Hypothesis Testing in Research

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Questions and Answers

What is a characteristic of the t-statistic?

  • It does not require prior knowledge of the population mean or variance. (correct)
  • It can only be used when the null hypothesis is true.
  • It requires prior knowledge of the population mean and variance.
  • It is only used for large sample sizes.

What is the primary reason researchers prefer ANOVA over multiple t-tests?

  • To avoid the assumption of normality
  • To reduce the sample size requirement
  • To reduce the risk of Type I errors (correct)
  • To increase the power of the test

What is the null hypothesis stating in the given example?

  • The treatment changes the mean.
  • The average opinion in the population is not neutral.
  • The average opinion in the population is neutral. (correct)
  • The population mean is 4.

What is the term for the overall risk of a Type I error from all tests in an experiment?

<p>Experimentwise alpha level (C)</p> Signup and view all the answers

What is the purpose of using a sample in hypothesis testing?

<p>To make inferences about the population. (B)</p> Signup and view all the answers

What happens to the overall risk of a Type I error when conducting multiple hypothesis tests?

<p>It increases as the number of tests increases (C)</p> Signup and view all the answers

What is the underlying distribution of the population in the example?

<p>Normal Distribution. (A)</p> Signup and view all the answers

Why do researchers focus on a single or a few alternative hypotheses?

<p>Based on theoretical predictions or previous research findings (A)</p> Signup and view all the answers

What is the alpha level in a hypothesis test?

<p>The probability of a Type I error (D)</p> Signup and view all the answers

What is the sample size in the given example?

<p>𝑛𝑛 = 9. (C)</p> Signup and view all the answers

Why do researchers need to consider the experimentwise alpha level?

<p>To account for the increased risk of Type I errors from multiple tests (D)</p> Signup and view all the answers

What is the mean of the cognitive alertness test in the general population?

<p>𝜇𝜇 = 50. (C)</p> Signup and view all the answers

What is the expected value of the F-ratio when the null hypothesis holds?

<p>Around 1.00 (A)</p> Signup and view all the answers

What is the purpose of the three conditions in the research study?

<p>To compare the effectiveness of different learning strategies (D)</p> Signup and view all the answers

What is the significance of 𝑎𝑎 = .05 in the research study?

<p>It is the alpha level (B)</p> Signup and view all the answers

What is assumed about the distribution of the data in the research study?

<p>It follows a normal distribution (D)</p> Signup and view all the answers

What is the primary goal of hypothesis testing in the research study?

<p>To determine whether the null hypothesis is true or false (B)</p> Signup and view all the answers

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