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Introduction to Data Analytics and Visualization (BCDS501) AKTU PYQ analysis – unit-wise weightage

We analysed 94 questions from 4 AKTU Introduction to Data Analytics and Visualization papers (2023–2026). Here is how marks are spread across units and which topics keep coming back.

Introduction to Data Analytics and Visualization unit-wise weightage

  • Unit 1: Introduction to Data Analytics – 27% of questions, about 27 marks per paper
  • Unit 2: Data Analysis – 26% of questions, about 26 marks per paper
  • Unit 3: Mining Data Streams – 26% of questions, about 26 marks per paper
  • Unit 4: Frequent Itemsets and Clustering – 25% of questions, about 25 marks per paper
  • Unit 5: Introduction to Visualization and Human Vision – 26% of questions, about 26 marks per paper

Most repeated Introduction to Data Analytics and Visualization topics in AKTU PYQs

  • Analytics Foundations
  • Real Time Analytics
  • Clustering Techniques
  • Visualization Basics
  • Regression And Multivariate

Unit 1 (Introduction to Data Analytics) – top topics

  • Analytics Foundations – asked 9 times, last in 2026
  • Analytics Lifecycle – asked 5 times, last in 2026
  • Data Basics – asked 4 times, last in 2026

Unit 2 (Data Analysis) – top topics

  • Regression And Multivariate – asked 6 times, last in 2026
  • Bayesian Methods – asked 4 times, last in 2026
  • Search Methods – asked 3 times, last in 2025

Unit 3 (Mining Data Streams) – top topics

  • Real Time Analytics – asked 8 times, last in 2025
  • Stream Basics – asked 5 times, last in 2026
  • Counting In Streams – asked 4 times, last in 2024

Unit 4 (Frequent Itemsets and Clustering) – top topics

  • Clustering Techniques – asked 7 times, last in 2026
  • Frequent Itemsets – asked 6 times, last in 2026
  • High Dimensional Clustering – asked 2 times, last in 2025

Unit 5 (Introduction to Visualization and Human Vision) – top topics

  • Visualization Basics – asked 7 times, last in 2026
  • Human Vision – asked 3 times, last in 2026
  • Information Space Design – asked 2 times, last in 2025