A multi-product manufacturing company uses many machines and employs a labor force with widely-varying skill levels and pay rates. Generally, the higher-paid and more skilled employees operate the more complex and expensive machinery. If all overhead is going to be applied using a single overhead rate, based on the information provided, which allocation base would work best in this environment?