Updated: Aug 03, 2026
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| Certification Vendor: | Python Institute |
| Exam Name: | Python Institute Certified Associate Data Analyst with Python (PCAD-31-02) |
| Exam Number: | PCAD-31-02 |
| Available Languages: | English |
| Passing Score: | 70% |
| Exam Duration: | 65 minutes |
| Related Certifications: | PCEP - Certified Entry-Level Python Programmer PCAP - Certified Associate in Python Programming |
| Real Exam Qty: | 40 |
| Exam Format: | Multiple Choice, Multiple Select, Fill in the Blank, Code Completion |
| Certificate Validity Period: | No expiration (lifetime validity) |
| Exam Price: | $295 USD |
| Sample Questions: | Python Institute PCAD-31-02 Sample Questions |
| Exam Way: | Online proctored exam through Pearson VUE testing centers |
| Pre Condition: | PCEP certification is recommended but not required. Basic Python programming knowledge is expected. |
| Official Syllabus URL: | https://pythoninstitute.org/certifications/pcad |
| Section | Weight | Objectives |
|---|---|---|
| Applied Data Analysis Projects | 20% | - Exploratory Data Analysis (EDA)
|
| Working with Data Using Python Libraries | 30% | - Pandas Library
|
| Data Analysis Fundamentals | 20% | - Data Collection and Preparation
|
| Python Programming for Data Analysis | 30% | - Control Flow and Functions
|
1. Which Python control structures are commonly used for data filtering and iterative operations in real-world analytics tasks?
(Choose two)
A) while loops
B) match-case statements
C) decorators
D) list comprehensions
2. What is the primary reason for converting all categorical labels to lowercase during the data cleaning process?
A) To improve data visualization aesthetics
B) To reduce memory usage in the dataset
C) To avoid treating the same category as different due to case differences
D) To make string comparison operations slower
3. Which packages are most commonly used together in a data science workflow for data manipulation and visualization?
(Choose two)
A) pandas
B) flask
C) Pygame
D) NumPy
4. What distinguishes structured data from unstructured data in the context of data modeling and storage?
A) Unstructured data contains only numeric values
B) Unstructured data cannot be stored or analyzed
C) Structured data follows a consistent schema or format
D) Structured data cannot be stored in databases
5. Which approaches are commonly used to extract structured data from APIs in Python?
(Choose two)
A) Open Excel files using matplotlib
B) Access data using requests.get() and parse it with .json()
C) Use the requests module to retrieve JSON responses
D) Load CSV directly with re.compile()
Solutions:
| Question # 1 Answer: A,D | Question # 2 Answer: C | Question # 3 Answer: A,D | Question # 4 Answer: C | Question # 5 Answer: B,C |
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