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Advanced IRB

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Through Capital requirement and Normal distribution

Under this approach the banks are allowed to develop their own empirical model to quantify required capital for credit risk. Banks can use this approach only subject to approval from their local regulators.

Under A-IRB banks are supposed to use their own quantitative models to estimate PD (probability of default), EAD (exposure at default), LGD (loss given default) and other parameters required for calculating the RWA (risk-weighted asset). Then total required capital is calculated as a fixed percentage of the estimated RWA.

Reforms to the internal ratings-based approach to credit risk are due to be introduced under the Basel III: Finalising post-crisis reforms.

Some formulae in internal-ratings-based approach

Some credit assessments in standardised approach refer to unrated assessment. Basel II also encourages banks to initiate internal ratings-based approach for measuring credit risks. Banks are expected to be more capable of adopting more sophisticated techniques in credit risk management.

Banks can determine their own estimation for some components of risk measure: the probability of default (PD), loss given default (LGD), exposure at default (EAD) and effective maturity (M). For public companies, default probabilities are commonly estimated using either the "structural model" of credit risk proposed by Robert Merton (1974) or reduced form models like the Jarrow–Turnbull model. For retail and unlisted company exposures, default probabilities are estimated using credit scoring or logistic regression, both of which are closely linked to the reduced form approach.

The goal is to define risk weights by determining the cut-off points between and within areas of the expected loss (EL) and the unexpected loss (UL), where the regulatory capital should be held, in the probability of default. Then, the risk weights for individual exposures are calculated based on the function provided by Basel II.

Below are the formulae for some banks' major products: corporate, small-medium enterprise (SME), residential mortgage and qualifying revolving retail exposure. S being Min(Max(Sales Turnover,5),50 )

In the formulas below,

  • N(x) denotes the normal cumulative distribution function
  • G(z) denotes the inverse cumulative distribution function
  • PD is the probability of default
  • LGD is the loss given default
  • EAD is the exposure at default
  • M is the effective maturity

Corporate exposure

The exposure for corporate loans is calculated as follows

Correlation

R=AVC⋅(0.12⋅1−e−50⋅PD1−e−50+0.24⋅(1−1−e−50⋅PD1−e−50))
AVC (Asset Value Correlation) was introduced by the Basel III Framework, and is applied as following:
  • AVC=1.25 if the company is a large regulated financial institution (total asset equal or greater to US $100 billion) or an unregulated financial institution regardless of size
  • AVC=1 else

Maturity adjustment

b=(0.11852−0.05478⋅ln⁡(PD))2

Capital requirement

K=LGD⋅[N(11−R⋅G(PD)+R1−R⋅G(0.999))−PD]⋅1+(M−2.5)b1−1.5b

Risk-weighted assets

RWA=K⋅12.5⋅EAD

Corporate exposure adjustment for SME

For small and medium enterprises with annual Sales Turnover below 50 million euro, the correlation may be adjusted as follows:

Correlation

R=0.12⋅1−e−50⋅PD1−e−50+0.24⋅(1−1−e−50⋅PD1−e−50)−0.04⋅(1−max(S−5,0)45)

In the above formula, S is the enterprise's annual sales turnover in millions of euro.

Residential mortgage exposure

The exposure related to residential mortgages can be calculated as this

Correlation

R=0.15

Capital Requirement

K=LGD⋅[N(11−R⋅G(PD)+R1−R⋅G(0.999))−PD]

Risk-weighted assets

RWA=K⋅12.5⋅EAD

Qualifying revolving retail exposure (credit card product)

The exposure related to unsecured retail credit products can be calculated as follows:

Correlation

R=0.04

Capital Requirement

K=LGD⋅[N(11−R⋅G(PD)+R1−R⋅G(0.999))−PD]

Risk-weighted assets

RWA=K⋅12.5⋅EAD

Other retail exposure

All other retail exposures are calculated as follows:

Correlation

R=0.03(1−e−35⋅PD)(1−e−35)+0.16(1−(1−e−35⋅PD)(1−e−35))

Capital Requirement

K=LGD⋅[N(11−R⋅G(PD)+R1−R⋅G(0.999))−PD]

Risk-weighted assets

RWA=K⋅12.5⋅EAD

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