B.Sc. (Information Technology) Sem VI March 2025 Business Intelligence and Data Analysis Question Paper - Mumbai University | munotes

Questions asked in this paper

SECTION I - 1. (Attempt any three of the following) 15 Marks

1. a. Explain the three main components of Business Intelligence?
   Read the model answer
2. b. What is the role of mathematical models in Business Intelligence?
   Read the model answer
3. c. How does data become information and then knowledge?
   Read the model answer
4. d. Draw and explain Business Intelligence architecture.
   Read the model answer
5. e. What are the main components of a DSS?
   Read the model answer
6. f. What are the steps in the decision-making process?
   Read the model answer

SECTION II - 2. (Attempt any three of the following) 15 Marks

1. a. What are the key steps in developing a mathematical model?
   Read the model answer
2. b. What is the main purpose of data mining?
   Read the model answer
3. c. Which is common method used for data analysis in data mining.
   Read the model answer
4. d. Why is data transformation important?
   Read the model answer
5. e. What is data reduction?
   Read the model answer
6. f. How does data preparation improve the accuracy of data analysis?
   Read the model answer

SECTION III - 3. (Attempt any three of the following) 15 Marks

1. a. What is the purpose of Bayesian methods in classification?
   Read the model answer
2. b. What is the role of support vector machines (SVM) in classification?
   Read the model answer
3. c. Describe in brief logistic regression.
   Read the model answer
4. d. How is clustering different from classification?
   Read the model answer
5. e. Why is evaluating clustering models important?
   Read the model answer
6. f. Describe one real-life application of clustering.
   Read the model answer

SECTION IV - 4. (Attempt any three of the following) 15 Marks

1. a. How is information classified in MIS?
   Read the model answer
2. b. What are the characteristics of high-quality information?
   Read the model answer
3. c. Explain the relational marketing.
   Read the model answer
4. d. What is a revenue management system?
   Read the model answer
5. e. What is the purpose of the CCR model in DEA?
   Read the model answer
6. f. Why is efficiency analysis important in business operations?
   Read the model answer

SECTION V - 5. (Attempt any three of the following) 15 Marks

1. a. Compare different types of knowledge management metrics used in businesses.
   Read the model answer
2. b. What factors influence the development of an organization's culture?
   Read the model answer
3. c. How can a company use the maturity model to improve its operations?
   Read the model answer
4. d. How is AI different from Natural Intelligence?
   Read the model answer
5. e. Explain structure of the expert system.
   Read the model answer
6. f. How effective is machine learning in predictive analysis?
   Read the model answer

Read from the scan above, so a character or two may differ. The scan is the original.