Questions: Scatter Plots and Correlation
What type of correlation does the following dataset appear to have?
x 0 1 2 3 4 5
y 18 2 24 11 14 3
No Correlation
Negative Correlation
Positive Correlation
Transcript text: Scatter Plots and Correlation
What type of correlation does the following dataset appear to have?
x & 0 & 1 & 2 & 3 & 4 & 5 \\
y & 18 & 2 & 24 & 11 & 14 & 3
No Correlation
Negative Correlation
Positive Correlation
Solution
Solution Steps
Step 1: Calculate Covariance and Standard Deviations
The covariance \( \text{Cov}(X,Y) \) between the datasets \( X \) and \( Y \) is calculated as:
\[
\text{Cov}(X,Y) = -5.2
\]
The standard deviation of \( X \) is:
\[
\sigma_X = 1.87
\]
The standard deviation of \( Y \) is:
\[
\sigma_Y = 8.56
\]
Step 2: Calculate Correlation Coefficient
The correlation coefficient \( r \) is computed using the formula:
\[
r = \frac{\text{Cov}(X,Y)}{\sigma_X \sigma_Y}
\]
Substituting the values:
\[
r = \frac{-5.2}{1.87 \times 8.56} \approx -0.32
\]
Step 3: Determine Type of Correlation
Since the correlation coefficient \( r \) is less than 0, it indicates a negative correlation between the variables \( X \) and \( Y \).
Final Answer
The type of correlation for the given dataset is \\(\boxed{\text{Negative Correlation}}\\).