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

1. Which Python control structures are commonly used for data filtering and iterative operations in real-world analytics tasks?
(Choose two)

A) list comprehensions
B) decorators
C) while loops
D) match-case statements

2. When fetching DATETIME values from a SQL database into Python, which Python data type is most appropriate for storing and manipulating these values?

A) time.struct_time
B) float
C) datetime.datetime
D) str

3. What is the primary goal of pre-processing data before performing analysis?

A) To obscure sensitive information
B) To minimize the number of data points
C) To ensure the data is clean, consistent, and suitable for modeling
D) To compress datasets for storage efficiency

4. Which features of object-oriented patterns improve clarity and reusability in Python analysis workflows?
(Choose all that apply)

A) Encapsulating behavior in class methods
B) Replacing all functions with lambda expressions
C) Using global variables instead of object properties
D) Applying inheritance to avoid redundant code

5. What is the primary difference between the == operator and the is operator in Python when used in a data pipeline?

A) is compares dictionary keys, while == compares keys and values
B) is checks value equality, while == checks for data type compatibility
C) == checks identity, while is compares memory addresses
D) == compares values for equality, while is checks for object identity

Solutions: