Correlation Indicates the relationship between two dependent variables
Correlation Indicates the relationship between two dependent variables (x and y) Symbol: r (Pearson correlation coefficient) -1< r < 1
Positive Correlation As value of variable X increases, value of variable Y increases
Strong Positive Corr. r =. 80
Strong positive correlation: - low variability of the data - one variable acts as a good predictor of the second variable.
Weaker Positive Corr. r =. 50
Weaker correlations: - More variability in the data - Less predictability
Negative correlation As value of variable X increases, value of variable Y decreases.
Strong negative Corr. r = -. 80
Grades Social Activities
No Correlation r=0 Statistics Ability # of bananas eaten
Variables measured on different scales e. g. Height and weight Correlation formula converts the scores into z-score to make them comparable
Limit of correlation is that it identifies a relationship, but is NOT identifying cause
Multiply each value of X by its corresponding Y. Add the products. Multiply sum by n
Add all the X values. Add all the Y values. Multiply the two sums.
Variation of the formula for SS for X
Variation of the formula for SS of Y
Quiz One Quiz Four (X) (Y) 28 30. 5 28 29. 5 30 39 29 36. 5 21 30. 5
Quiz One Quiz Four (X) (Y) 28 30. 5 28 29. 5 30 39 29 36. 5 21 30. 5 X = 136 Y = 166
Quiz One Quiz Four (X) X 2 28 784 30. 5 28 784 29. 5 30 900 39 29 841 36. 5 21 441 30. 5 X 2 = 3750 (Y)
Quiz One Quiz Four (X) (Y) Y 2 28 30. 5 930. 25 28 29. 5 870. 25 30 39 1521 29 36. 5 1332. 25 21 30. 5 930. 25 Y 2 = 5584
Quiz One Quiz Four (X) (Y) (X)(Y) 28 30. 5 854 28 29. 5 826 30 39 1170 29 36. 5 1058. 5 21 30. 5 640. 5 XY = 4549
X = 136 Y = 166 X 2 = 3750 Y 2 = 5584 XY = 4549 n=5
Critical Value: df = n -- 2 r crit. =. 878
df Critical r 3 . 878 5 . 754 10 . 576 20 . 423 50 . 273 100 . 195
How much variability of X and Y is jointly shared?
How much of the variability of X can be accounted for by variability in Y?
r 2 = the strength or the amount of shared variability
r r 2 . 9 . 81 or 81% . 8 . 64 or 64% . 7 . 49 or 49%
df Critical r 3 . 878 5 . 754 10 . 576 20 . 423 50 . 273 100 . 195
# of absences 8 0 3 2 5 6 X = 24 test grade 35 48 43 41 39 36 Y = 242
# of absences 8 64 0 0 3 9 2 4 5 25 6 36 X 2= 138 test grade 35 1225 48 2304 43 1849 41 1681 39 1521 36 1296 Y 2 = 9876
# of absences 8 0 3 2 5 6 test grade 35 48 43 41 39 36 280 0 129 82 195 216 xy = 902
- Slides: 50