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Data Acquisition and PreparationmediumMultiple SelectObjective-mapped

DA0-002 Data Acquisition and Preparation Practice Question

A data analyst wants to sample a large dataset of customer transactions. Which TWO sampling methods are probability-based and ensure every element has a known chance of being selected? (Select TWO.)

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

Simple random sampling

Simple random sampling and stratified sampling are probability-based methods where each element has a known probability. Systematic sampling is also probability-based but the question asks for TWO; convenience sampling is non-probability, and cluster sampling is probability-based but the question likely expects the two most common.

Answer analysis

Option-by-option breakdown

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

  • Simple random sampling

    Why this is correct

    Every element has an equal chance.

  • Stratified sampling

    Why this is correct

    Elements are randomly selected from strata, known probability.

  • Convenience sampling

    Why it's wrong here

    Convenience sampling is non-probability.

  • Systematic sampling

    Why it's wrong here

    Systematic sampling is also probability-based, but the question asks for TWO; we choose the two most fundamental.

  • Cluster sampling

    Why it's wrong here

    Cluster sampling is probability-based but not as fundamental as the selected two.

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JA

Written by Johnson Ajibi, MSc IT Security

Senior Network & Security Engineer · founder of Courseiva

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