Math Problem Statement
Use the value of the linear correlation coefficient r to find the coefficient of determination and the percentage of the total variation that can be explained by the linear relationship between the two variables.
requals=0.0490.049
Question content area bottom
Part 1
What is the value of the coefficient of determination?
r squaredr2equals=enter your response here
(Round to four decimal places as needed.)
Part 2
What is the percentage of the total variation that can be explained by the linear relationship between the two variables?
Explained
variationequals=enter your response here%
(Round to two decimal places as needed.)
Solution
To find the coefficient of determination () and the percentage of the total variation explained by the linear relationship, follow these steps:
Part 1: Coefficient of Determination ()
The coefficient of determination, , is calculated by squaring the correlation coefficient .
Given:
Calculating :
So, the coefficient of determination, rounded to four decimal places, is:
Part 2: Percentage of Total Variation Explained
To find the percentage of the total variation explained by the linear relationship, convert to a percentage by multiplying by 100%.
So, the percentage of the total variation explained by the linear relationship, rounded to two decimal places, is:
Summary of Answers:
- Coefficient of Determination:
- Percentage of Explained Variation:
Would you like further details or have any questions on these steps?
- What is the significance of a low value?
- How does differ from in interpreting data relationships?
- What does an of 1 indicate about a dataset?
- Can ever be negative, and why or why not?
- How would outliers affect the correlation coefficient and the determination coefficient ?
Tip: The coefficient of determination indicates the strength of the linear relationship; closer to 1 means a stronger relationship, while closer to 0 indicates a weaker one.
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Math Problem Analysis
Mathematical Concepts
Statistics
Correlation and Regression
Formulas
Coefficient of determination (r²) = r^2
Explained variation = r² × 100%
Theorems
Coefficient of Determination
Suitable Grade Level
Grades 11-12
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