Costs will often only start to fall meaningfully after an extended period of commercial testing, learning, efficiency gains, and other incremental improvements. The concurrent establishment and growth of an industrial base drives costs down through standardization, mass production, and economies of scale. The first atmospheric steam engines had thermal conversion efficiencies of only 1 percent, consuming some 45 pounds of coal per horsepower delivered (Ayres, 1989).