Explain why using the smaller of n₁ – 1 or n₂ – 1 degrees of freedom to determine the critical t instead of Formula (2) is conservative.
Table of contents
- 1. Intro to Stats and Collecting Data1h 14m
- 2. Describing Data with Tables and Graphs1h 55m
- 3. Describing Data Numerically2h 5m
- 4. Probability2h 16m
- 5. Binomial Distribution & Discrete Random Variables3h 6m
- 6. Normal Distribution and Continuous Random Variables2h 11m
- 7. Sampling Distributions & Confidence Intervals: Mean3h 23m
- Sampling Distribution of the Sample Mean and Central Limit Theorem19m
- Distribution of Sample Mean - Excel23m
- Introduction to Confidence Intervals15m
- Confidence Intervals for Population Mean1h 18m
- Determining the Minimum Sample Size Required12m
- Finding Probabilities and T Critical Values - Excel28m
- Confidence Intervals for Population Means - Excel25m
- 8. Sampling Distributions & Confidence Intervals: Proportion1h 25m
- 9. Hypothesis Testing for One Sample3h 29m
- 10. Hypothesis Testing for Two Samples4h 50m
- Two Proportions1h 13m
- Two Proportions Hypothesis Test - Excel28m
- Two Means - Unknown, Unequal Variance1h 3m
- Two Means - Unknown Variances Hypothesis Test - Excel12m
- Two Means - Unknown, Equal Variance15m
- Two Means - Unknown, Equal Variances Hypothesis Test - Excel9m
- Two Means - Known Variance12m
- Two Means - Sigma Known Hypothesis Test - Excel21m
- Two Means - Matched Pairs (Dependent Samples)42m
- Matched Pairs Hypothesis Test - Excel12m
- 11. Correlation1h 24m
- 12. Regression1h 50m
- 13. Chi-Square Tests & Goodness of Fit2h 21m
- 14. ANOVA1h 57m
9. Hypothesis Testing for One Sample
Steps in Hypothesis Testing
Problem 10.3.2a
Textbook Question
a. Determine the critical value for a right-tailed test of a population mean at the α = 0.01 level of significance with 22 degrees of freedom.
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Identify the type of test and significance level: This is a right-tailed test with a significance level of \( \alpha = 0.01 \).
Determine the degrees of freedom (df): Given as 22, which will be used to find the critical value from the t-distribution.
Understand that the critical value corresponds to the t-score where the area to the right under the t-distribution curve is \( \alpha = 0.01 \).
Use a t-distribution table or statistical software to find the t-value that corresponds to \( \alpha = 0.01 \) in the right tail with 22 degrees of freedom.
The critical value is this t-score, which will be positive since it is a right-tailed test.
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Key Concepts
Here are the essential concepts you must grasp in order to answer the question correctly.
Right-Tailed Test
A right-tailed test is a hypothesis test where the critical region is in the right tail of the probability distribution. It is used when the alternative hypothesis states that the population parameter is greater than a certain value. The critical value marks the boundary beyond which we reject the null hypothesis.
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Level of Significance (α)
The level of significance, denoted by α, is the probability of rejecting the null hypothesis when it is actually true (Type I error). For α = 0.01, there is a 1% risk of this error. It determines the size of the critical region in the tail(s) of the distribution.
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Degrees of Freedom and t-Distribution
Degrees of freedom (df) relate to the number of independent values in a calculation, often n - 1 for a sample size n. When the population standard deviation is unknown and the sample size is small, the t-distribution is used instead of the normal distribution. The critical value depends on both α and df.
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