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2. Learning Objectives. Nonparametric Statistical MethodsWilcoxon TestThe Wilcoxon Rank SumUsing the Wilcoxon Test with a Quantitative ResponseNonparametric Estimation Comparing Groups. 3. Learning Objective 1: Nonparametric Statistical Methods. Nonparametric methods are especially useful:When
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1. 1 Chapter 15: Nonparametric Statistics Section 15.1
How Can We Compare Two Groups by Ranking?
2. 2 Learning Objectives Nonparametric Statistical Methods
Wilcoxon Test
The Wilcoxon Rank Sum
Using the Wilcoxon Test with a Quantitative Response
Nonparametric Estimation Comparing Groups
3. 3 Learning Objective 1:Nonparametric Statistical Methods Nonparametric methods are especially useful:
When the data are ranks for the subjects, rather than quantitative measurements.
When it’s inappropriate to assume normality.
4. 4 Learning Objective 1:Example: How to Get A Better Tan Experiment: A student wanted to compare ways of getting a tan without exposure to the sun.
She decided to investigate which of two treatments would give a better tan:
An “instant bronze sunless tanner” lotion
A tanning studio
5. 5 Subjects:
Five female students participated in the experiment.
Three of the students were randomly selected to use the tanning lotion.
The other two students used the tanning studio. Learning Objective 1:Example: How to Get A Better Tan
6. 6 Results:
The girls’ tans were ranked from 1 to 5, with 1 representing the best tan.
Possible Outcomes:
Consider all possible rankings of the girls’ tans.
A table of possibilities is displayed on the next page. Learning Objective 1:Example: How to Get A Better Tan
7. 7 Learning Objective 1:Example: How to Get A Better Tan
8. 8 For each possible outcome, a mean rank is calculated for the ‘lotion’ group and for the ‘studio’ group.
The difference in the mean ranks is then calculated for each outcome. Learning Objective 1:Example: How to Get A Better Tan
9. 9 For this experiment, the samples were independent random samples – the responses for the girls using the tanning lotion were independent of the responses for the girls using the tanning studio. Learning Objective 1:Example: How to Get A Better Tan
10. 10 Suppose that the two treatments have identical effects.
A girl’s tan would be the same regardless of which treatment she uses.
Then, each of the ten possible outcomes is equally likely. So, each outcome has probability of 1/10. Learning Objective 1:Example: How to Get A Better Tan
11. 11 Using the ten possible outcomes, we can construct a sampling distribution for the difference between the sample mean ranks.
The distribution is displayed on the next page. Learning Objective 1:Example: How to Get A Better Tan
12. 12 Learning Objective 1:Example: How to Get A Better Tan
13. 13 Graph of the Sampling Distribution: Learning Objective 1:Example: How to Get A Better Tan