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DA0-002 Data Analysis Practice Question

In an A/B test, the null hypothesis states that there is no difference between the control and treatment groups. After running the test, the p-value is 0.04. Assuming α = 0.05, what is the correct conclusion?

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

Reject the null hypothesis

Since p-value (0.04) < α (0.05), we reject the null hypothesis, indicating a statistically significant difference.

Answer analysis

Option-by-option breakdown

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

  • Fail to reject the null hypothesis

    Why it's wrong here

    p-value < alpha, so we reject.

  • Reject the null hypothesis

    Why this is correct

    Correct conclusion.

  • Accept the null hypothesis

    Why it's wrong here

    We do not accept the null; we reject or fail to reject.

  • The test is invalid because the p-value is too low

    Why it's wrong here

    A low p-value is not invalid.

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