This dataset represents a product that is metallic manganese, a silvery-grey, hard and brittle metal with chemically active but relatively corrosion-resistant properties, having good alloying ability and deoxidation and desulfurization effects. Metallic manganese is an important industrial raw material; its upstream main raw material is manganese ore (such as manganese oxide ore), and the downstream applications are extensive: the vast majority is directly or indirectly consumed in steel production to improve steel properties, while it is also used in batteries, electronics, specialty chemicals, food, aerospace and various other industrial fields. The entire production process includes core processes such as the drying, crude smelting, refining, depletion and casting of manganese ore. The dataset includes the main raw and auxiliary materials, energy and wastes in the production process; infrastructure such as the manufacture of production equipment and plant construction is not included within the boundary of the dataset; the data inventory is formed by merging data from multiple sources.