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Data scientists and data analysts are two roles that have evolved with the advancements in technology and the rise of big data. While both roles require similar skills, data scientists are primarily problem solvers and use a wide range of tools to develop and test new algorithms. Data analysts, on the other hand, gather data across databases, build complex queries using SQL and other tools, spot trends and create reports. Qualifications for both roles include a degree in computer science, mathematics, statistics, or a related field.