Introduction to Data Analytics and Visualization (BCDS501) important questions and topics for AKTU
These are ranked by how often AKTU repeats them across 4 papers. Repeated questions and "very likely" topics are the safest marks in the exam.
Most repeated Introduction to Data Analytics and Visualization questions
- Explain Data Analytics lifecycle with a neat diagram and example. (7 marks, 2026, Analytics Lifecycle) – also asked in 2023, 2024, 2025
- Explain regression modeling and discuss its limitations. (7 marks, 2026, Regression And Multivariate) – also asked in 2023, 2024, 2025
- Explain clustering techniques used in data mining. (7 marks, 2026, Clustering Techniques) – also asked in 2023, 2024, 2025
- Analyze the working of K-means clustering with an example. (7 marks, 2026, Clustering Techniques) – also asked in 2023, 2024, 2025
- Analyze the role of data analytics in modern organizations. (7 marks, 2026, Analytics Foundations) – also asked in 2023, 2024, 2025
High-probability Introduction to Data Analytics and Visualization topics
- Analytics Foundations (Unit 1: Introduction to Data Analytics) – asked 9 times in 2023, 2024, 2025, 2026
- Real Time Analytics (Unit 3: Mining Data Streams) – asked 8 times in 2023, 2024, 2025
- Clustering Techniques (Unit 4: Frequent Itemsets and Clustering) – asked 7 times in 2023, 2024, 2025, 2026