Business Performance Management Data Analytics and Business Intelligence 3

Question 1

What is a data governance framework primarily designed to do?

Accepted Answer

Establish policies, standards, and accountability for data quality and usage

Answer

Restrict access to all business data to senior management only

Answer

Automate the collection and storage of business data

Answer

Replace existing IT infrastructure with cloud-based solutions

Question 2

Leading indicators differ from lagging indicators in performance management because they:

Accepted Answer

Predict future performance rather than measuring past results

Answer

Measure outcomes that have already occurred

Answer

Are only applicable to financial metrics

Answer

Are always more statistically accurate than lagging indicators

Question 3

Which analytical technique groups data points with similar characteristics together?

Accepted Answer

Cluster analysis

Answer

Regression analysis

Answer

Time series analysis

Answer

Variance analysis

Question 4

A company wants to understand how changes in marketing spend affect sales revenue. Which analytical method is most appropriate?

Accepted Answer

Regression analysis

Answer

Cluster analysis

Answer

Factor analysis

Answer

Cohort analysis

Question 5

What is a heat map used for in business performance analytics?

Accepted Answer

Visualizing data density or intensity across geographic or categorical dimensions

Answer

Monitoring server temperature in data centers

Answer

Tracking employee productivity levels in isolation

Answer

Displaying real-time stock market fluctuations only

Question 6

What is the primary benefit of self-service BI tools for performance management?

Accepted Answer

They enable business users to access and analyze data without relying on IT specialists

Answer

They eliminate all IT involvement in data management permanently

Answer

They automatically improve data quality across all connected systems

Answer

They reduce total enterprise software licensing costs

Question 7

In business performance management, 'data-driven decision making' primarily emphasizes:

Accepted Answer

Basing business decisions on evidence from data analysis rather than intuition alone

Answer

Replacing all qualitative assessments with quantitative metrics

Answer

Using only real-time data for all strategic decisions

Answer

Automating all business decisions using artificial intelligence