Psychology, 5th Edition by Robert A. Baron (eBook)
Pearson’s Product Moment Correlation- Numerical
The numerical below is an example of the process of performing the performing the Pearson’s Product Moment Correlation Analysis. This approach can be extended to similar cases by replacing the data.
Calculate the coefficient between the following sets of scores using Pearson’s Product Moment method.
Individuals | A | B | C | D | E | F | G | H | I | J |
Test A | 1 | 6 | 7 | 3 | 11 | 9 | 7 | 11 | 14 | 11 |
Test B | 2 | 3 | 5 | 6 | 6 | 8 | 10 | 10 | 12 | 13 |
How to calculate the Pearson's Product Moment Coefficient of Correlation?
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Organize the data into a table – test scores reflected in columns X and Y
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Subject Test A (X) Test B (Y) X - Meanx Y - Meany (X - Meanx)2 (Y - Meany)2 (X - Meanx) x (Y - Meany) A 1 2 -7 -5.5 49 30.25 38.5 B 6 3 -2 -4.5 4 20.25 9 C 7 5 -1 -2.5 1 6.25 2.5 D 3 6 5 -1.5 25 2.25 7.5 E 11 6 3 -1.5 9 2.25 -4.5 F 9 8 1 0.5 1 0.25 0.5 G 7 10 -1 2.5 1 6.25 -2.5 H 11 10 3 2.5 9 6.25 7.5 I 14 12 6 4.5 36 20.25 27 J 11 13 3 5.5 9 30.25 16.5 Total 80 75 144 124.5 102
Step 1: Organize Data
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Mean 𝑋 = (∑𝑋)/𝑛 = 80/10 = 8
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Mean 𝑌 = (∑𝑌)/𝑛 = 75/10 = 7.5
Step 2: Compute means of X and Y
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Compute deviation of each score from its mean (see table)
Step 3: Calculate Deviations
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Calculate squares of deviation.
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Then calculate sum of these deviations. (see table)
Step 4: Calculate squares of deviation.
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𝑆_x = √((∑(𝑋 − Mean 𝑋)^2 ) / 𝑛) = √(144/10) = 3.79
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𝑆_y = √((∑(𝑌 − Mean 𝑌)^2 ) / 𝑛) = √(124.5/10) = 3.53
Step 5: Calculate standard deviations for X and Y.
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Pearson’s Product-Moment correlation cofficient, r:
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r = ∑((𝑋 − Mean 𝑋) x (Y − Mean Y))/(n x Sx x Sy) = 102/(10 x 3.53 x 3.79) = 0.762
Step 6: Calculate correlation coefficient
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r = 0.762. This indicates a high positive correlation between the scores of the two tests. A student who scores well in one subject can be expected to score high in the other test too.
Step 7: Interpretation of Result
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