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Predictive analytics and decision models have long been pillars of advancement in the military, business, and government sectors. Technologies, big data analytics, and modeling of multi-source data systems all play a significant part in today's healthcare system. Numerous issues that may be described into mathematical models in these fields can be analysed utilizing computational approaches, advanced optimization, and decision analysis. This essay explores the usage of data science in healthcare applications as well as data science's mathematical challenges.