Math Problem Statement
- Compute Pearson’s Product Moment Correlation for the following data:
Individuals A B C D E F G H I J Data A 34 22 10 11 23 20 16 18 21 15 Data B 12 23 21 24 10 30 28 29 32 25
- Compute Pearson’s Product Moment Correlation for the following data:
Solution
To compute Pearson's Product Moment Correlation Coefficient (often denoted as ), we can use the following formula:
[ r = \frac{n\sum{(XY)} - \sum{X}\sum{Y}}{\sqrt{[n\sum{X^2} - (\sum{X})^2] [n\sum{Y^2} - (\sum{Y})^2]}} ]
Where:
- and are the two data sets.
- is the number of data points.
- is the sum of the product of corresponding data points.
- and are the sums of the data sets and , respectively.
- and are the sums of the squares of the data sets and , respectively.
Given the dataTo compute Pearson's Product Moment Correlation Coefficient (often denoted as ), we can use the following formula:
[ r = \frac{n\sum{(XY)} - \sum{X}\sum{Y}}{\sqrt{[n\sum{X^2} - (\sum{X})^2] [n\sum{Y^2} - (\sum{Y})^2]}} ]
Where:
- and are the two data sets.
- is the number of data points.
- is the sum of the product of corresponding data points.
- and are the sums of the data sets and , respectively.
- and are the sums of the squares of the data sets and , respectively.
Given the
Let's calculate step by step.The Pearson's Product Moment Correlation Coefficient for the given data is approximately .
This negative value indicates an inverse relationship between Data A and Data B, meaning that as values in Data A increase, values in Data B tend to decrease, and vice versa.
Would you like more details on the calculation process or further explanation? Here are some related questions that might interest you:
- How do you interpret the value of the Pearson correlation coefficient?
- What is the significance of a negative Pearson correlation coefficient?
- How does Pearson correlation differ from other types of correlation?
- Can Pearson correlation be used for non-linear relationships?
- What are the limitations of using Pearson's correlation coefficient?
Tip: Always plot your data when analyzing correlations to visually assess the relationship.
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Math Problem Analysis
Mathematical Concepts
Statistics
Correlation
Formulas
Pearson's Product Moment Correlation Coefficient
Theorems
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Suitable Grade Level
Advanced High School or College
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