This process refers to the production activity of producing 1 kg of manganese-rich slag by the blast furnace. Manganese-rich slag is an intermediate product generated through the high-temperature reduction of manganese ore, with a Mn content of 33-35%, mainly used for producing silicomanganese alloy, manganese metal, and other manganese alloys. The dataset includes raw and auxiliary materials such as manganese ore, coke, pulverized coal, and limestone, and inputs of energy and energy media such as electricity and water; the outputs include the product manganese-rich slag, the by-products pig iron and crude lead, the wastes slag and dust-collection ash (which can be recovered to cement plants), and the waste blast furnace gas from which heat and electricity can be recovered, as well as emissions to water bodies and the atmosphere. The data inventory is formed by merging data from multiple sources, and the data representativeness is optimized using industry standards such as the 3140 Ferroalloy Industry Coefficient Handbook.