MCA in Data Analytics is a 2-year postgraduate degree in the Computer Applications stream designed to build advanced computing expertise along with strong analytical capability. The curriculum usually starts with foundations such as data structures, algorithms, database management systems, operating systems, computer networks, software engineering, and object-oriented programming. It then moves towards analytics-focused learning including statistics for data analysis, data warehousing and ETL concepts, data mining, machine learning fundamentals, big data ecosystems, and data visualization. Most institutes include lab courses using Python/R, SQL, and BI tools, along with mini projects, case studies, and a final semester project or internship. Students learn to translate business problems into analytical solutions, work with structured and semi-structured datasets, and communicate insights through dashboards and reports. The programme is suitable for learners aiming for roles such as data analyst, BI analyst, junior data scientist, analytics engineer, or software engineer with analytics specialization across IT services, BFSI, e-commerce, and product companies.