1. Holistic Approach to Data Analytics
2. Integrated Introductory Cases
3. Integration of Microsoft Excel®, Analytic Solver, and R
4. Writing with Big Data
5. Emphasis on Data Mining
6. Inclusion of New Cases and Examples from the Indian Context