INTELLIGENT DATA ANALYSIS VS CLASSIC BUSINESS ANALYTICS: CURRENT TRENDS
DOI:
https://doi.org/10.5281/zenodo.8328287Keywords:
Corporate management, BA, BIAbstract
The work presents an integrative analysis of sources, which allows identifying modern trends in the development of business analysis methods, technologies, and tools. It is proven that there is a tendency to introduce new approaches in business analysis at all levels of corporate management, which allow to move from reactive to proactive analysis, from static to dynamic data, from analysis based on historical data, to operational analysis. The work describes the methods and practical implementation of methods that allow you to implement: processing of large data in various formats that are added at a high speed, new algorithmic solutions in the field of machine learning (ML), intelligent data analysis (DM), cognitive computing, natural language processing (NLP) and deep learning (DL), mobile analytics applications, data visualization technologies, cloud technologies, real-time analytics and more.
References
H. T.Davenport, J.Harris, D.Abney. Competing on Analytics: The New Science of Winning. Brighton, Harvard Business Review Press, 2017
J.Soldić-Aleksić, B. C. Krasavac, E.Karamata "Business analytics: new concepts and trends", Management: Journal of Sustainable Business and Management Solutions in Emerging Economies. – Vol. 25, pp.15-29, No. 2, 2020
R. F.Baumeister, M. R. Leary "Writing narrative literature reviews", Review of general psychology.Vol.1, pp.311-320, No. 3, 1997.
D.Tranfield, D. Denyer, P.Smart. "Towards a methodology for developing evidence‐informed management knowledge by means of systematic review", British journal of management. Vol. 14, pp.207-222, No3, 2003.
R. J.Torraco. "Writing integrative literature reviews: Guidelines and examples", Human resource development review. Vol.4, pp.356-367, No. 3, 2005.
H.Snyder " Literature review as a research methodology: An overview and guidelines", Journal of business research. Vol. 104, pp. 333-339, 2019.
.М.Yang, D. Vladimirova, S.Evans. "Creating and Capturing Value Through Sustainability: The Sustainable Value Analysis Tool A new tool helps companies discover opportunities to create and capture value through sustainability" , Research-Technology Management. Vol.60, pp.30-39, No. 3., 2017.
M.J.Schniederjans, V. Schniederjans, C.M. Starkey. Business Analytics - Principles, Concepts, and Applications with SAS: What, Why, and How. New Jersey, USA: Pearson Education, Inc, 2015
F.Siegel Practical business statistics. Academic Press, 2016.
Gartner, IT Glossary, 2018, [Online]. Available: https://www.gartner.com/it-glossary/
E. Heinze Hate speech and democratic citizenship, Oxford University Press, 2016.
D. Dietrich, B. Heller, B. Yang. Data Science and Big Data Analytics: Discovering, Analysing, Visualizing and Presenting Data. EMC Education Service, Indianapolis, Indiana: John Wiley & Sons, Inc.,2015
P.C.Zikopoulos et al. Conducting Ethical Research With Big and Small Data: Key Questions for Practitioners.
J. Ghosh." Big Data Analytics: A Field of Opportunities for Information Systems and Technology Researchers", Journal of Global Information Technology Management, pp.217-222 No19(4), 2015 , DOI: 10.1080/1097198X.2016.1249667
Netezza. [Online]. Available:http://www.netezza.com
Streambase. [Online]. Available: http://www.streambase.com
S.Chaudhuri, U. Dayal, V. Ganti, " Database technology for decision support systems". IEEE Computer Vol.34, No12, 2001.
A.Netz, S. Chaudhuri, U. Fayyad, J. Bernhard "Integrating data mining with SQL databases. OLE DB for Data Mining", Proceedings 17th International Conference on Data Engineering. – IEEE, pp. 379-387, 2001"
Oracle Data Mining. [Online]. Available: http://www.oracle.com
T. Davenport, D. Cohen, A. Jacobson "Competing on Analytics, Babson Executive Education",Working Knowledge Research Report. – 2005.
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