Steam is a by-product of the steelmaking process. Bearing steel billets are the initial form used to manufacture high-precision bearings, primarily made from high-carbon chromium steel materials. Their chemical composition generally includes carbon (0.95% to 1.1%) and chromium (1.3% to 1.65%), along with small amounts of manganese, silicon, phosphorus, and sulfur. This composition gives bearing steel excellent mechanical properties and heat treatment performance, including high hardness, high wear resistance, and good dimensional stability. The billet production process includes stages such as converter smelting, molten steel refining, casting, and shaping, covering energy consumption, material consumption, waste treatment, and environmental emissions required during production. This dataset is compiled from data sourced from multiple origins. The dataset describes a scrap steel input of approximately 0.43 kg/kg steel in electric arc furnace steelmaking.