You should look at this with the entry level, mid level, senior level, and advanced level jobs. I know we have a Bird Gang Shirt ranking scale, for a job related to data science. But this points at a few job Bird Gang Shirts, a brief description of duties, work, core skill set, and education recommended for each. It also organizes their contributions in a ranked way, to distribute responsibilities and provide direction. I will bet that you have considered this order with the mathematical ability as criteria for success in this rank. This may bear some relation to actual hiring practice, teams at companies, academic value, or professional development. But it seems more realistic, and appropriate for job postings on the market, that math serves as one ability for any data scientist or allied position. The job requires working with computers and networks, meaning programming and facility with datasets, analyzing datasets and evaluating them, as well as modeling problems using a programming language and computer.
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