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Nonparametric tests: Tests without population parameters (means and standard deviations)

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Presentation on theme: "Nonparametric tests: Tests without population parameters (means and standard deviations)"— Presentation transcript:

1 Nonparametric tests: Tests without population parameters (means and standard deviations)

2 Use when: Data does not support means (ordinal) Data is not normally distributed.

3 1) Rank all data. 2) Evaluate if ranks tend to cluster within a group.

4 Mann Whitney U test: nonparametric equivalent of a t test for two independent samples

5 Mann Whitney U test: Where: Size of sample one Size of sample two

6 Mann Whitney U test: Where: Sum of sample one ranks Sum of sample two ranks

7 Evaluation of Mann Whitney U 1) Choose the smaller of the two U values. 2) Find the critical value (Mann Whitney table) 3) When computed value is smaller than the critical value the outcome is significant!

8 group 1 group 2 24 28 18 42 45 63 57 57 12 90 30 68

9 group 1 group 2 24 28 18 2 42 45 63 57 57 12 1 90 30 68 Step One: Rank all data across groups

10 group 1 group 2 24 3 28 4 18 2 42 45 63 57 57 12 1 90 30 68

11 group 1 group 2 24 3 28 4 18 2 42 6 45 7 63 57 57 12 1 90 30 5 68

12 Tied ranks: Find all values that are tied. Identify all ranks that would be assigned to those values. Average those ranks. Assign that average to all tied values.

13 group 1 group 2 24 3 28 4 18 2 42 6 45 7 63 57 57 12 1 90 30 5 68

14 8th and 9th ranks would be used. 8+9 = 17 Averaging 17/ 2 = 8.5 ranks

15 group 1 group 2 24 3 28 4 18 2 42 6 45 7 63 57 8.5 57 8.5 12 1 90 30 5 68

16 group 1 group 2 24 3 28 4 18 2 42 6 45 7 63 10 57 8.5 57 8.5 12 1 90 12 30 5 68 11

17 group 1 group 2 24 3 28 4 18 2 42 6 45 7 63 10 57 8.5 57 8.5 12 1 90 12 30 5 68 11 26.5 51.5 Step Two: Sum the ranks for each group

18 Check the rankings:

19

20 group 1 group 2 24 3 28 4 18 2 42 6 45 7 63 10 57 8.5 57 8.5 12 1 90 12 30 5 68 11 26.5 51.5

21 26.5 + 51.5 = 78

22 Step Three: Compute U 1

23

24 Step Four: Compute U 2

25

26 Step Five: Compare U 1 to U 2

27 Critical Value = 5 This is a nonsignificant outcome

28 group 1 group 2 24 3 28 4 18 2 42 6 45 7 63 10 57 8.5 57 8.5 12 1 90 12 30 5 68 11


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