Allocating Basel Granularity Adjustment Across Exposures
Summary
The document presents a simplified Basel Pillar 2 granularity adjustment that adds a concentration-sensitive component to capital assessment. Its formula combines squared exposure shares with exposure-level terms involving default probability, loss given default, expected loss, and capital requirement, scaled by weighted-average capital. This makes the adjustment sensitive to both portfolio concentration and credit risk.
It considers attributing the total adjustment to individual assets. Allocating each formula summand is simple and sums to the total, but yields only positive contributions and may not reflect how an exposure changes the portfolio adjustment at the margin. The author differentiates the formula with respect to an exposure share, accounting for the fact that weighted-average capital also depends on the shares, and observes that multiplying this derivative by the share does not match the summand allocation. The document raises alternatives as an open question; it does not supply a preferred allocation method or resolve the normalization and interpretation choices involved.
Key ideas
- The simplified adjustment captures concentration through squared exposure shares and credit risk through exposure-level parameters.
- Allocating each summand gives contributions that add to the total adjustment.
- Marginal attribution must account for the weighted-average capital term’s dependence on exposure shares.
- The share-weighted derivative generally differs from the summand allocation, and no alternative is established.
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# How to calculate contributions to the granularity adjustment
# How to calculate contributions to the granularity adjustment
In the Basel pillar 2 framework a granularity adjustment is introduced. While the capital requirements in pillar 1 do not take concetrations into account, this is meant to be covered with this adjustment in pillar 2. In Gordy and Lütkebohmert: Granularity Adjustment for Regulatory Capital Assessment a simplified adjustment is proposed (formula 17): $$ GA = \frac{1}{2 K^*} \sum_{i=1}^n s_i^2 C_i \left(\delta (K_i + R_i) + K_i \right), $$ where $n$ is the number of assets, $s_i = \frac{A_i}{\sum_{j=1}^n A_j}$ is the fraction of exposure $A_i$ over the total exposure;$C_i$ depends on $LGD_i$, $R_i$ is the expected loss $R_i = PD_i \cdot E[LGD_i]$, $\delta$ is a regulatory constant and $K_i$ is the capital requirment for exposure $i$. Finally, $K^*$ is the weighted average capital requirement: $$ K^* = \sum_{j=1}^n s_i K_i. $$
Thus, $GA$ takes into account risk via $PD$ and $LGD$ as well as concentration via $s_i$.
How can we attribute this number to the individual assets?
A straight forward expression would be the summand in the above sum: $$ GA_i = \frac{1}{2 K^*} s_i^2 C_i \left(\delta (K_i + R_i) + K_i \right). $$
- However, by definition all these contributions are positive, and one could expect negative contributions in certain scenarios (e.g. if concentration is reduced by adding a position of small risk and small weight).
- If I did the calculations right, then the above expression for $GA_i$ is not the derivative of $GA$ w.r.t. $s_i$ multiplied by $s_i$ as the Euler allocation would indicate: $$ s_i \cdot \frac{d GA(s)}{d s_i} \neq GA_i. $$ Thus the allocation by $GA_i$ is not an "Euler-allocation".
The questions I would like to discuss:
- Is there any literature on attribution of the granulrarity adjustment? I have not found any.
- Although the definition of $GA_i$ above comes very natural due to the functional form of $GA$ it seems to be counter-intuitive. Which alternatives are there?
EDIT: I try to illustrate the derivative in the following. Set $d_i = C_i \left(\delta (K_i + R_i) + K_i \right)$ so that we can write the above formula more compactly: $$ GA = \frac{1}{2 K^*} \sum_{i=1}^n s_i^2 d_i, $$ where $K^* = \sum_{i=1}^n s_i K_i$. Then my manual calculations yield (we need the product rule, as $K^*$ is a function of $s_i$): $$ \frac{d GA(s)}{d s_i} = \frac{s_i d_i K^* - K_i/2 \cdot \sum_{i=1}^n s_i^2 d_i} { (K^*)^2}. $$ Using the same notation for the summand above we would compare this (with the factor $s_i$ to pass from the marginal contribution to the allocation) to: $$ GA_i = \frac{1}{2 K^*} s_i^2 d_i. $$ Let us write the expression above with the weight $s_i$: $$ s_i \cdot \frac{d GA(s)}{d s_i} = \frac{s_i^2 d_i K^* - s_i \cdot K_i/2 \cdot \sum_{i=1}^n s_i^2 d_i} { (K^*)^2}, $$ which can be written as: $$ s_i \cdot \frac{d GA(s)}{d s_i} = \frac{s_i^2 d_i}{K^*} - s_i\frac{K_i/2 \cdot \sum_{i=1}^n s_i^2 d_i} { (K^*)^2}. $$ Using the above, the Euler-like attribution does not equal the allocation by the summands.Shown in full with attribution under the source's licence. Licence: CC BY-SA 4.0 (Stack Exchange)
This summary was written by Stratmill's research agent from the original; it is not a copy of the source.