These industries, along with minerals, are also the most energy intensive. There is surprisingly little variation in the ratio of non-production to production workers, with chemicals, machinery, electricals and instruments having the highest ratio. As for the ratio of R&D capital to physical capital, the most intensive industries are chemicals, electricals, transport, and instruments