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Last Updated: Sep 08, 2026
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Python Institute PCAD-31-02 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Python Programming for Data Analysis | 30% | - Control Flow and Functions
|
| Topic 2: Data Analysis Fundamentals | 20% | - Data Collection and Preparation
|
| Topic 3: Working with Data Using Python Libraries | 30% | - Pandas Library
|
| Topic 4: Applied Data Analysis Projects | 20% | - Data Analysis Workflow
|
Python Institute Certified Associate Data Analyst with Python (PCAD-31-02) Sample Questions:
Question 1
What is the purpose of using the groupby() function in a Pandas DataFrame when analyzing a dataset with multiple categories and numerical values?
A. To filter rows based on index values
B. To split the data into subgroups for aggregation
C. To append new rows to the DataFrame
D. To sort the DataFrame by a specific column
Question 2
Which approaches help tailor data visualizations for non-technical stakeholders?
(Choose two)
A. Use jargon-rich annotations
B. Focus on trend and summary metrics
C. Use raw code outputs for clarity
D. Add context through narrative or titles
Question 3
What is the function of the melt() operation in Pandas when reshaping wide-format data?
A. Converts column values into rows
B. Sorts the DataFrame based on a column
C. Transposes the DataFrame
D. Combines multiple DataFrames
Question 4
Why is it important to define and apply validation rules consistently across all stages of a data pipeline?
A. It guarantees compatibility with visualization tools
B. It prevents the propagation of corrupted or invalid data
C. It reduces processing time by skipping null checks
D. It automatically optimizes SQL queries
Question 5
Which data collection method is most appropriate when gathering opinions from a target audience at scale?
A. Sensor logs
B. Surveys
C. Transactional data
D. Web scraping
Solutions:
| Question 1 Answer: B | Question 2 Answer: B,C | Question 3 Answer: A | Question 4 Answer: A | Question 5 Answer: B |
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