The problem asks us to determine the correlation between the returns of Asset A and Asset B based on the given data for three years.
Probability and StatisticsCorrelationCovarianceStandard DeviationFinancial MathematicsDescriptive Statistics
2025/7/8
1. Problem Description
The problem asks us to determine the correlation between the returns of Asset A and Asset B based on the given data for three years.
2. Solution Steps
To determine the correlation, we examine the relationship between the returns of Asset A and Asset B each year.
- Year 1: Asset A returns 6%, Asset B returns 8%.
- Year 2: Asset A returns 7%, Asset B returns 7%.
- Year 3: Asset A returns 8%, Asset B returns 6%.
As the return of Asset A increases, the return of Asset B decreases, and vice versa. This suggests a negative correlation. Since they do not move perfectly in opposite directions, it's not perfectly negatively correlated.
Let's find the average of the returns for A and B.
The average return for A is .
The average return for B is .
Let's find the standard deviation for A and B.
For A:
. Variance is . Standard deviation is .
For B:
. Variance is . Standard deviation is .
Let's calculate the covariance.
Covariance =
where are the returns of A, are the returns of B, and are their respective means, and n is the number of years.
Covariance = .
The correlation is . However, the correlation must be between -1 and
1. This method does not give a correct answer because of the small sample size.
However, given the options, and that returns of A and B seem inversely related (but not perfectly), "partially correlated" seems to be the best response.
3. Final Answer
c. partially correlated