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Six Easy Steps for an ANOVA

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Presentation on theme: "Six Easy Steps for an ANOVA"— Presentation transcript:

1

2 Six Easy Steps for an ANOVA
1) State the hypothesis 2) Find the F-critical value 3) Calculate the F-value 4) Decision 5) Create the summary table 6) Put answer into words

3 Example Want to examine the effects of feedback on self-esteem. Three different conditions -- each have five subjects 1) Positive feedback 2) Negative feedback 3) Control Afterward all complete a measure of self-esteem that can range from 0 to 10.

4 Example: Question: Is the type of feedback a person receives significantly (.05) related their self-esteem?

5 Results

6 Step 1: State the Hypothesis
H1: The three population means are not all equal H0: pos = neg = cont

7 Step 2: Find F-Critical Step 2.1
Need to first find dfbetween and dfwithin dfbetween = k (k = number of groups) dfwithin = N - k (N = total number of observations) dftotal = N - 1 Check yourself dftotal = dfbetween + dfwithin

8 Step 2: Find F-Critical Step 2.1
Need to first find dfbetween and dfwithin dfbetween = (k = number of groups) dfwithin = (N = total number of observations) dftotal = 14 Check yourself 14 =

9 Step 2: Find F-Critical Step 2.2 Look up F-critical using table F

10 Step 2: Find F-Critical Step 2.2 Look up F-critical using table F

11 Step 3: Calculate the F-value
Has 4 Sub-Steps 3.1) Calculate the needed ingredients 3.2) Calculate the SS 3.3) Calculate the MS 3.4) Calculate the F-value

12 Step 3.1: Ingredients X X2 Tj2 N n

13 Step 3.1: Ingredients

14 X X = 85 Xp = 40 Xn = 25 Xc = 20

15 X2 X = 85 X2 = 555 Xp = 40 Xn = 25 Xc = 20 X2n = 135 X2c = 90

16 T2 = (X)2 for each group X = 85 X2 = 555 Xp = 40 Xn = 25 Xc = 20
T2n = 625 T2c = 400 T2p = 1600

17 Tj2 X = 85 X2 = 555 Tj2 = 2625 Xp = 40 Xn = 25 Xc = 20
T2n = 625 T2c = 400 T2p = 1600

18 N X = 85 X2 = 555 Tj2 = 2625 N = 15 Xp = 40 Xn = 25 Xc = 20
T2n = 625 T2c = 400 T2p = 1600

19 n X = 85 X2 = 555 Tj2 = 2625 N = 15 n = 5 Xp = 40 Xn = 25
Xc = 20 X2n = 135 X2c = 90 X2p = 330 T2n = 625 T2c = 400 T2p = 1600

20 Step 3.2: Calculate SS SStotal X = 85 X2 = 555 Tj2 = 2625 N = 15

21 Step 3.2: Calculate SS 85 73.33 555 15 SStotal X = 85 X2 = 555
Tj2 = 2625 N = 15 n = 5 Step 3.2: Calculate SS SStotal 85 73.33 555 15

22 Step 3.2: Calculate SS SSWithin X = 85 X2 = 555 Tj2 = 2625 N = 15

23 Step 3.2: Calculate SS 2625 30 555 5 SSWithin X = 85 X2 = 555
Tj2 = 2625 N = 15 n = 5 Step 3.2: Calculate SS SSWithin 2625 30 555 5

24 Step 3.2: Calculate SS SSBetween X = 85 X2 = 555 Tj2 = 2625 N = 15

25 Step 3.2: Calculate SS 43.33 2625 85 5 15 SSBetween X = 85 X2 = 555
Tj2 = 2625 N = 15 n = 5 Step 3.2: Calculate SS SSBetween 43.33 2625 85 5 15

26 Step 3.2: Calculate SS Check! SStotal = SSBetween + SSWithin

27 Step 3.2: Calculate SS Check! 73.33 =

28 Step 3.3: Calculate MS

29 Step 3.3: Calculate MS 43.33 21.67 2

30 Calculating this Variance Ratio

31 Step 3.3: Calculate MS 30 2.5 12

32 Step 3.4: Calculate the F value

33 Step 3.4: Calculate the F value
21.67 8.67 2.5

34 Step 4: Decision If F value > than F critical
Reject H0, and accept H1 If F value < or = to F critical Fail to reject H0

35 Step 4: Decision If F value > than F critical
Reject H0, and accept H1 If F value < or = to F critical Fail to reject H0

36 Step 5: Create the Summary Table

37 Step 6: Put answer into words
Question: Is the type of feedback a person receives significantly (.05) related their self-esteem? H1: The three population means are not all equal The type of feedback a person receives is related to their self-esteem

38

39 Practice You are interested in comparing the performance of three models of cars. Random samples of five owners of each car were used. These owners were asked how many times their car had undergone major repairs in the last 2 years.

40 Results

41 Practice Is there a significant (.05) relationship between the model of car and repair records?

42 Step 1: State the Hypothesis
H1: The three population means are not all equal H0: V = F = G

43 Step 2: Find F-Critical Step 2.1
Need to first find dfbetween and dfwithin Dfbetween = (k = number of groups) dfwithin = (N = total number of observations) dftotal = 14 Check yourself 14 =

44 Step 2: Find F-Critical Step 2.2
Look up F-critical using table F on pages F (2,12) = 3.88

45 Step 3.1: Ingredients X = 60 X2 = 304 Tj2 = 1400 N = 15 n = 5

46 Step 3.2: Calculate SS SStotal X = 60 X2 = 304 Tj2 = 1400 N = 15

47 Step 3.2: Calculate SS 60 64 304 15 SStotal X = 60 X2 = 304
Tj2 = 1400 N = 15 n = 5 Step 3.2: Calculate SS SStotal 60 64 304 15

48 Step 3.2: Calculate SS SSWithin X = 60 X2 = 304 Tj2 = 1400 N = 15

49 Step 3.2: Calculate SS 1400 24 304 5 SSWithin X = 60 X2 = 304
Tj2 = 1400 N = 15 n = 5 Step 3.2: Calculate SS SSWithin 1400 24 304 5

50 Step 3.2: Calculate SS SSBetween X = 60 X2 = 304 Tj2 = 1400 N = 15

51 Step 3.2: Calculate SS 40 1400 60 5 15 SSBetween X = 60 X2 = 304
Tj2 = 1400 N = 15 n = 5 Step 3.2: Calculate SS SSBetween 40 1400 60 5 15

52 Step 3.2: Calculate SS Check! SStotal = SSBetween + SSWithin

53 Step 3.2: Calculate SS Check! 64 =

54 Step 3.3: Calculate MS

55 Step 3.3: Calculate MS 40 20 2

56 Calculating this Variance Ratio

57 Step 3.3: Calculate MS 24 2 12

58 Step 3.4: Calculate the F value

59 Step 3.4: Calculate the F value
20 10 2

60 Step 4: Decision If F value > than F critical
Reject H0, and accept H1 If F value < or = to F critical Fail to reject H0

61 Step 4: Decision If F value > than F critical
Reject H0, and accept H1 If F value < or = to F critical Fail to reject H0

62 Step 5: Create the Summary Table

63 Step 6: Put answer into words
Question: Is there a significant (.05) relationship between the model of car and repair records? H1: The three population means are not all equal There is a significant relationship between the type of car a person drives and how often the car is repaired

64 Conceptual Understanding
Complete the above table for an ANOVA having 3 levels of the independent variable and n = 20. Test for significant at .05.

65 Conceptual Understanding
Fcrit = 3.18 Complete the above table for an ANOVA having 3 levels of the independent variable and n = 20. Test for significant at .05. Fcrit (2, 57) = 3.15

66 Conceptual Understanding
Distinguish between: Between-group variability and within-group variability What do they measure? How do they work together?

67 Conceptual Understanding
Distinguish between: Between-group variability and within-group variability Between concerns the differences between the mean scores in various groups Within concerns the variability of scores within each group

68 Between and Within Group Variability
Between-group variability Within-group variability

69 Between and Within Group Variability
sampling error + effect of variable sampling error

70 Conceptual Understanding
Under what circumstance will the F ratio, over the long run, approach 1.00? Under what circumstances will the F ratio be greater than 1.00?

71 Conceptual Understanding
Under what circumstance will the F ratio, over the long run, approach 1.00? Under what circumstances will the F ratio be greater than 1.00? F ratio will approach 1.00 when the null hypothesis is true F ratio will be greater than 1.00 when the null hypothesis is not true

72 Conceptual Understanding
Without computing the SS within, what must its value be? Why?

73 Conceptual Understanding
The SS within is 0. All the scores within a group are the same (i.e., there is NO variability within groups)

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