SIBM Nagpur conducted a highly engaging Workshop on Python for Statistical Data Analysis from 13th February to 15th February 2024 for the MBA SEM-II students (Batch of 2023-25). Held in IT Lab-1, the workshop was facilitated by Mr. Harsh Jinger, an expert in Python programming and data analysis. This immersive session aimed to equip participants with practical skills to analyze and visualize data effectively using Python, fostering essential capabilities for business decision-making in data-driven environments. The workshop commenced with an introduction to Python for data analysis, covering the basics of Python programming and key data structures like lists, tuples, dictionaries, and sets. Participants delved into essential libraries such as NumPy and Pandas for data manipulation, laying a strong foundation for advanced statistical analysis. The second module focused on data visualization, where participants explored the use of Matplotlib and Seaborn to create impactful visual representations of data. From scatter plots to histograms and box plots, attendees learned to convey insights effectively through visual storytelling. The core of the workshop revolved around statistical analysis using Python, including descriptive statistics, inferential statistics such as hypothesis testing and chi-square tests, and an introduction to regression analysis with the statsmodels library. Practical, hands-on exercises enriched the learning experience, allowing participants to apply their knowledge to real-world datasets, conduct statistical tests, and create insightful visualizations. By mastering Python libraries such as NumPy, Pandas, Matplotlib, and Seaborn, students gained proficiency in statistical data analysis and visualization. They developed a strong understanding of statistical concepts and their implementation, while hands-on practice enhanced their ability to manipulate datasets and perform advanced statistical tasks confidently. The workshop also introduced participants to machine learning concepts, encouraging them to explore further possibilities in analytics. This transformative learning experience underscored SIBM Nagpur’s commitment to blending technology with management education, equipping students with critical analytical skills to thrive in a data-driven business world.