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Business Intelligence important questionsMost repeated in SPPU papers

These 35 questions appeared in more than one SPPU Business Intelligence paper we have: 9 papers, from Feb 2023 to Nov 2025. The most-asked come first. Each one links to the papers it was asked in.

All Business Intelligence papers and notes

Repeated questions

Endsem questions (30)

  1. 4×asked

    Define Business Intelligence. List and explain any 3 tools for Business Intelligence.

    Nov 2025 ·Nov 2023 ·May 2023 ·Feb 2023

  2. 4×asked

    State the different types of reports with their applications.

    Nov 2025 ·May 2025 ·Nov 2023 ·May 2023

  3. 4×asked

    State the role of Data Analytics in any business with example. ♦♦♦

    Nov 2025 ·Nov 2024 ·May 2024 ·Nov 2023

  4. 4×asked

    Suggest the use of Data grouping & Sorting, Filtering Reports.

    Nov 2025 ·Nov 2024 ·May 2024 ·Nov 2023

  5. 4×asked

    Write a note on BI Applications in CRM.

    Nov 2025 ·May 2025 ·Nov 2023 ·May 2023

  6. 3×asked

    Explain data validation, incompleteness, noise,inconsistency of quality of input data.

    Nov 2025 ·Nov 2023 ·May 2023

  7. 3×asked

    Explain the detail Drill up and Drill Down.

    Nov 2025 ·Nov 2023 ·May 2023

  8. 3×asked

    State the difference between relational and multidimentional data model.

    Nov 2025 ·Nov 2023 ·May 2023

  9. 3×asked

    What are the advantages of Business Intelligence in ERP.

    Nov 2025 ·Nov 2024 ·May 2024

  10. 3×asked

    What is logistic regression? Discuss the types of logistic regression.

    Nov 2025 ·Nov 2024 ·May 2024

  11. 3×asked

    Explain BI application in Logistics and Production.

    May 2025 ·May 2024 ·May 2023

  12. 3×asked

    How the classification and clustering are different. Discuss with example.

    Nov 2024 ·May 2024 ·May 2023

  13. 2×asked

    Define - frequent item set, Minimum Support Count, Hierarchical Clustering, Regression.

    Nov 2025 ·May 2024

  14. 2×asked

    Explain the following Data Reduction technique:Sampling, Feature selection, Principal components analysis. 2

    Nov 2025 ·Nov 2023

  15. 2×asked

    Explain the Role of BI in finance and marketing.

    Nov 2025 ·May 2025

  16. 2×asked

    Justify how BI is useful for Customer Relationship Management.

    Nov 2025 ·May 2024

  17. 2×asked

    What are the association rules? How to evaluate them using support and confidence? Explain with Example.

    Nov 2025 ·Nov 2023

  18. 2×asked

    What is Contingency Table? What is Marginal Distribution? Justify with suitable example.

    Nov 2025 ·Nov 2023

  19. 2×asked

    What is data Transformation? Explain Data transformation Process in details.

    Nov 2025 ·Nov 2023

  20. 2×asked

    What is decision tree? Explain with a case study.

    Nov 2025 ·May 2024

  21. 2×asked

    What is the difference between hierarchical clustering and partitioning method?

    Nov 2025 ·May 2023

  22. 2×asked

    Difference between Classification and Clustering.

    May 2025 ·Nov 2023

  23. 2×asked

    Difference between Univariate, Bivariate, Multivariate analysis.

    May 2025 ·May 2023

  24. 2×asked

    Explain applications of BI in telecommunication and banking.

    May 2025 ·May 2023

  25. 2×asked

    Explain Roles of Analytical tools in BI.

    May 2025 ·May 2023

  26. 2×asked

    What is data, information and knowledge explain with suitable examples.

    May 2025 ·Feb 2023

  27. 2×asked

    What are the important BI reporting practices?

    Nov 2024 ·May 2024

  28. 2×asked

    What is data reduction? Explain Dimensionality Reduction and Data Compression. 2

    Nov 2024 ·May 2024

  29. 2×asked

    What is data transformation? Why it is needed? Explain any one technique with example.

    Nov 2024 ·May 2024

  30. 2×asked

    What is the Apriori Algorithm? Discuss the applications of Apriori algorithm with example.

    Nov 2024 ·May 2024

Insem questions (5)

  1. 3×asked

    Explain Decision Support System in detail.

    May 2025 ·Mar 2025 ·Mar 2024

  2. 3×asked

    Explain in detail business intelligence architectures with suitable diagram.

    May 2025 ·Mar 2024 ·Feb 2023

  3. 3×asked

    Explain the role of mathematical models in BI.

    May 2025 ·Mar 2024 ·Feb 2023

  4. 3×asked

    Write short note on Ethics and business intelligence.

    May 2025 ·Mar 2024 ·Feb 2023

  5. 2×asked

    Differences between OLTP and OLAP systems.

    Mar 2025 ·Mar 2024

Questions count as repeated when their wording matches closely across papers. Numericals that depend on a figure are left out, since the figure changes from paper to paper.