An Associate Data Scientist (Fresher) assists in cleaning, analyzing, and modeling structured/unstructured data to derive business insights. They use Python/SQL, machine learning frameworks, and visualization tools (Tableau/Power BI) to build prototypes, under guidance, to address business problems, requiring strong analytical skills and a desire to learn.