The alternative hypothesis, denoted by H1, represents the opposite of the null hypothesis and is believed to be true if the null hypothesis is found to be false.

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The alternative hypothesis (H1) is indeed the statement that indicates a difference or effect, and it is considered to be true if evidence suggests that the null hypothesis (H0), which typically proposes no effect or no difference, can be rejected.

The Alternative Hypothesis, Denoted by H1, Represents the Opposite of the Null