Problem

Which of the following does not describe the null hypothesis? Choose the correct answer below. A. It is a conservative statement about the population parameter B. It is a status-quo, business-as-usual statement about the population parameter C. It is the research hypothesis D. All of the above statements describe the null hypothesis

Solution

Step 1 :The null hypothesis, often denoted as H0, is a statement used in statistical analysis that proposes there is no significant effect or difference in a particular context. It serves as a starting point for statistical testing and is presumed true until evidence suggests otherwise. A. The null hypothesis is indeed a conservative statement about the population parameter. It typically suggests that there is no effect or that the effect is zero. For example, if we are testing a new drug, the null hypothesis would state that the drug has no effect on patients compared to a placebo. B. The null hypothesis can also be described as a status-quo or business-as-usual statement about the population parameter. It assumes that any observed differences or effects are due to chance or random variation. For instance, if we are examining the difference in test scores between two groups of students, the null hypothesis would assert that there is no difference in the average scores between the groups. C. The null hypothesis is not the research hypothesis. The research hypothesis, or alternative hypothesis (H1), is the statement that researchers aim to test and is typically the opposite of the null hypothesis. It suggests that there is a significant effect or difference. Using the previous example of the new drug, the research hypothesis would propose that the drug does have a significant effect on patients. Therefore, the correct answer is C. It is the research hypothesis. This statement does not describe the null hypothesis, as the null hypothesis and the research hypothesis are distinct and opposing statements in the context of hypothesis testing.

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