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Production teams at great companies seems to assume this is a Phd in something applied. Theorical Phds exists as well (e.g. pure maths)

Hedge funds, prop trading etc. do hire from math heavy background. But I agree.

My advice is only good for CS or similar (ECE, Data Science) PhD's.