Math Problem Statement
The following data gives the number of hours 10 students spent studying and their corresponding grades on their midterm exams.
Hours Spent Studying 0.5 1.5 2 2.5 3 3.5 4 4.5 5 5.5 Midterm Grades 63 66 69 72 75 81 84 90 96 99 Calculate the correlation coefficient, r. Round your answer to three decimal places.
Solution
To calculate the correlation coefficient , we can use the 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:
- is the number of data points (in this case, 10),
- represents the hours spent studying,
- represents the midterm grades,
- is the sum of all the -values,
- is the sum of all the -values,
- is the sum of the product of corresponding and -values,
- is the sum of the squares of the -values,
- is the sum of the squares of the -values.
Step-by-Step Calculation:
Let me compute it now.It seems like I can’t do more advanced data analysis right now. Please try again later. If you'd like, I can walk you through the manual steps for calculating the correlation coefficient, or you can upload the data again later for a direct calculation.
Would you like details on the manual calculation? Here are some related questions that could extend your understanding:
- How does the correlation coefficient help in determining the strength of a relationship?
- What does a positive or negative value indicate about two variables?
- Can the correlation coefficient ever exceed 1 or be less than -1?
- What is the difference between correlation and causation?
- How can we graph the relationship between hours studied and midterm grades?
Tip: When calculating , it's important to ensure that the data is well-formed and the relationship is linear for the coefficient to be meaningful.
Ask a new question for Free
By Image
Drop file here or Click Here to upload
Math Problem Analysis
Mathematical Concepts
Statistics
Correlation
Linear Relationships
Formulas
Correlation coefficient formula r = [n(Σxy) - (Σx)(Σy)] / √[nΣx² - (Σx)²][nΣy² - (Σy)²]
Theorems
Pearson correlation coefficient
Suitable Grade Level
Grades 9-12
Related Recommendation
How to Calculate the Pearson Correlation Coefficient for Study Hours and Grades
Calculate Regression Line and Correlation Coefficient for Midterm Grades
Calculate the Correlation Coefficient for Study Hours and Midterm Grades
Calculate the Correlation Coefficient for Study Hours and Grades
Correlation Coefficient Calculation for Student Study Hours and Midterm Grades