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Data Acquisition and PreparationeasyMultiple ChoiceObjective-mapped

DA0-002 Data Acquisition and Preparation Practice Question

A data analyst is tasked with gathering data from a legacy system that only exports CSV files. The files contain headers but no data types. Which tool would best facilitate initial data exploration?

Answer choices

Why each option matters

Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.

Correct answer & explanation

Python pandas

Python pandas. Python pandas is ideal for initial data exploration of CSV files because it provides Series and DataFrames for tabular data, automatic type inference, and functions like head(), info(), describe() to quickly understand the data. Option A (Hadoop) is overkill for a simple CSV file exploration. Option B (Tableau) is primarily for visualization and requires data to be already structured or imported. Option C (SQL database) is not the best tool for immediate exploration since it requires database setup and data import. Therefore, Python pandas is the most appropriate tool for initial exploration of CSV data.

Answer analysis

Option-by-option breakdown

For each option: why learners choose it and why it is or isn't the right answer here.

  • Hadoop

    Why it's wrong here

    Overkill for CSV exploration.

  • Tableau

    Why it's wrong here

    Visualization-focused, not ideal without pre-processing.

  • SQL database

    Why it's wrong here

    Requires importing data first.

  • Python pandas

    Why this is correct

    Provides powerful data structures and functions for CSV exploration.

About these practice questions

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JA

Written by Johnson Ajibi, MSc IT Security

Senior Network & Security Engineer · founder of Courseiva

This DA0-002 practice question is part of Courseiva's free CompTIA certification practice question bank. Courseiva provides original exam-style practice questions with explanations, topic-based practice, mock exams, readiness tracking, and study analytics to help learners prepare for the DA0-002 exam.