Like most industrial operations, a global energy company trained new techs on complex work the way it had been done for decades, with an expert standing behind a junior technician until he was ready. On one complex assembly, that meant two hours of shadowing per run and weeks to independent work. The model worked, but it didn’t scale. Every hour cost the expert's output as well as the trainee's, and expert hours were the scarcest resource in the plant.