The Professional Certification in Data Science and Analytics by the Technology Innovation Hub at IIT Bombay is designed to equip learners with the practical skills required to work with data, uncover insights, build predictive models, and support data-driven decision-making.

The program begins with programming fundamentals and Python, followed by computational thinking, data structures, NumPy, Pandas, data wrangling, data cleaning, visualization, and exploratory data analysis. Learners then develop strong SQL skills for data management, querying, transformation, and analytics.

The program also covers Excel, Tableau, and Power BI for visual analytics and dashboard development, enabling learners to transform complex datasets into meaningful business insights. Statistical concepts including probability, sampling, hypothesis testing, regression, and predictive modeling are introduced to build a strong analytical foundation.

Learners then progress into machine learning, covering supervised and unsupervised learning, model evaluation, feature engineering, ensemble methods, time-series forecasting, and AI-assisted modeling. Generative AI tools are integrated throughout the program to enhance coding, data wrangling, SQL, analytics, and statistical workflows.

Through multiple hands-on projects covering retail analytics, student performance, people analytics, HR analytics, price optimization, and credit risk intelligence, learners gain practical experience applying data science techniques to real-world problems. The program prepares learners for roles such as Data Analyst, Business Analyst, Data Scientist, Machine Learning Analyst, and Analytics Professional.