Specific openings may name SQL dialects, Python or R, spreadsheet platforms, BI products, semantic-modeling languages, cloud data warehouses, statistical tools, source systems, accessibility practices, or a particular subject domain. Data Analysts profile and clean data, define calculations, identify trends and exceptions, validate results against source systems, and present the finding in language suited to the decision.