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 1 1.5 2 3 3.5 4 4.5 5.5 6 Midterm Grades 60 63 69 72 75 78 81 84 87 90
Step 3 of 3 : Calculate the correlation coefficient, r. Round your answer to three decimal places.
Solution
To calculate the correlation coefficient , we use the following formula:
[ r = \frac{n\sum xy - (\sum x)(\sum y)}{\sqrt{\left[n\sum x^2 - (\sum x)^2\right]\left[n\sum y^2 - (\sum y)^2\right]}} ]
Where:
- represents the hours spent studying,
- represents the midterm grades,
- is the number of data points.
Step 1: Organize the data
Hours (x) | Grades (y) |
---|---|
0 | 60 |
1 | 63 |
1.5 | 69 |
2 | 72 |
3 | 75 |
3.5 | 78 |
4 | 81 |
4.5 | 84 |
5.5 | 87 |
6 | 90 |
Step 2: Calculate the sums needed
We will need the following values for the formula:
- (sum of hours),
- (sum of grades),
- (sum of the products of x and y),
- (sum of squares of x),
- (sum of squares of y),
- (number of data points, which is 10).
Let's calculate these step by step.The correlation coefficient is approximately 0.993, rounded to three decimal places. This indicates a very strong positive correlation between the hours spent studying and the midterm grades.
Would you like more details or have any further questions?
Here are some related questions to explore:
- What does a correlation coefficient of 0.993 imply in terms of data relationship?
- How do you interpret a negative correlation coefficient?
- Can the correlation coefficient indicate causation?
- How would you calculate the line of best fit from this data?
- How does changing one data point affect the correlation coefficient?
Tip: A correlation coefficient close to 1 or -1 suggests a strong linear relationship, but it doesn't imply causation!
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Math Problem Analysis
Mathematical Concepts
Statistics
Correlation
Linear Relationship
Formulas
r = (nΣxy - (Σx)(Σy)) / sqrt([(nΣx^2 - (Σx)^2)][(nΣy^2 - (Σy)^2)])
Theorems
Correlation Coefficient
Suitable Grade Level
Grades 10-12
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