In: Statistics and Probability
Introduction to Hypothesis Testing Table
Identify whether each research scenario listed in the left column of the top of the matrix, would be a one- or two-tailed test and then justify your decision. For each research scenario in the bottom of the matrix, write what the null and alternative hypotheses would be.
Research Scenario |
One-tail or two-tail test |
Justification |
A local dermatologist claims that 30% of mole biopsies are unnecessary. Last month at his clinic, 210 out of 634 had benign biopsy results. Is there enough evidence to reject the dermatologist’s claim? |
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A local dermatologist claims that more than 30% of mole biopsies are unnecessary. Last month at his clinic, 210 out of 634 had benign biopsy results. Is there enough evidence to reject the dermatologist’s claim? |
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A local dermatologist claims that less than 30% of mole biopsies are unnecessary. Last month at his clinic, 210 out of 634 had benign biopsy results. Is there enough evidence to reject the dermatologist’s claim? |
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Research Scenario |
Null hypothesis: |
Alternative hypothesis: |
A pharmaceutical company believes their weight loss drug is more effective than any program on the market. They study two groups of people: Group A is given the drug and Group B is given a placebo. They then compare weight loss over the course of 3 months. |
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A college professor believes class attendance is different on sunny versus cloudy days. |
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Researchers hypothesize that rats fed donuts for breakfast will perform worse on a task than those fed a high-protein breakfast. |
Research Scenario | One-tail or two-tail test | Justification |
A local dermatologist claims that 30% of mole biopsies are unnecessary. Last month at his clinic, 210 out of 634 had benign biopsy results. Is there enough evidence to reject the dermatologist’s claim? | This is a two-tailed test. | Because we are checking whether the dermatologist's claim of 30% is correct or not. |
A local dermatologist claims that more than 30% of mole biopsies are unnecessary. Last month at his clinic, 210 out of 634 had benign biopsy results. Is there enough evidence to reject the dermatologist’s claim? | This is a one-tailed test. | Because we are checking whether the dermatologist's claim that more than 30% is unnecessary is correct or not. This is a right-tailed test. |
A local dermatologist claims that less than 30% of mole biopsies are unnecessary. Last month at his clinic, 210 out of 634 had benign biopsy results. Is there enough evidence to reject the dermatologist’s claim? | This is a one-tailed test. | Because we are checking whether the dermatologist's claim that less than 30% is unnecessary is correct or not. This is a left-tailed test. |
Research Scenario | Null hypothesis: | Alternative hypothesis: |
A pharmaceutical company believes their weight loss drug is more effective than any program on the market. They study two groups of people: Group A is given the drug and Group B is given a placebo. They then compare weight loss over the course of 3 months. | Mean weight loss of Group A is less than or equal to the mean weight loss of Group B. | Mean weight loss of Group A is more than the mean weight loss of Group B. |
A college professor believes class attendance is different on sunny versus cloudy days. | Class attendance is the same on sunny days as cloudy days. | Class attendance is different on sunny days than cloudy days. |
Researchers hypothesize that rats fed donuts for breakfast will perform worse on a task than those fed a high-protein breakfast. | Rats fed donuts for breakfast will perform as efficiently as those rats who are fed high-protein breakfast. | Rats fed donuts for breakfast will perform less efficiently than those rats who are fed high-protein breakfast. |