FBISE, NCP & NBF-aligned resources for Classes 9–12
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Computer Chapter 4 : Topic 3.5
Big Data Applications
1 / 11
A retail company analyzes past customer purchases to estimate future product demand and inventory requirements. Which technique is primarily being used?
Reasoning: Predictive modeling uses historical data to forecast future outcomes and trends.
2 / 11
A social media platform studies connections between users to identify influential individuals within a network. Which approach is most suitable for this task?
Reasoning: Graph analytics focuses on relationships and connections among entities.
3 / 11
A bank wants to identify customers who are most likely to default on loans based on previous financial records. Which technique would best support this objective?
Reasoning: Predictive modeling analyzes historical patterns to predict future behavior.
4 / 11
A transportation company analyzes routes and intersections as connected nodes to optimize delivery operations. Which method is being applied?
Reasoning: Graph analytics models locations and connections as nodes and edges.
5 / 11
What is the primary purpose of predictive modeling when solving business-related problems using big data?
Reasoning: Predictive models help organizations make forecasts and informed decisions.
6 / 11
A company examines communication links among employees to identify collaboration patterns and information flow. Which analytical approach is most appropriate?
Reasoning: Graph analytics is designed to study relationships and network structures.
7 / 11
Which scenario best demonstrates the practical use of predictive modeling in a real-world business environment?
Reasoning: Predictive modeling uses past data to estimate future business performance.
8 / 11
A cybersecurity team studies connections between devices to detect unusual communication patterns. Which technique is most suitable?
Reasoning: Graph analytics helps identify suspicious relationships and network behavior.
9 / 11
A streaming service predicts which movies a customer may prefer based on viewing history and ratings. Which technique is being utilized?
Reasoning: Predictive modeling uses previous behavior to forecast future preferences.
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In graph analytics, what do the nodes in a graph most commonly represent when modeling a real-world problem?
Reasoning: Nodes represent the entities involved in the network being analyzed.
11 / 11
A company wants to identify hidden relationships among customers, suppliers, and products within a large dataset. Which approach provides the greatest benefit?
Reasoning: Graph analytics reveals relationships that may not be obvious in traditional tables.
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