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Quantitative analyst is completely different? Can software engineers do it or Financial Analyst? Its basically finance with coding. ML goes into it. Its two different fields. Like MD and Pharmacist. You know it but you are applying it to different topics. There is a lot of Math behind that turns software engineer off. cryptography would be completely different as well. You code but there is a lot of math behind both Data Science and financial engineering. The focus itself is completely different like Physics and Math. thats why I said its similiar, its like expecting a MD to teach a Pharmacy course when the application are different. Or MD teaching Nursing. Yeah its help, its similar, but its completely different. Im dealing with a lot of dataframe, numpy than Software Engineers.I don't know hospital IT, and that's not what I pursue, I don't have clinical experience. But general speaking, IT and data science are not that different. Data science writes codes too. If you write codes, it's hard to tell my parents you are not IT. A side thought, data science used to be called database.
I also did Financial engineering and its very different from data science as Financial engineering goes with more time series. Its also like saying Quant analyst and Financial Analyst are the same but they are gear toward different things. or the Actuary in Quant Analyst
You remind me of this graph

Purity
I say this because Im taking the difference between them and can identify them. I asked a few people from data scientist if they can do software engineer and if software engineers can do data science and they said its completely different. Like Nursing and MD
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