The primary role of a data scientist in an organization is to analyze and interpret complex data sets to inform business decisions. They utilize statistical techniques, machine learning, and data visualization tools to extract actionable insights. Data scientists collaborate with various departments to identify trends, optimize processes, and support strategic planning, helping organizations leverage data as a critical asset.