A data scientist job description involves collecting, cleaning, and analyzing large datasets to extract actionable insights using statistics, machine learning, and computer science. Key responsibilities include developing predictive models, creating algorithms, visualizing data to present findings, and collaborating with cross-functional teams to drive business decisions. They often use programming languages like Python or R and database tools like SQL.