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| Section | Weight | Objectives |
|---|
| Topic 1: Data Visualization and Communication | | |
| Topic 2: Data Acquisition and Pre-Processing | 29.2% | |
| Topic 3: Exploratory Data Analysis | | |
| Topic 4: SQL and Data Management | | |
| Topic 5: Statistical Methods and Modeling | | |
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Python Institute Certified Associate Data Analyst with Python (PCAD-31-02) Sample Questions (Q44-Q49):
NEW QUESTION # 44
Which Python control structures are commonly used for data filtering and iterative operations in real-world analytics tasks?
(Choose two)
- A. decorators
- B. while loops
- C. match-case statements
- D. list comprehensions
Answer: B,D
NEW QUESTION # 45
Which characteristics are commonly associated with cloud-based data storage solutions?
- A. Requires dedicated local hardware
- B. High availability and redundancy
- C. Physical proximity to user machines
- D. Elastic scalability
Answer: D
NEW QUESTION # 46
Which characteristics are typically associated with supervised learning algorithms?
(Choose two)
- A. They require labeled training data
- B. They work only with numerical features
- C. They automatically detect outliers
- D. They are useful for regression and classification tasks
Answer: A,D
NEW QUESTION # 47
What is the main purpose of validating a dataset before applying statistical analysis?
- A. To sort the data alphabetically
- B. To visualize patterns more clearly
- C. To generate more columns from the dataset
- D. To ensure the dataset meets expected quality and structure
Answer: D
NEW QUESTION # 48
What is the primary reason for using parameterized queries instead of directly formatting SQL strings in Python?
- A. To prevent SQL injection vulnerabilities
- B. To reduce the number of SQL statements
- C. To simplify data encryption
- D. To allow dynamic table creation
Answer: A
NEW QUESTION # 49
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