Financial Risk Manager Part 1

Financial Risk Manager Part 1

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After arranging the annual data of a portfolio comprising of two assets X and Y from the period 2012 to 2016, it is found that the number of concordant data pairs is 2 and the number of discordant pairs is 8. On the basis of this information, which of the following is closest to the Kendall Ο„?

TTanishq



Explanation:

Explanation

Kendall's tau (Ο„) is a measure of rank correlation that assesses the strength and direction of the relationship between two variables. The formula for Kendall's tau is:

Ο„=(ncβˆ’nd)n(nβˆ’1)2\tau = \frac{(n_c - n_d)}{\frac{n(n - 1)}{2}}

Where:

  • ncn_c = number of concordant pairs
  • ndn_d = number of discordant pairs
  • nn = number of observations

Given data:

  • Time period: 2012 to 2016 (5 years)
  • Number of observations (n) = 5
  • Concordant pairs (n_c) = 2
  • Discordant pairs (n_d) = 8

Calculation:

First, calculate the total number of possible pairs: n(nβˆ’1)2=5Γ—42=10\frac{n(n-1)}{2} = \frac{5 \times 4}{2} = 10

Now apply the Kendall's tau formula: Ο„=(2βˆ’8)10=βˆ’610=βˆ’0.6\tau = \frac{(2 - 8)}{10} = \frac{-6}{10} = -0.6

Interpretation:

  • A Ο„ value of -0.6 indicates a moderately strong negative correlation
  • This means that when one asset's rank increases, the other asset's rank tends to decrease
  • The negative sign indicates an inverse relationship between the two assets

Therefore, the closest value to the Kendall Ο„ is -0.6.

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