MEASURES OF
CORRELATION
Correlation
| A measure to determine the degree of relationship of two sets of variables, X and Y.
Perfect Positive Correlation
Perfect Negative Correlation
Pearson Product Moment
Correlation Coeffi cient
Pearson r
| A linear correlation necessary to find the degree of the association of two sets of variables X and Y.
Formula:
2222 YYNXXN
YXXYNrxy
xyr = correlation between X and Y
X = sum of test X
Y = sum of test Y
∑XY= sum of the product of X and Y
N = number of cases
2X = sum of squared X scores
2Y =sum of squared Y scores
For example:
r=0.99
Spearman Rank
Correlation Coeffi cient
or Spearman
Rho
Spearman Rho
| A statistic which is used to measure the relationship of paired ranks assigned to individual scores on two variables.
Formula:
sr = Spearman rho
2D = sum of the squared differences between
ranks
N = Number of cases
Computation of Spearman rho Between Capital (X) and Profit (Y) of Dried Fish
Businessmen X Y 1 Php 20,000 Php5,000 2 50,000 15,000 3 10,000 3,000 4 100,000 30,000 5 18,000 4,000 6 25,000 9,000 7 11,000 6,000 8 150,000 70,000 9 5,000 3,000
10 40,000 15,000
Computation of Spearman rho Between Capital (X) and Profit (Y) of Dried Fish
Businessmen X Y xR Ry
1 Php 20,000 Php5,000 6 7 2 50,000 15,000 3 3.5 3 10,000 3,000 9 9.5 4 100,000 30,000 2 2 5 18,000 4,000 7 8 6 25,000 9,000 5 5.0 7 11,000 6,000 8 6.0 8 150,000 70,000 1 1 9 5,000 3,000 10 9.5
10 40,000 15,000 4 3.5
Computation of Spearman rho Between Capital (X) and Profit (Y) of Dried Fish
Businessmen X Y D
1 Php 20,000 Php5,000 6 7 1.0 1.00
2 50,000 15,000 3 3.5 -0.5 0.25
3 10,000 3,000 9 9.5 -0.5 0.25
4 100,000 30,000 2 2 0 0
5 18,000 4,000 7 8 -1.0 1.00
6 25,000 9,000 5 5.0 0 0
7 11,000 6,000 8 6.0 2.0 4.00
8 150,000 70,000 1 1 0 0
9 5,000 3,000 10 9.5 0.5 0.25
10 40,000 15,000 4 3.5 0.5 0.25
xR Ry2D
Computation of Spearman rho Between Capital (X) and Profit (Y) of Dried Fish
very high relationship
Interpretation of
Correlation Value
Consider the following:| An r from 0.00 to +0.20 denotes
neglible correlation| An r from +0.20 to + 0.40 denotes
low or slight relationship| An r from +0.41 to + 0.70 denotes
marked or moderate correlation| An r from +0.71 to + 0.90 denotes
high relationship| An r from +0.91 to + 0.99 denotes
very high relationship| An r from +1..00 denotes perfect
relationship
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