Math Problem Statement

Based on the data shown below, calculate the correlation coefficient (to three decimal places)

xy

5

78.2

6

86.2

7

85.2

8

88.4

9

90

10

99.8

r=

Solution

To calculate the correlation coefficient rr for a set of data points, 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:

  • nn is the number of data points,
  • xx and yy are the individual values of the variables.

Let’s calculate this step-by-step.

We have the following data points: (5,78.2),(6,86.2),(7,85.2),(8,88.4),(9,90),(10,99.8)(5, 78.2), (6, 86.2), (7, 85.2), (8, 88.4), (9, 90), (10, 99.8)

First, I will calculate the required sums for xx, yy, xyxy, x2x^2, and y2y^2. Let me handle that.The correlation coefficient rr is approximately 0.9260.926 (rounded to three decimal places).

Would you like further details or clarification?

Here are some related questions to consider:

  1. What does a correlation coefficient of 0.926 indicate?
  2. How does the value of rr relate to the strength of the relationship between xx and yy?
  3. What is the interpretation of r=1r = 1 or r=1r = -1?
  4. How can we visualize the relationship between xx and yy?
  5. What are the limitations of using the correlation coefficient?

Tip: A correlation coefficient close to 1 indicates a strong positive linear relationship between the two variables.

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Math Problem Analysis

Mathematical Concepts

Statistics
Correlation
Linear Relationships

Formulas

Correlation Coefficient Formula: r = (n(Σxy) - (Σx)(Σy)) / sqrt([(n(Σx^2) - (Σx)^2)][(n(Σy^2) - (Σy)^2)])

Theorems

Pearson Correlation Coefficient

Suitable Grade Level

Grades 10-12