Predictive analytics is rapidly transforming domains by providing invaluable foresight. By leveraging past data and advanced techniques, businesses can forecast future trends, improve decision-making, and secure a competitive edge. The implementations of predictive analytics are extensive, ranging from customer behavior analysis to risk management