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Chemist vs Mathematician — how they really differ

Chemist and Mathematician compared on pay, entry barrier, AI resistance, autonomy, demand and impact — plus peak salary and years to independence.

A chemist in safety goggles and gloves working with glassware inside a laboratory fume hood. Chemist Science & Research 65 Overall
VS
A mathematician working through a proof on a chalk-covered blackboard. Mathematician Science & Research 75 Overall

Six-axis profile

70 · 7055 · 6862 · 8258 · 8860 · 6282 · 78
ChemistMathematician
70 Resists AI 70
55 Pay 68
62 Barrier to entry 82
58 Autonomy 88
60 Demand 62
82 Impact 78

Who wins each axis

More AI-resistant Tie =
Pays more Mathematician +13
Harder to enter Mathematician +20
More autonomy Mathematician +30
Higher demand Mathematician +2
Greater impact Chemist +4

By the numbers

ChemistMathematician
$210k+Peak pay$450k+
10yrsYears to independence11yrs
30AI exposure30
Science & ResearchFieldScience & Research

Read each profession