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Introduction to Data Analytics and Visualization Unit 5 – Introduction to Visualization and Human Vision: AKTU previous year questions

18 AKTU questions from Unit 5 (Introduction to Visualization and Human Vision) asked in 2023–2026, tagged by marks, year and topic. In short: about 26 marks of every paper come from this unit; the most asked topic is Visualization Basics (7 times); 7 questions came back in a later year. The latest ones are listed below; on the page you can filter them by 2-mark or long questions, topic and repeats.

Unit 5 previous year questions

  • State two principles of human vision used in data visualization. (2 marks, 2026, Human Vision)
  • Explain challenges involved in effective data visualization. (7 marks, 2026, Visualization Basics)
  • Explain stages of data visualization. (7 marks, 2026, Visualization Basics)
  • Evaluate the impact of human vision limitations on visualization design. (7 marks, 2026, Human Vision)
  • What are the trade-offs between static and dynamic visualizations? (2 marks, 2025, Visualization Basics)
  • Discuss the importance of figure captions in visual interfaces. How do they enhance the interpretability of data visualizations? (7 marks, 2025, Information Space Design)
  • Explain the concept of navigation links in data visualization. How do they improve user interaction with complex datasets? (7 marks, 2025, Tasks And Representation)
  • Explain the role of human vision in designing effective data visualizations. How do space and time limitations influence this process? (7 marks, 2025, Human Vision)
  • Differentiate between Pig and SQL. (2 marks, 2024)
  • Write any two visualization tools. (2 marks, 2024, Visualization Basics)
  • Discuss various visualization techniques with suitable examples. (7 marks, 2024, Visualization Basics)
  • Draw and discuss the architecture of HDFS in detail. (7 marks, 2024)

Most asked Unit 5 topics

  • Visualization Basics – asked 7 times
  • Human Vision – asked 3 times
  • Information Space Design – asked 2 times

Unit 5 question pattern

  • 2-mark questions: 6 asked in 2023–2026
  • 7-mark questions: 10 asked in 2023–2026
  • 10-mark questions: 2 asked in 2023–2026
  • About 26 marks from Unit 5 in every paper
  • 7 questions were asked again in a later year

Unit 5 questions year by year

  • 2026: 4 Unit 5 questions asked (23 marks across that year's papers)
  • 2025: 4 Unit 5 questions asked (23 marks across that year's papers)
  • 2024: 5 Unit 5 questions asked (25 marks across that year's papers)
  • 2023: 5 Unit 5 questions asked (31 marks across that year's papers)