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Introduction to Data Analytics and Visualization Unit 1 – Introduction to Data Analytics: AKTU previous year questions

21 AKTU questions from Unit 1 (Introduction to Data Analytics) asked in 2023–2026, tagged by marks, year and topic. In short: about 27 marks of every paper come from this unit; the most asked topic is Analytics Foundations (9 times); 18 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 1 previous year questions

  • Define Data Analytics and explain its importance in decision making. (2 marks, 2026, Analytics Foundations)
  • Differentiate between structured, semi-structured and unstructured data. (2 marks, 2026, Data Basics)
  • List and briefly explain the phases of Data Analytics lifecycle. (2 marks, 2026, Analytics Lifecycle)
  • Explain sources and characteristics of data with suitable examples. (7 marks, 2026, Data Basics)
  • Explain Data Analytics lifecycle with a neat diagram and example. (7 marks, 2026, Analytics Lifecycle)
  • Analyze the role of data analytics in modern organizations. (7 marks, 2026, Analytics Foundations)
  • What are the challenges and solutions associated with scaling analytics in modern organizations? (2 marks, 2025, Analytics Foundations)
  • How do modern tools bridge the gap between analysis and reporting? (2 marks, 2025, Process And Tools)
  • Describe the key characteristics of Big Data. How do these characteristics necessitate the development of advanced analytics platforms? (7 marks, 2025, Analytics Foundations)
  • How has the need for data analytics evolved with the advent of IoT and real-time systems? Provide relevant examples. (7 marks, 2025, Analytics Foundations)
  • Define the term 'analytic lifecycle.' How do the roles of stakeholders vary across its different phases? (7 marks, 2025, Analytics Lifecycle)
  • What are the features of Big Data? (2 marks, 2024, Analytics Foundations)

Most asked Unit 1 topics

  • Analytics Foundations – asked 9 times
  • Analytics Lifecycle – asked 5 times
  • Data Basics – asked 4 times

Unit 1 question pattern

  • 2-mark questions: 9 asked in 2023–2026
  • 7-mark questions: 10 asked in 2023–2026
  • 10-mark questions: 2 asked in 2023–2026
  • About 27 marks from Unit 1 in every paper
  • 18 questions were asked again in a later year

Unit 1 questions year by year

  • 2026: 6 Unit 1 questions asked (27 marks across that year's papers)
  • 2025: 5 Unit 1 questions asked (25 marks across that year's papers)
  • 2024: 5 Unit 1 questions asked (25 marks across that year's papers)
  • 2023: 5 Unit 1 questions asked (31 marks across that year's papers)