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What is a data scientists career path?

The career path of data scientists invariably varies from organizations to organizations. While in some businesses, there are clear demarcations between data engineers, statistical modelers and visualizers; in others, there’s some overlap between the roles as well. Hence, a data scientist invariably starts from the data engineering part wherein they clean and manage raw data to design a data-lake on which further analysts can be done. Post this, they gradually progress towards more sophisticated roles of statistical modelers and business analysts.