Successfully managing the industrial chemical supply chain presents unique challenges for organizations . This vital network involves obtaining raw materials, delivering them to manufacturing facilities, and finally, distributing finished products to customers . Ensuring a reliable flow of chemicals requires meticulous planning, robust relationship