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Ch. 7 - Hypothesis Testing with One Sample
Larson - Elementary Statistics: Picturing the World 8th Edition
Larson8th EditionElementary Statistics: Picturing the WorldISBN: 9780137493470Non è quello che usi tu?Cambia libro di testo
Capitolo 7, Problema 7.1.13

Stating Hypotheses In Exercises 11–16, the statement represents a claim. Write its complement and state which is H0 and which is Ha.


σ ≠ 5

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Step 1: Understand the problem. The claim provided is σ ≠ 5, which is a statement about the population standard deviation (σ). In hypothesis testing, we need to define two hypotheses: the null hypothesis (H0) and the alternative hypothesis (Ha).
Step 2: Recall the definitions. The null hypothesis (H0) is typically a statement of no effect or no difference, and it often includes equality. The alternative hypothesis (Ha) is the complement of H0 and represents the claim being tested.
Step 3: Write the complement of the claim. The complement of σ ≠ 5 is σ = 5. This is because the null hypothesis must include equality, and the alternative hypothesis represents the inequality or difference.
Step 4: Assign the hypotheses. Based on the claim and its complement: H0: σ = 5 (null hypothesis) and Ha: σ ≠ 5 (alternative hypothesis).
Step 5: Verify the setup. Ensure that H0 and Ha are mutually exclusive and collectively exhaustive, meaning they cover all possible values of σ. This setup is correct for hypothesis testing.

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Hypothesis Testing

Hypothesis testing is a statistical method used to make decisions about a population based on sample data. It involves formulating two competing hypotheses: the null hypothesis (H0), which represents a statement of no effect or no difference, and the alternative hypothesis (Ha), which represents the claim being tested. The goal is to determine whether there is enough evidence to reject H0 in favor of Ha.
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Step 1: Write Hypotheses

Null and Alternative Hypotheses

The null hypothesis (H0) is a statement that indicates no significant difference or effect exists in the context of the study. In contrast, the alternative hypothesis (Ha) represents the claim that there is a significant difference or effect. For the statement σ ≠ 5, H0 would be σ = 5, while Ha would be σ ≠ 5, indicating that the population standard deviation is not equal to 5.
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Step 1: Write Hypotheses

Complement of a Hypothesis

The complement of a hypothesis refers to the opposite scenario of the original claim. In hypothesis testing, if the null hypothesis states a specific condition (e.g., σ = 5), the complement would encompass all other possibilities (e.g., σ ≠ 5). Understanding the complement is crucial for correctly formulating both H0 and Ha, as it helps clarify the scope of the hypotheses being tested.
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