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Questions and Answers
What type of t-test is appropriate when comparing two measurements from the same subjects?
In the context of t-tests, which statement is true regarding standard deviation and standard error?
What is the p-value obtained in the pair t-test example provided?
Which t-test is most appropriate for comparing the means of two independent groups?
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If the means of two samples are 79.6 and 82.4 respectively, what does this suggest about the results?
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Study Notes
Parametric Tests
- Parametric tests assume data follows a normal distribution
- Parametric tests are more powerful than non-parametric tests
Analysis of Two Sample Means (t-tests)
- Used to compare means of two groups
- Mean ± variation: describes spread of data
- SD (Standard Deviation): measures how spread out data is
- SE (Standard Error): measures how precise the sample mean is
T-test Steps
- Calculate difference between sample means
- Estimate standard error of differences
- Calculate a t-statistic
- Identify degrees of freedom
- Determine p-value from t-statistic
One sample t-test
- Compares sample mean to known population mean
- Determines if sample mean differs significantly from population mean
Independent t-test
- Compares means of two independent groups
- Assumes groups are independent of each other
Paired or Dependent T-test
- Compares means of two related groups
- Used for repeated measures or matched pairs
- Example: pre- and post-training measures in the same individuals
Example of Paired t-test
- Mean pre-training: 79.6
- Mean post-training: 82.4
- p=0.027 indicates significant difference between pre- and post-training scores
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Description
This quiz covers fundamental concepts of t-tests in statistics, including types of t-tests suitable for different scenarios, interpreting standard deviation and standard error, and understanding p-values. Test your knowledge on comparing means from independent and paired samples with practical examples.