A number that quantifies two aspects of the relationship between the data. Represented by the variable, r𝑟.
Question
A number that quantifies two aspects of the relationship between the data.
Represented by the variable, r.
Solution
The number you're referring to is the correlation coefficient. It quantifies the degree and direction of the relationship between two variables. The variable 'r' represents this correlation coefficient.
Here are the steps to calculate it:
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Gather your data: You need at least two variables (let's call them X and Y) from the same group of subjects.
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Calculate the mean of X and Y: Add up all the X values and divide by the number of values to get the mean of X. Do the same for Y.
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Subtract the mean: For each individual measurement, subtract the mean of X from each X value (to get dX) and the mean of Y from each Y value (to get dY).
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Multiply dX and dY: For each individual measurement, multiply dX and dY together.
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Square dX and dY: Square each dX and dY value.
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Sum everything: Add up the values from step 4 to get ΣdXdY. Add up the values from step 5 to get ΣdX^2 and ΣdY^2.
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Divide: Divide ΣdXdY by the square root of (ΣdX^2 * ΣdY^2).
The result is the correlation coefficient, r. It ranges from -1 to 1, where -1 indicates a perfect negative correlation, 1 indicates a perfect positive correlation, and 0 indicates no correlation.
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