My first Publication ocbc_ar17_fullreport_english | Page 90

RISK MANAGEMENT (This section forms an integral part of OCBC’s audited financial statements) testing, internal assessment of the capital adequacy and impairment allowances. Model risk is managed under our model risk management framework and credit rating model framework to govern the development, validation, application and performance monitoring of rating models. Approval for adoption and continued use of material models rests with the BRMC. The models are developed with the active participation of credit experts from risk-taking and risk- control units and subject to independent validation before implementation to ensure that all aspects of the model development process have met the internal standards. The models are subject to annual review (or more frequently, where necessary) and independent validation to ensure that they are performing as expected and that the assumptions used in model development remain appropriate. In addition, Group Audit conducts an annual independent review of the ratings assignment process, the effectiveness of the independent validation and the accuracy of the rating system operation. All rating models are assessed against internal and regulatory requirements and approved by regulators for use in capital assessment. Our internal risk grades are not explicitly mapped to external credit ratings. Nevertheless, our internal risk grades may correlate with the external credit ratings in terms of the probability of default ranges as factors used to rate obligors would be similar; an obligor rated poorly by an external credit rating agency is likely to have a weaker internal risk rating. A-IRB for Major Consumer, Small Business and Margin Lending Portfolios We have adopted the A-IRB approach for major consumer portfolios, including residential mortgages, credit cards and auto loans as well as small business and margin lending. Internal rating 88 OCBC ANNUAL REPORT 2017 models, developed from internal data, are used to estimate PD, LGD, and EAD parameters for each of these portfolios. Application and Behaviour scores of obligors are key inputs to the PD models. Product, collateral and geographical characteristics are major factors used in the LGD and EAD models. The PD models are calibrated to the expected long-term average one-year default rate over an economic cycle, while the LGD models are calibrated to reflect the economic loss under downturn conditions. F-IRB for Major Wholesale Portfolios Our major wholesale portfolios, namely sovereign, bank, non-bank financial institution, corporate real estate (including income-producing real estate specialised lending) and general corporate, are on the F-IRB approach. Under this approach, internal models are used to estimate the PD for each obligor, while LGD and EAD parameters are prescribed in MAS Notice 637. These PD models are statistical based or expert judgement models that use both quantitative and qualitative factors to assess an obligor’s repayment capacity and are calibrated to the expected long- term average one-year default rate over an economic cycle. Expert judgement models are typically used for portfolios with low defaults following inputs from internal credit experts. The models also comply with the regulatory criteria for parameterisation. For other specialised lending portfolios, namely Project Finance, Object Finance and Commodities Finance, risk grades derived from internal models are mapped to the five supervisory slotting categories prescribed in MAS Notice 637. The risk weights prescribed for these slotting categories are used to determine the regulatory capital requirements. IRB Approach for Securitisation Exposures The credit risk-weighted assets for securitisation exposures are computed using the ratings-based method prescribed by MAS Notice 637. Standardised Approach for Other Portfolios Credit portfolios in OCBC Wing Hang and Bank OCBC NISP are under the Standardised approach. These portfolios will be progressively migrated to the internal ratings-based approaches for which implementation initiatives are in progress for OCBC Wing Hang. Regulatory prescribed risk weights based on asset class and external ratings from approved credit rating agencies, where available, are used to determine regulatory capital. Approved external credit rating agencies are Standard and Poor’s, Moody’s and Fitch Ratings. CREDIT RISK CONTROL Credit Risk Mitigation Credit risk assessments are based on the credit worthiness of the borrower, source of repayment and debt servicing ability. To mitigate credit risk, we accept collaterals and credit protection such as cash, real estate, marketable securities, inventories and trade receivables and standby letters of credit. We have policies that set out the criteria for collateral to be recognised as eligible credit risk mitigants including legal certainty, priority, correlation, marketability, liquidity and counterparty risk of the protection provider. The value of collaterals is prudently assessed on a regular basis, and valuations are performed by independent qualified appraisers. Appropriate haircuts are applied to the market value of the collaterals, reflecting the underlying nature, quality, liquidity and volatility of the collateral. We also accept guarantees from individuals, corporates and institutions as a form of support. To manage counterparty credit risk, eligible financial collaterals may be taken to partially or fully cover mark-to-market exposures on outstanding positions, with a haircut to cover potential adverse market volatility. Collateral arrangements, typically covered under market standard documentation such