Strategic Innovations in Healthcare Data Management and Advanced Analytics for Enhancing Clinical Decision-Making and Operational Efficiency
Keywords:
Healthcare Data Management, Big Data Analytics, Clinical Decision-Making, Operational Efficiency, Artificial Intelligence, Machine Learning, Predictive Analytics, Electronic Health Records, Data Governance, Health InformaticsAbstract
The integration of advanced data management and analytics in healthcare has revolutionized clinical decision-making and operational efficiency. This paper explores strategic innovations in healthcare data management, emphasizing the role of big data analytics, artificial intelligence (AI), and machine learning (ML) in enhancing patient outcomes and streamlining operations. Through a comprehensive literature review of studies published before 2024, we analyze the evolution of data management practices, the adoption of predictive analytics, and the challenges faced in implementing these technologies. The findings underscore the transformative potential of data-driven strategies in healthcare and provide recommendations for future advancements
References
Raghupathi, W., & Raghupathi, V. (2014). Big data analytics in healthcare: promise and potential. Health Information Science and Systems, 2(1), 3.
Belle, A., Thiagarajan, R., Soroushmehr, S. M., Navidi, F., Beard, D. A., & Najarian, K. (2015). Big data analytics in healthcare. BioMed Research International, 2015.
Bates, D. W., Saria, S., Ohno-Machado, L., Shah, A., & Escobar, G. (2014). Big data in health care: using analytics to identify and manage high-risk and high-cost patients. Health Affairs, 33(7), 1123-1131.
Wang, Y., Kung, L. A., & Byrd, T. A. (2018). Big data analytics: Understanding its capabilities and potential benefits for healthcare organizations. Technological Forecasting and Social Change, 126, 3-13.
Kankanhalli, A., Hahn, J., Tan, S. S. L., Gao, G., & Tan, B. C. Y. (2016). Big data and analytics in healthcare: Introduction to the special section. Information Systems Frontiers, 18(2), 233-235.
Murdoch, T. B., & Detsky, A. S. (2013). The inevitable application of big data to health care. JAMA, 309(13), 1351-1352.
Dilsizian, S. E., & Siegel, E. L. (2014). Artificial intelligence in medicine and cardiac imaging: harnessing big data and advanced computing to provide personalized medical diagnosis and treatment. Current Cardiology Reports, 16(1), 441.
Mehta, N., & Pandit, A. (2018). Concurrence of big data analytics and healthcare: A systematic review. International Journal of Medical Informatics, 114, 57-65.
Ristevski, B., & Chen, M. (2018). Big data analytics in medicine and healthcare. Journal of Integrative Bioinformatics, 15(3).
Dash, S., Shakyawar, S. K., Sharma, M., & Kaushik, S. (2019). Big data in healthcare: management, analysis and future prospects. Journal of Big Data, 6(1), 54.