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Analyses of Variance (ANOVA’s) A Basic Introduction Florian Schwarz http://florianschwarz.net
What ANOVA’s do ,[object Object],[object Object],[object Object]
The Null-Hypothesis ,[object Object],[object Object],[object Object]
Independent Variable ,[object Object],[object Object],[object Object],[object Object]
Dependent Variable ,[object Object],[object Object],[object Object]
Generalizing our Finding ,[object Object],[object Object]
Sources of Variability ,[object Object],[object Object],[object Object]
Within vs. Between Groups ,[object Object],[object Object]
The heart of ANOVA’s ,[object Object],[object Object],[object Object]
What are the Odds? (I) ,[object Object],[object Object]
4 Research Scenarios ,[object Object],Wrong Question? Lucky (sort of) TYPE I ERROR No difference Hmm. Try again TYPE II ERROR Yeah! A Difference No Difference A Difference Actually, there is…
What are the Odds? (II) ,[object Object],TYPE I ERROR    5 % No difference TYPE II ERROR    POWER A Difference No Difference A Difference Actually, there is…
What are the Odds (III) When 20 of us run the same study, one of us will find a significant difference between groups,  EVEN IF THERE ACTUALLY IS NO DIFFERENCE!
Calculating Sums of Squares
An Example ,[object Object],[object Object],[object Object]
An Example ,[object Object],[object Object],[object Object],[object Object]
Total Sums of Squares Group 1  Group 2 (mean 5)  (mean 15) 232 Total SS 64 8 18 118 Group 2 total SS 36 6 16 9 3 13 9 3 13 114 Group1 total SS 4 -2 8 25 -5 5 36 -6 4 49 -7 3 Squared X – overall mean (10) Score (X)
Variance ,[object Object],[object Object],[object Object]
Standard deviation ,[object Object],[object Object],[object Object]
More Sums of Squares ,[object Object],[object Object],[object Object],[object Object],[object Object]
Within Group Sums of Squares Group 1  Group 2 (mean 5)  (mean 15) 32 Total Within Group SS 9 3 18 18 Group 2 within group SS 1 1 16 4 -2 13 4 -2 13 14 Group1 within group SS 9 3 8 0 0 5 1 -1 4 4 -2 3 Squared X - group mean Score (X)
Between Group Sums of Squares Group 1  Group 2 (mean 5)  (mean 15) 5 5 5 5 -5 -5 -5 -5 Group mean – overall mean 200 Total Between Group SS 25 15 18 100 Group 2 contribution to between group SS 25 15 16 25 15 13 25 15 13 100 Group1 contribution to between group SS 25 5 8 25 5 5 25 5 4 25 5 3 Squared group mean Score (X)
Relation between SS ,[object Object],[object Object]
The F-ratio ,[object Object],[object Object],[object Object]
The F-ratio ,[object Object],[object Object]
What does this tell you? ,[object Object],[object Object],[object Object]
What are the odds, really? ,[object Object],[object Object],[object Object]
What are the odds, really? ,[object Object],[object Object],[object Object],[object Object],[object Object]
The p-value ,[object Object],[object Object],[object Object]
Appendix I - Formulas ,[object Object],[object Object],[object Object]
Appendix II – degrees of Freedom ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Designing your study ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],6 x A 6 x B 6 x B 6 x A

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ANOVA Guide

  • 1. Analyses of Variance (ANOVA’s) A Basic Introduction Florian Schwarz http://florianschwarz.net
  • 2.
  • 3.
  • 4.
  • 5.
  • 6.
  • 7.
  • 8.
  • 9.
  • 10.
  • 11.
  • 12.
  • 13. What are the Odds (III) When 20 of us run the same study, one of us will find a significant difference between groups, EVEN IF THERE ACTUALLY IS NO DIFFERENCE!
  • 15.
  • 16.
  • 17. Total Sums of Squares Group 1 Group 2 (mean 5) (mean 15) 232 Total SS 64 8 18 118 Group 2 total SS 36 6 16 9 3 13 9 3 13 114 Group1 total SS 4 -2 8 25 -5 5 36 -6 4 49 -7 3 Squared X – overall mean (10) Score (X)
  • 18.
  • 19.
  • 20.
  • 21. Within Group Sums of Squares Group 1 Group 2 (mean 5) (mean 15) 32 Total Within Group SS 9 3 18 18 Group 2 within group SS 1 1 16 4 -2 13 4 -2 13 14 Group1 within group SS 9 3 8 0 0 5 1 -1 4 4 -2 3 Squared X - group mean Score (X)
  • 22. Between Group Sums of Squares Group 1 Group 2 (mean 5) (mean 15) 5 5 5 5 -5 -5 -5 -5 Group mean – overall mean 200 Total Between Group SS 25 15 18 100 Group 2 contribution to between group SS 25 15 16 25 15 13 25 15 13 100 Group1 contribution to between group SS 25 5 8 25 5 5 25 5 4 25 5 3 Squared group mean Score (X)
  • 23.
  • 24.
  • 25.
  • 26.
  • 27.
  • 28.
  • 29.
  • 30.
  • 31.
  • 32.