In Manufacturing, product variability, available production resources and customer order changes directly affect the time sensitive work effort of optimizing Jobs on the Shop Floor. For companies that are have vertically integrated products, this is even more challenging, as the supply chain of many manufacturers is characterized by production sites all over the world. Here, a production lot runs through many company internal as well as external production sites on the way from the raw material to the final product.