How to Support or Reject a Hypothesis

Support (never say "Accept") or reject a hypothesis based on statistical evidence that determines if there is a significance level.

Oscar de la Hera Gomez
Written by Oscar de la Hera Gomez
First published on 02/21/2024 at 11:11
Last Updated on 04/15/2024 at 12:20
<p>A flower that represents Strategy with the text "Support or Reject<br />a Hypothesis" beneath it.</p>

Support (never say "Accept") or reject a hypothesis based on statistical evidence that determines if there is a significance level.

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To decide if we have sufficient evidence against the null hypothesis (H0) to reject it (in favor of the alternative hypothesis), you must first decide upon a significance level.

The significance level is the probability of rejecting the null hypothesis (H0) when it the null hypothesis is true and is denoted by α.

The 5% significance level is a common choice for statistical test.

Once you have carried out research or experiments, the next step is to compare the p-value with the chosen significance level.

If p<α then we reject the null hypothesis (H0) and accept alternative hypothesis (H1).

The lower the p-value, the more evidence we have against the null hypothesis (H0) and so the more confidence we can have that the null hypothesis (H0) is false.

If p≥α then we do not have sufficient evidence to reject the null hypothesis (H0) and so we must accept it.

How to carry out a Hypothesis Test

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