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You could become a scientific programmer.

Is a scientific programmer similar to a research software engineer (RSE)?

Yeah, RSE is probably the term you’ll see in job ads

Fwiw, a vast majority of “scientific programmer” roles I’ve seen are more so looking for a “Scientist who can program”.