A data scientist's career path typically begins with a strong educational background in mathematics, statistics, or computer science. Entry-level roles, such as data analyst or junior data scientist, often involve data cleaning, analysis, and visualization. As they gain experience, professionals can advance to mid-level positions, focusing on machine learning and predictive modeling. Senior roles, like data science manager or lead data scientist, involve strategic decision-making and team leadership.
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