Physical Scientists
40NOT A FORECAST78%
Physical scientists study how the world works - from tiny atoms to huge energy systems. They do experiments and find patterns in what they discover, then use what they learn to help solve real problems like making cleaner energy or finding new medicines.
THE DOOR: ENTRY DIFFICULTY TODAY, graded A (easy) to E (extremely hard). A Careermash rule-of-thumb index built from our AI exposure index and the job's moat class. It is not a forecast and not a count of job openings.
AI EXPOSURE TODAY is a Careermash index from 0 to 100 of how exposed this job's everyday tasks are to AI today. We estimate it by matching published research on how people use AI to this job, usually by keyword or subject area, and we lower it where the work is protected (for example by physical, personal or legal requirements). It is not a direct measurement of how much people in this job use AI.
Organisations known to employ people in this area of work. This is not a list of current vacancies.