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In spite of these discrepancies, data science and data analysis are carefully similar fields and sometimes involve comparable ability sets. Both fields require a solid foundation in stats, programming, and data visualization, in addition to the skill to communicate results successfully to equally technical and non-technical audiences.Futures studie