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Hypothesis testing and errors are important elements in statistics. Let's take a look at an example of different types of statistical possibilities: A person is
Hypothesis testing and errors are important elements in statistics. Let's take a look at an example of different types of statistical possibilities:
A person is on trial for first-degree murder. The jury comes to a decision. There are four possible outcomes:
- The person isinnocentof first-degree murder, and the jury declares the personinnocentof first-degree murder.
- The person isinnocent of first-degree murder, and the jury declares the personguiltyof first-degree murder.
- The person isguiltyof first-degree murder, and the jury declares the person asinnocentof first-degree murder.
- The person isguiltyof first-degree murder, and the jury declares the person asguiltyof first-degree murder.
This is an example of Type I and Type II errors using the null and alternative hypotheses we arestudyingthis week.Use the table below as a guide
Reality | |||
H0is True Null Hypothesis is True | H1is True Null Hypothesis is False | ||
Conclusion | Fail to Reject Null Hypothesis | Correct Conclusion (True Negative) | Type II Error (False Negative) |
Reject Null Hypothesis | Type I Error (False Positive) | Correct Conclusion (True Positive) |
In your initial discussion post:
- Come up with your own scenario and identify the four possible outcomesfor your scenario.
- For each outcome, identify which represents a Type I error, and which represents a Type II error.
- Identify the null and alternative hypotheses.
- What is the impact of a Type I error on the scenario described?
- What is the impact of a Type II error on the scenario described?
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