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Everything else remaining the same, is it easier to reject a null hypothesis with a 5% or 1% level of significance?

Question

Everything else remaining the same, is it easier to reject a null hypothesis with a 5% or 1% level of significance?

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Solution

To determine whether it is easier to reject a null hypothesis at a 5% or 1% level of significance, we can analyze the implications of each significance level.

  1. Understanding Significance Levels

    • The significance level (often denoted as α) represents the probability of rejecting the null hypothesis when it is true (Type I error).
    • A 5% significance level (α = 0.05) means that there is a 5% chance of committing a Type I error.
    • A 1% significance level (α = 0.01) means that there is a 1% chance of committing a Type I error.
  2. Comparison of Levels

    • At the 5% significance level, you are more willing to reject the null hypothesis because the threshold for evidence against the null hypothesis is lower.
    • Conversely, at the 1% significance level, you require stronger evidence against the null hypothesis to reject it.
  3. Conclusion

    • Because the 5% significance level allows for a greater alpha risk, it is easier to reject the null hypothesis at this level compared to the 1% significance level.

Final Answer

It is easier to reject a null hypothesis at a 5% level of significance than at a 1% level of significance.

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