Python Institute PCAD-31-02 Q&A - in .pdf

  • PCAD-31-02 pdf
  • Exam Code: PCAD-31-02
  • Exam Name: Python Institute Certified Associate Data Analyst with Python (PCAD-31-02)
  • Updated: Sep 17, 2026
  • Q & A: 146 Questions and Answers
  • Convenient, easy to study.
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  • Exam Code: PCAD-31-02
  • Exam Name: Python Institute Certified Associate Data Analyst with Python (PCAD-31-02)
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  • Updated: Sep 17, 2026
  • Q & A: 146 Questions and Answers
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  • Exam Code: PCAD-31-02
  • Exam Name: Python Institute Certified Associate Data Analyst with Python (PCAD-31-02)
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  • Q & A: 146 Questions and Answers
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Python Institute PCAD-31-02 Exam Syllabus Topics:
SectionWeightObjectives
Topic 1: Python Programming for Data Analysis30%- File Operations
  • 1. Writing to files
  • 2. Reading from files (text, CSV)
  • 3. Context managers (with statement)
- Python Data Types and Structures
  • 1. Numbers, strings, booleans
  • 2. Lists, tuples, dictionaries, sets
  • 3. Data type conversions
- Control Flow and Functions
  • 1. Loops (for, while)
  • 2. Function definitions and parameters
  • 3. Conditional statements (if, elif, else)
  • 4. Return values and scope
Topic 2: Data Analysis Fundamentals20%- Introduction to Data Analysis
  • 1. Types of data (structured, unstructured, semi-structured)
  • 2. Data analysis process lifecycle
  • 3. Data analysis concepts and terminology
- Data Collection and Preparation
  • 1. Data sources and acquisition methods
  • 2. Data import/export operations
  • 3. Data cleaning and preprocessing basics
Topic 3: Applied Data Analysis Projects20%- Exploratory Data Analysis (EDA)
  • 1. Pattern identification
  • 2. Data distribution analysis
  • 3. Descriptive statistics computation
  • 4. Correlation analysis
- Data Analysis Workflow
  • 1. Results interpretation and presentation
  • 2. Problem definition
  • 3. Data exploration and cleaning
  • 4. Analysis and modeling
Topic 4: Working with Data Using Python Libraries30%- NumPy Fundamentals
  • 1. Array indexing and slicing
  • 2. Vectorized operations
  • 3. Basic statistical functions
  • 4. NumPy arrays and operations
- Pandas Library
  • 1. DataFrame operations (merge, join, concat)
  • 2. Handling missing data
  • 3. Series and DataFrame structures
  • 4. GroupBy operations
  • 5. Data selection and filtering
- Data Visualization
  • 1. Matplotlib basics
  • 2. Seaborn introduction
  • 3. Customizing plots
  • 4. Creating basic charts (line, bar, scatter, histogram)
Python Institute Certified Associate Data Analyst with Python (PCAD-31-02) Sample Questions:
Question #1

What is a key advantage of using the Parquet file format over CSV in large-scale data pipelines?

  • A. Parquet supports schema evolution and columnar storage
  • B. Parquet stores data in plain text, making it human-readable
  • C. Parquet offers row-based compression
  • D. Parquet files can only be used with Excel
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

Question #2

Which Pandas methods are commonly used to extract central tendency and dispersion insights from a DataFrame?
(Choose two)

  • A. var()
  • B. median()
  • C. sort_values()
  • D. pivot_table()
Reveal Solution  Discussion  0

Correct Answer: A,B  🗳️

Question #3

Which of the following is the most suitable data structure in Python for representing a tabular row with column names?

  • A. dictionary
  • B. list
  • C. tuple
  • D. set
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

Question #4

What is the correct SQL statement to permanently remove a table named customers from a database?

  • A. DROP TABLE customers;
  • B. DELETE TABLE customers;
  • C. REMOVE TABLE customers;
  • D. TRUNCATE TABLE customers;
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

Question #5

Which characteristics are typically associated with supervised learning algorithms?
(Choose two)

  • A. They are useful for regression and classification tasks
  • B. They require labeled training data
  • C. They work only with numerical features
  • D. They automatically detect outliers
Reveal Solution  Discussion  0

Correct Answer: A,B  🗳️

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