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加中金融                                      风险管理 Risk Management
                                                     加中金融




    The Stress Testing Framework
                                                                  压力测试框架
    The  concept  of  stress  testing  was  introduced  by  the  Basel
    Committee on Banking Supervision (BCBS) in Pillar 2 of Basel   压力测试的概念是由巴塞尔银行监管委员会(BCBS)于
    II capital framework in 2005. According to BCBS, “a stress test   2005 年在巴塞尔资本框架的第二支柱中引入的。根据
    is  commonly  described  as  the  evaluation  of  the  financial   BCBS 的说法,“压力测试通常被描述为在严峻但合理的
    position of a bank under a severe but plausible scenario to   情况下对银行的财务状况进行评估,以帮助银行内部的
    assist in decision making within the bank” [1,2].             决策”[1,2]。

    In  Canada,  the  Office  of  the  Superintendent  of  Financial   在加拿大,加拿大金融机构监管办公室(OSFI) E-18(压力
    Institutions Canada (OSFI) E-18 (Stress Testing) required stress   测试)要求银行将压力测试作为健全的商业和金融实践[3]
    testing exercises as an integrated component of the sound     的综合组成部分。在 OSFI E-19(存款机构内部资本充足率
    business and financial practices [3]. OSFI E-19 (Internal Capital   评估程序(ICAAP))中,明确规定银行在制定资本规划时应
    Adequacy  Assessment  Process  (ICAAP)  for  Deposit-Taking   考虑审慎、前瞻性的压力测试结果,以识别可能的不利
    Institutions)  emphasized  that  the  rigorous  and  forward-  事件或市场条件的变化[4]。宏观压力测试(MST)是 OSFI
    looking stress testing should be incorporated in the capital   负责制定的对前瞻性宏观经济状况的压力测试情景,银
    planning  process  to  identify  possible  adverse  events  or   行须向 OSFI 报告在指定压力情景下风险指标表现,包括
    changes in market conditions [4]. Macro Stress Test (MST) is   前面提到的信贷风险的 PCL 水平、核心一级资本充足率、
    an OSFI prescribed stress scenario on forward looking macro-  流动性覆盖率以及净稳定资金比率。
    economic conditions, and banks are required to report a set
    of  risk  measures  under  this  scenario  including  those   压力测试种类包括情景压力测试和敏感性压力测试,如
    mentioned previously such as PCL level for credit risk, CET1   图 1 所示。压力测试情景包括 GDP、CPI、失业率、房价
    ratio  for  regulatory  capital  and  liquidity  coverage  and  net   指数、商品价格、股市波动率、证券收益率差、利率等
    stable funding ratio for liquidity risk.                      宏观经济和金融指标。压力测试情景评估了全球衰退、

    Stress testing  includes  both  scenario testing  and  sensitivity   股市调整、债务水平上升、贸易政策、利率变化、房地
    testing, as shown in Figure 1. Hypothetical stress scenario of   产价格调整、信贷息差和大宗商品市场的冲击等因素。
    macro-economic  and  financial  variables  such  as  GDP,  CPI,   宏观经济环境的最新发展,如大流行、地缘政治紧张局
    unemployment  rate,  house  price  index,  commodity  price,   势、通货膨胀风险、供应链压力以及物理和转型气候风
    stock  market  volatility,  securities  yield  spread  and  interest   险也纳入了压力测试。
    rate, etc., are designed. The stress testing scenarios evaluates
    global  recessions, equity market corrections, elevated  debt   在承压指标方面,银行可基于信用评级(可采用内部评级
    levels,  trade  policies,  changes  in  interest  rates,  real  estate   结果),构建违约概率(PD)与压力情景的回归模型,并
    price  corrections,  and  shocks  to  credit  spreads  and    使用压力测试情景更新违约概率(PD)估计模型; 违约损
    commodity  markets,  among  other  factors.  The  latest      失率(LGD)主要受到压力情景下的抵押品价值变化的影响;
    developments  in  macro-economic  environment,  such  as      违约风险暴露(EAD)用于评估在压力情景下提款增加的情
    pandemic,  geo-political  tension,  inflation  risk,  supply  chain   况。
    pressures as well as physical and transitional climate risk are   加拿大皇家银行(RBC)用于资本规划的压力情景过程如图
    also incorporated in the stress testing.
                                                                  2 所示。RBC 在集团层面评估压力测试情景设置,其压力
    Given credit rating (could be internally assessed), banks use   测试结果反映集团层面的资本需求和财务影响。为应对
    the scenario to update their models for Probability of Default   负面事件,RBC 还根据压力测试结果制定了应急预案。
    (PD) estimate, which regresses on those scenarios. Loss Given
    Default  (LGD)  are  typically  impacted  by  the  value  of  the
    collateral  under  the  scenario.  Exposure  at  Default  (EAD)   Figure 1.
    estimates will mainly consider the increased drawn down on
    approved limit during the stressed period.

    The process of stress scenarios used for capital planning at
    RBC is shown in Figure 2. The stress scenarios are evaluated
    across the organization, and results are integrated to develop
    an  enterprise-wide  view  of  financial  impacts  and  capital
    requirements,  which  in  turn  facilitate  the  planning  of
    mitigating actions to absorb adverse events.



                                                                  Source: OSFI E-18

    Figure 2.







    Source: RBC 2022 annual report
                                          CCFA JOURNAL OF FINANCE   December 2022
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