Workforce scheduling is an optimization of the schedules of employees shifts that ensures efficient utilization of resources while still meeting the demands of the business. On the other hand you have blending which is the optimizing raw material in a manufacturing process to achieve the amount of desired product to meet the customers needs. The. Last we have logistics. Logistics is used to optimizing the transportation and distribution of goods from the manufacturing to the supplier. "Tree-based is one of the popular Machine Learning algorithms used in predicting tabular and spatial/GIS datasets (Rendyk, 2021)." Linear programming allows us to model and solve problems with linear objective functions and constraints, enabling us to find optimal solutions efficiently