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CP13/6 - CRD IV for Investment Firms - Financial Conduct Authority

CP13/6 - CRD IV for Investment Firms - Financial Conduct Authority

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FCA 2013/xx<br />

standards <strong>for</strong> data quality, aim to improve them over time and measure its<br />

per<strong>for</strong>mance against those standards. Furthermore, a firm should ensure that<br />

its data is of high enough quality to support its risk management processes<br />

and the calculation of its capital requirements (see article 175(1) of the EU<br />

CRR).<br />

Use of models and mechanical methods to produce estimates of parameters<br />

4.3.30 G Further detail of standards that the FCA will expect a firm to meet when it<br />

assesses compliance with article 174 of EU CRR are set out in the sections on<br />

probability of default (PD), loss given default (LGD) and exposure at default<br />

(EAD).<br />

4.3.31 G In assessing whether the external data used by a firm to build models is<br />

representative of its actual obligors or exposures, the FCA expects a firm to<br />

consider whether this data is appropriate to its own experience and whether<br />

adjustments are necessary (see article 174 of the EU CRR).<br />

Calculation of long averages PD, LGD and EAD<br />

4.3.32 G To estimate PDs that are long run averages of one-year default rates <strong>for</strong><br />

obligor grades or pools, the FCA expects a firm to estimate expected default<br />

rates <strong>for</strong> the grade/pool over a representative mix of good and bad economic<br />

periods, rather than simply taking the historic average of default rates actually<br />

incurred by the firm over a period of years. The FCA expects that a long run<br />

estimate will be changed when there is reason to believe that the existing long<br />

run estimate is no longer accurate, but expect that it will not be automatically<br />

updated to incorporate the experience of additional years as these may not be<br />

representative of the long run average (see article 180 of the EU CRR).<br />

4.3.33 G To demonstrate compliance with article 144(1) of the EU CRR, the FCA<br />

expects a firm to take into account the following factors in understanding<br />

differences between their historic default rates and their PD estimates, and in<br />

adjusting the calibration of their estimates as appropriate:<br />

(1) the rating philosophy of the system and the economic conditions in the<br />

period over which the defaults have been observed;<br />

(2) the number of defaults, as a low number is less likely to be<br />

representative of a long run average. Moreover, where the number of<br />

internal defaults is low, there is likely to be a greater need to base PDs<br />

on external default data as opposed to purely internal data;<br />

(3) the potential <strong>for</strong> under-recording of actual defaults; and<br />

(4) the level of conservatism applied.<br />

4.3.34 G The FCA expects a firm that is unable to produce a long run estimate, as<br />

described above, will need to amend their rating system so that the PD used<br />

as an input into the IRB own funds requirement is an appropriately<br />

conservative estimate of the actual default rate expected over the next year<br />

(see article 179(1)(f) of the EU CRR).<br />

Page 66 of 197

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