The Occupational Employment And Wage Studies (OEWS) plan makes work and wage estimates every year for over 800 occupations. These estimates are available for the country in general, for personal states, and for metropolitan and nonmetropolitan parts. Theoretical chemistry has huge overlap with condensed subject physics and molecular physics. See https://britishchemist.co.uk/