Exam Name: Python Institute Certified Associate Data Analyst with Python (PCAD-31-02)
Certification Provider: Python Institute
Corresponding Certification: Python Institute Certification
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Python Institute Certified Associate Data Analyst with Python (PCAD-31-02): PCAD-31-02 Exam Premium File as PDF & Test Engine
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Last Updated: Oct 11, 2026
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Python Institute PCAD-31-02 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Python Programming for Data Analysis | 30% | - Python Data Types and Structures
|
| Topic 2: Applied Data Analysis Projects | 20% | - Data Analysis Workflow
|
| Topic 3: Data Analysis Fundamentals | 20% | - Data Collection and Preparation
|
| Topic 4: Working with Data Using Python Libraries | 30% | - NumPy Fundamentals
|
Python Institute Certified Associate Data Analyst with Python (PCAD-31-02) Sample Questions:
Which SQL clause is most appropriate when you need to filter records that meet a specific condition during data retrieval in an analytics pipeline?
- A. ORDER BY
- B. HAVING
- C. GROUP BY
- D. WHERE
Correct Answer: D 🗳️
Which Pandas methods are commonly used to extract central tendency and dispersion insights from a DataFrame?
(Choose two)
- A. sort_values()
- B. var()
- C. median()
- D. pivot_table()
Correct Answer: B,C 🗳️
Which techniques are most effective when designing reusable and testable functions in Python?
(Choose two)
- A. Creating large monolithic functions
- B. Avoiding external state or side effects
- C. Use of default parameters
- D. Returning print statements instead of values
Correct Answer: B,C 🗳️
Which method is typically used in Pandas to check if a column contains only values within an expected range?
- A. df.sample()
- B. df.isin()
- C. df.sort_values()
- D. df.clip()
Correct Answer: B 🗳️
What is the main reason to remove duplicate records before performing analysis?
- A. It avoids converting data to JSON format
- B. It reduces redundancy that can skew statistical metrics
- C. It ensures training data is intentionally overfitted
- D. It helps increase sample size
Correct Answer: B 🗳️
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