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Python Institute PCAD-31-02 Exam Syllabus Topics:

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

Python Institute Certified Associate Data Analyst with Python (PCAD-31-02) Sample Questions:

You have a list of product prices, and you need to remove duplicate values while maintaining the fastest performance. Which core data structure should you use?

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

Correct Answer: D  🗳️

Which term best describes the process of combining customer data from multiple systems into a single unified dataset?

  • A. Data warehousing
  • B. Data normalization
  • C. Data binning
  • D. Data integration
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

Which Python construct allows you to iterate over a list of dictionary values and apply conditional logic to accumulate numerical values that meet a certain threshold?

  • A. lambda expression with reduce
  • B. filter() function with map
  • C. for loop with if condition
  • D. while loop with try block
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

Which of the following are limitations of manual data collection methods?
(Choose two)

  • A. High scalability
  • B. Increased chance of human error
  • C. Time-consuming process
  • D. Seamless integration with big data tools
Reveal Solution  Discussion  0

Correct Answer: B,C  🗳️

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

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

Correct Answer: B,C  🗳️

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