Last Updated: Aug 22, 2026
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| Section | Weight | Objectives |
|---|---|---|
| Python Basics for Data Analysis | 32.5% | - Control flow and functions
|
| Data Visualization and Communication | 20% | - Interpreting and presenting results
|
| Working with Data and Performing Simple Analysis | 25% | - Data aggregation and grouping
|
| Introduction to Data and Data Analysis Concepts | 22.5% | - Data lifecycle and ethical considerations
|
1. A program uses while False: followed by print statements inside the loop. The developer expects output. What will actually happen during execution?
A) Infinite loop
B) Prints once
C) Error
D) No execution
2. You are reviewing a report that compares the number of weekly client meetings and project completion rates across teams. The table below summarizes the data for each team:
Which statement best describes the data shown above? Select the best answer.
A) The more meetings a team had, the more projects they finished, especially in high-performing teams like Omega and Delta."
B) "Teams with 5-6 weekly meetings tended to complete more projects than those with very high or very low meeting counts."
C) "Project completion numbers were nearly identical across all teams, averaging 3.25 per month."
D) "Gamma and Omega were outliers that inflated the meeting average, but most teams finished about 3 projects per month."
3. A variable is assigned using chained assignment: a = b = c = 10. The developer then changes b =
5. What will be the value of a after this operation?
A) 5
B) 10
C) None
D) Error
4. What will be the output of the following code?
A) 5 5
B) 5 10
C) 10 5
D) 10 10
5. A financial technology company is reviewing its data practices to ensure legal and ethical compliance.
Which of the following actions would support responsible data handling and align with regulations like GDPR, HIPAA, and CCPA? (Choose two.)
A) Implementing encryption for both stored and transmitted customer data.
B) Limiting data access only to marketing staff to streamline personalization.
C) Providing users with a clear explanation of how their data is used and obtaining explicit consent.
D) Automatically opting users into data sharing unless they manually change settings.
E) Retaining user data permanently unless users explicitly request deletion.
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: B | Question # 3 Answer: B | Question # 4 Answer: A | Question # 5 Answer: A,C |
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