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I have a degree that says I'm an scientists, do I have to call myself a Software Scientist now? :D

No, but you can call yourself Data Scientist, I hear they make big bucks what with the big data and analysis and stuff.

I heard a Data Scientist is an actuary that works in Silicon Valley. (Though, actuaries are highly regulated.)