Harnessing Data Analytics for Enhanced Financial and Insurance Decision Making in Industry 4.0
Keywords:
Big Data Analytics, Financial Decision Making, Insurance Decision Making, Industry 4.0, Decision Making OptimizationAbstract
In the era of Industry 4.0, the integration of advanced technologies has revolutionized decision-making processes within the finance and insurance sectors. This paper explores the pivotal role of big data analytics in this transformation, with a specific emphasis on optimizing risk assessment, fraud detection, and investment strategies. Through a comprehensive review of existing literature and case studies, the paper elucidates how the utilization of vast datasets coupled with sophisticated analytical tools enables organizations to make informed and strategic decisions. Furthermore, it delves into the challenges and opportunities associated with harnessing data analytics in these sectors amidst the rapidly evolving technological landscape. By highlighting key trends and insights, this research contributes to a deeper understanding of the implications of data analytics in shaping the future of financial and insurance decision-making in Industry 4.0.
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References
Chen, Yan, et al. "Big Data Analytics for Financial Market Volatility and Portfolio Optimization." Journal of Big Data, vol. 5, no. 1, 2018, pp. 1-14.
Reddy, Byrapu, and Surendranadha Reddy. "Evaluating The Data Analytics For Finance And Insurance Sectors For Industry 4.0." Tuijin Jishu/Journal of Propulsion Technology 44.4 (2023): 3871-3877.
Kiron, David, et al. "Reshaping Business with Artificial Intelligence: Closing the Gap Between Ambition and Action." MIT Sloan Management Review, vol. 61, no. 4, 2020, pp. 1-16.
Li, Feng, et al. "Insurance Big Data: A Review." European Actuarial Journal, vol. 9, no. 1, 2019, pp. 27-47.
Makridakis, Spyros, et al. "Statistical and Machine Learning forecasting methods: Concerns and ways forward." PloS ONE, vol. 13, no. 3, 2018, pp. 1-22.
McAfee, Andrew, and Erik Brynjolfsson. "Big Data: The Management Revolution." Harvard Business Review, vol. 90, no. 10, 2012, pp. 60-68.
Mittelstadt, Brent D., and Luciano Floridi. "The Ethics of Big Data: Current and Foreseeable Issues in Biomedical Contexts." Science and Engineering Ethics, vol. 22, no. 2, 2016, pp. 303-341.
Naghsh, Amin, et al. "Big Data Analytics in Finance: A Review of Current Trends, Opportunities and Challenges." Big Data Research, vol. 22, 2020, pp. 1-17.
Ransbotham, Sam, and David Kiron. "The Benefits—and Limits—of Decision Models." MIT Sloan Management Review, vol. 62, no. 3, 2021, pp. 1-10.
Singh, Manvjeet, et al. "Big Data Analytics in Financial Services: A Literature Review." International Journal of Information Management, vol. 43, 2018, pp. 94-116.
Wang, Rong, et al. "Data-Driven Decision Making: The Role of Big Data Analytics." Journal of Management Analytics, vol. 3, no. 4, 2016, pp. 298-312.
Xu, Jia, et al. "The Application of Big Data Analytics in Credit Risk Assessment for Peer-to-Peer Lending Platforms: Evidence from China." Electronic Commerce Research and Applications, vol. 51, 2020, pp. 1-11.
Zhang, Yue, et al. "Big Data Analytics in the Financial Industry: An Overview." Journal of Industrial Integration and Management, vol. 3, no. 1, 2018, pp. 1-17.
Bello-Orgaz, Gema, et al. "Social Big Data: Recent Achievements and New Challenges." Information Fusion, vol. 28, 2016, pp. 45-59.
Cao, Lijuan, et al. "A Review of Quantitative Models for Sustainable Food Supply Chain Management: A Big Data Analytics Perspective." Sustainability, vol. 10, no. 3, 2018, pp. 1-20.
Chen, Huaiqing, et al. "Healthcare Big Data Analytics: Perspectives from Diagnosis and Treatment." Health Information Science and Systems, vol. 7, no. 1, 2019, pp. 1-14.
Gandomi, Amir, and Murtaza Haider. "Beyond the Hype: Big Data Concepts, Methods, and Analytics." International Journal of Information Management, vol. 35, no. 2, 2015, pp. 137-144.
Gandomi, Amir, and Murtaza Haider. "Big Data: A Review." Journal of Management Analytics, vol. 1, no. 2, 2014, pp. 85-97.
Huang, Anpeng, et al. "Big Data Analytics for Customer Loyalty Management: A Literature Review." Journal of Management Analytics, vol. 4, no. 1, 2017, pp. 1-23.
Islam, Shama Naz, et al. "Big Data Analytics in Healthcare: A Review." Journal of Industrial Integration and Management, vol. 2, no. 3, 2017, pp. 1-16.
Lin, Jialong, et al. "A Survey of Big Data Techniques in the Insurance Sector." Journal of Insurance Issues, vol. 41, no. 2, 2018, pp. 1-27.
