Math Problem Statement
Solution
To compute the correlation coefficient between the two variables and , we can use the formula:
where:
- is the number of data points,
- and are the sums of the - and -values,
- is the sum of the products of corresponding - and -values,
- and are the sums of squares of the - and -values.
Given data
The values provided are:
Step-by-Step Calculation
-
Calculate , , , , and :
-
Plug values into the formula:
-
Simplify each part:
Substitute these into the equation:
-
Further simplification:
So,
-
Calculate the denominator:
Finally,
Answer
The correlation coefficient, rounded to three decimal places, is:
Would you like a further breakdown or have any questions about this solution?
Related Questions:
- How is the correlation coefficient interpreted in terms of strength and direction?
- What is the difference between a positive and negative correlation?
- How would the correlation coefficient change if one of the -values was altered?
- What does a correlation coefficient of zero signify?
- How can you compute the correlation coefficient using a calculator or software?
Tip:
When calculating correlation by hand, double-check the sums for each component (like and ) to ensure accuracy, as errors in these values propagate through the entire calculation.
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Math Problem Analysis
Mathematical Concepts
Statistics
Correlation Coefficient
Data Analysis
Formulas
Correlation coefficient formula: r = (n Σ(xy) - Σx Σy) / sqrt((n Σ(x^2) - (Σx)^2)(n Σ(y^2) - (Σy)^2))
Theorems
Properties of correlation coefficients
Suitable Grade Level
Grades 10-12
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