikos, Jannis & Constantiou, Ioanna D., 2015. "Big data revisited: a rejoinder," LSE Research Online Documents on Economics 63020, London School of Economics and Political Science, LSE Library.
    7. Victor W. Chu & Raymond K. Wong & Chi-Hung Chi & Wei Zhou & Ivan Ho, 2017. "The design of a cloud-based tracker platform based on system-of-systems service architecture," Information Systems Frontiers, Springer, vol. 19(6), pages 1283-1299, December.
    8. Schreiner, Michel & Hess, Thomas & Benlian, Alexander, 2015. "Gestaltungsorientierter Kern oder Tendenz zur Empirie? Zur neueren methodischen Entwicklung der Wirtschaftsinformatik," Working Papers 1/2015, University of Munich, Munich School of Management, Institute for Information Systems and New Media.
    9. Siegfried, Nils & Koch, Oliver Francis & Benlian, Alexander, 2015. "Drivers of App Installation Likelihood – A Conjoint Analysis of Quality Signals in Mobile Ecosystems," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 75206, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    10. Jörg Becker & Jan Brocke & Marcel Heddier & Stefan Seidel, 2015. "In Search of Information Systems (Grand) Challenges," Business & Information Systems Engineering: The International Journal of WIRTSCHAFTSINFORMATIK, Springer;Gesellschaft für Informatik e.V. (GI), vol. 57(6), pages 377-390, December.
    11. Julian Krumeich & Dirk Werth & Peter Loos, 2016. "Prescriptive Control of Business Processes," Business & Information Systems Engineering: The International Journal of WIRTSCHAFTSINFORMATIK, Springer;Gesellschaft für Informatik e.V. (GI), vol. 58(4), pages 261-280, August.
    12. Kowalczyk, Martin & Buxmann, Peter & Besier, Jörg, 2013. "Investigating Business Intelligence and Analytics from a Decision Process Perspective: A Structured Literature Review," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 62115, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    13. Schreiner, M. & Hess, Thomas & Benlian, Alexander, 2015. "Gestaltungsorientierter Kern oder Tendenz zur Empirie? Zur neueren methodischen Entwicklung der Wirtschaftsinformatik," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 72719, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    14. Foster Provost & David Martens & Alan Murray, 2015. "Finding Similar Mobile Consumers with a Privacy-Friendly Geosocial Design," Information Systems Research, INFORMS, vol. 26(2), pages 243-265, June.
    15. Ju, Jingrui & Liu, Luning & Feng, Yuqiang, 2018. "Citizen-centered big data analysis-driven governance intelligence framework for smart cities," Telecommunications Policy, Elsevier, vol. 42(10), pages 881-896.
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    2. Sergio Sánchez Ramírez & Fátima Guadamillas Gómez & Mª Isabel González Ramos & Olga Grieva, 2022. "The Effect of Digitalization on Innovation Capabilities through the Lenses of the Knowledge Management Strategy," Administrative Sciences, MDPI, vol. 12(4), pages 1-18, October.

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