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Python Institute PCAD-31-02 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| SQL and Database Integration | 10% | - SQL querying
|
| Data Visualization and Communication | 15% | - Data storytelling and reporting
|
| Data Acquisition and Preprocessing | 30% | - Data preparation with Pandas and NumPy
|
| Data Exploration and Statistical Analysis | 25% | - Exploratory data analysis
|
| Data Modeling and Machine Learning Basics | 20% | - Supervised learning fundamentals
|
Python Institute Certified Associate Data Analyst with Python (PCAD-31-02) Sample Questions:
1. Which two benefits are most closely associated with using object-oriented programming (OOP) in data analysis pipelines?
(Choose two)
A) Allows the use of lambda for procedural logic
B) Encourages code reuse through inheritance and modularity
C) Enables procedural programming only through decorators
D) Supports clearer abstraction by modeling real-world entities
2. Which techniques are most effective when designing reusable and testable functions in Python?
(Choose two)
A) Returning print statements instead of values
B) Creating large monolithic functions
C) Avoiding external state or side effects
D) Use of default parameters
3. 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 ensure the dataset meets expected quality and structure
D) To generate more columns from the dataset
4. Which metric is most appropriate for evaluating the accuracy of a classification model?
A) Mean squared error
B) Confusion matrix
C) Precision
D) R-squared
5. What is the recommended Python library to connect and extract tabular data directly from an Excel file?
A) sqlite3
B) csv
C) matplotlib
D) openpyxl
Solutions:
| Question # 1 Answer: B,D | Question # 2 Answer: C,D | Question # 3 Answer: C | Question # 4 Answer: C | Question # 5 Answer: D |
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