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

1. Which statements correctly describe differences between linear and logistic regression?
(Choose two)

A) Logistic regression uses the logit function to model relationships
B) Linear regression applies only to classification tasks
C) Logistic regression outputs probabilities, while linear regression predicts continuous values
D) Linear regression requires target variables to be binary

2. Which file format is most suitable for exchanging large tabular datasets with consistent column data types across systems?

A) .json
B) .txt
C) .csv
D) .xml

3. Which of the following exceptions would most likely be raised if a string is directly converted to an integer in Python?

A) TypeError
B) IOError
C) RuntimeError
D) ValueError

4. What is the function of the melt() operation in Pandas when reshaping wide-format data?

A) Transposes the DataFrame
B) Combines multiple DataFrames
C) Converts column values into rows
D) Sorts the DataFrame based on a column

5. What is the primary advantage of using web scraping as a data collection method in business analytics?

A) It eliminates the need for data cleaning
B) It ensures compliance with privacy laws
C) It guarantees real-time data accuracy
D) It allows automation of data collection from public sources

Solutions: