cra overview
TRANSCRIPT
NEW CRA MODEL: OVERVIEW
CREDIT RISK MANAGEMENT DEPT.
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NEW CREDIT RISK ASSESSMENT (CRA) MODELS
AN OVERVIEW
Background A review of Credit Risk assessment (CRA) Models for Non-Trading & Trading
Sectors was undertaken with the objective of making them Basel-II compliant and
meeting the requirements of Internal Ratings Based (IRB) Approach. The New
CRA Models are being released for Bank-wide implementation.
2. Salient Features of New CRA Models
(a) Type of Models S. No.
Exposure Level (FB + NFB Limits )
Non – Trading Sector (C&I , SSI , AGL)
Trading Sector ( Trade & Services)
(i) Over Rs. 5.00 crore Regular Model Regular Model
(ii) Rs 0.25 crore to Rs. 5.00 crore Simplified Model Simplified Model (b) Type of Ratings
S. No. Model Type of Rating
(i) Regular Model (i) Borrower Rating (ii) Facility Rating
(ii) Simplified Model Borrower Rating (c) Type of Risks Covered : (i) Borrower Rating
Maximum Score
Regular Model Simplified Model
S. No.
Risk Category
Existing Company
New Company
Existing Company
New Company
(i) Financial Risk (FR) 65 25 (65 x 0.39)
70 35 (70/2)
(ii) Qualitative Factors (-‘ve) (-10) (-10) (-10) (-10)
(iii) Business & Industry Risk (BR & IR) /Business Risk (for Trading Sector)
20 30 (20 x 1.5)
20 40 (20 x 2)
(iv) Management Risk (MR) 15 45 ( 15 x 3)
10 25 ( 10 x 2.5)
(v) Qualitative Parameter (External Rating)
(+5) (+5) (+5) (+ 5)
Total 100 100 100 100
(vi) Borrower Rating based on the above Score
(vii) Country Risk (CR)
(viii) Final Borrower Rating after CR
(ix) Financial Statement Quality Excellent/Good/Satisfactory/Poor
(x) Risk Score/Rating Transition Matrix
Comments on Trend in Rating
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(ii) Facility Rating (Regular Model)
# No Scoring under these two parameters for AGL & Trade Segments due to non-
availability of relevant LGD Data; Score out of 92 to be normalised to 100 for these
segments.
@ Marks linked to Borrower Rating Score of the Unit.
S. No. Parameter Maximum Score
(a) Risk Drivers for Loss Given Default (LGD)
(i) Current Ratio [Working Capital/ Non-Fund
Based Facility (except Capex)] Or Project
Debt/Equity[Term Loan/Non-Fund Based
Facility (for Capex)]
6
(ii) Nature of Charge
4
(iii) Industry /(Trade- for Trading Sector) #
6
(iv) Geography #
2
(v) Unit Characteristics (a) Leverage/ Enforcement of Collateral-4 (b) Safety, Value & Existence of Assets-4
8
(vi) Macro-Economic Conditions (a) GDP Growth Rate : Impact of Business
Cycle - 2 (b) Insolvency Legislation in the Jurisdiction-1 (c) Impact of Systemic/Legal Factors on
Recovery-1 (d) Time Period for Recovery-1
5
(vii) Total Security (Primary + Collateral)
60
(b) Risk Drivers for Exposure at Default (EAD)
(i) Nature of Commitment (Revolving/Non-Revolving)
1
(ii) Credit Quality of Borrower @
5
(iii) Tenor of Facility 3 Total Score 100
Facility Rating based on the above Score
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(d) New Rating Scales - Borrower Rating: 16 Rating Grades
(e) New Rating Scales - Facility Rating (Separate for each Fund Based / Non- Fund Based Facility): 16 Rating Grades
S. No.
Borrower Rating
Range of Scores
Risk Level Comfort Level
1 SB1 94-100 Virtually Zero risk Virtually Absolute safety
2 SB2 90-93 Lowest Risk Highest safety
3 SB3 86-89 Lower Risk Higher safety
4 SB4 81-85 Low Risk High safety
5 SB5 76-80 Moderate Risk with Adequate Cushion
Adequate safety
6 SB6 70-75
7 SB7 64-69
Moderate Risk
Moderate Safety
8 SB8 57-63
9 SB9 50-56
Average Risk Above Safety Threshold
10 SB10 45-49 Acceptable Risk (Risk Tolerance Threshold)
Safety Threshold
11 SB11 40-44 Borderline risk Inadequate safety
12 SB12 35-39 High Risk Low safety
13 SB13 30-34 Higher Risk Lower safety
14 SB14 25-29 Substantial risk Lowest safety
15 SB15 <24 Pre-Default Risk (extremely vulnerable to default)
16 SB16 - Default Grade
Nil
S NO
FACILITY GRADES
RANGE OF SCORES
LGD LEVEL (Recovery Level)
RISK LEVEL COMFORT LEVEL
1 FR1 94-100 Virtually Zero LGD Virtually Zero Risk Virtually Absolute Safety
2 FR2 87-93 Lowest LGD (Highest Recovery)
Lowest Risk Highest Safety
3 FR3 80-86 Lower LGD (Higher Recovery)
Lower Risk Higher Safety
4 FR4 73-79 Very Low LGD (High Recovery)
Low Risk High Safety
5 FR5 66-72 Low LGD (Adequate Recovery)
Moderate Risk with Adequate Cushion
Adequate Safety
6 FR6 59-65 7 FR7 52-58
Moderate LGD (Moderate recovery)
Moderate Risk
Moderate Safety
8 FR8 45-51
9 FR9 38-44
Average LGD (Average Recovery)
Average Risk Above Safety Threshold
10
FR10
31-37
LGD Tolerance Threshold (Recovery Tolerance
Threshold)
Acceptable Risk (Risk Tolerance Threshold)
Safety Threshold
11 FR11 24-30 High LGD (Low recovery) High Risk Low Safety
12 FR12 17-23
Higher LGD (Lower Recovery)
Higher Risk Lower Safety
13 FR13 11-16 14 FR14 5-10
Substantial LGD (Small recovery)
Substantial Risk Lowest Safety
15 FR15 1-4
16 FR16 0
Highest LGD (Minimal/zero recovery
Highest Risk NIL
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(f) Mapping to Existing Borrower Rating Bands
New CRA Model Existing CRA Model S. No.
Score Grade Grade Score
1 94-100 SB1
2 90-93 SB2
SB1 >= 90
3 86-89 SB3
4 81-85 SB4
5 76-80 SB5
SB2
>=75
6 70-75 SB6
7 64-69 SB7
SB3
>=65
8 57-63 SB8
9 50-56 SB9
SB4 >=50
10 45-49 SB10 SB5 >=45
11 40-44 SB11
12 35-39 SB12
SB6 >35
13 30-34 SB13
14 25-29 SB14
SB7 >=25
15 < 24 SB15 SB8 <25
16 - SB16
(g) Qualitative Parameter (External Rating)
Solicited Rating by a recognized External Credit Rating Agency (ECRA) translates to
additional Score. Following ECRAs recognised by RBI are considered for this
purpose:
. S. No. Type ECRA
1 Domestic
(a) Credit Analysis & Research Limited;
(b) CRISIL Limited;
(c) FITCH India;
(d) (d) ICRA Limited.
2 International
(a) FITCH;
(b) Moodys;
(c) Standard & Poor’s
RBI has clarified that “Cash Credit Exposures tend to be generally rolled over and
also tend to be drawn on an average for a major portion of the sanctioned limits.
Hence even though a cash credit exposure may be sanctioned for a period of one
year or less, these exposures should be reckoned as Long Term Exposures and
accordingly, the Long Term Ratings accorded by the chosen Credit Rating Agencies
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will be relevant.” The Scoring Bands for factoring External Rating (Long Term/Short
Term) are as under:
Short Term Rating Long
Term
Rating
CARE CRISIL FITCH ICRA
Standardised
Approach
Risk Weight
Additional Score
Under New
CRA Models
AAA PR1+ P1+ F1+ A1+ 20% 5
AA PR1 P1 F1 A1 30% 3.5
A PR2 P2 F2 A2 50% 2
BBB PR3 P3 F3 A3 100% 1
BB &
below
PR4
& PR5
P4 &
P5
B,C,D A 4/
A 5
150%
0
Multiple Ratings: In case of borrowers having multiple ratings from recognised ECRAs, following
procedure is to be followed:
(i) If there is only one ECRA rating for a particular claim, that rating would be
used to determine scoring;
(ii) If there are two ratings accorded by ECRAs which map into different risk
weights, the rating corresponding to the higher risk weight would be taken
cognisance of for scoring ;
(iii) If there are three or more ratings accorded by ECRAs, with different risk
weights, the ratings corresponding to the two lowest risk weights should be
referred to and the rating corresponding to the higher of the two risk
weights should be taken cognisance of for scoring.
(h) Financial Statement Quality The credit analyst is to comment on the quality, adequacy and reliability of financial
statements/information irrespective of the Risk Rating. This includes consideration
of the size and capabilities of the accounting firm, compared to the complexities of
the borrower and its financial statements. The comments on the quality of financial
statements should include the quality of information provided to the Bank. The
Quality is to be indicated as Excellent/Good/Satisfactory/Poor. This step is not
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instrumental in improvement of rating but is helpful in defining the best possible
Borrower Rating.
(i) Risk Score /Rating Transition Matrix
A major fluctuation in scores resulting in upgradation or deterioration in Rating by
more than one stage, is to be commented upon. Upgradation in Rating only on
account of higher score in parameters other than Financial Risk , is to be examined
and commented upon. This provides an additional risk awareness tool for the Credit
Analyst.
(j) Country Risk (Applicable for borrowers having 25% or more cashflow or assets
outside India)
Country risk is the risk that a borrower will not be able to service its obligations to
pay because of cross-border restrictions on the convertibility or availability of a
given currency. It is also an assessment of the political and economic risk of a
country. Country Risk is assumed to exist when 25% or more of the borrower’s
cashflow or assets are located outside India. Country Risk Ratings are circulated by
Foreign Department (FD). Last FD Circular No. 070/2007-08 dated 27th July, 2007
indicates Risk category-wise list of countries as on 31/03/2007.
(k) Entry Barriers
(i) Minimum Score ‘2’ under ‘Integrity ‘ parameter under ‘Management Risk’ ;
(ii) Full Compliance with Environmental Regulations
(l) Hurdle Scores
Regular Model Simplified Model Risk Types Existing
Company New Company
Existing Company
New Company
Financial Risk (FR)
25/65 10/25 30/70 15/35
Business & Industry Risk (B&IR) [Business Risk (BR) for trade]
12/20 16/30 10/20 20/40
Management Risk (MR)
8/15 22/45 5/10 13/25
Aggregate hurdle Score
45/100 48/100 45/100 48/100
Overall Hurdle Grade# SB10 SB10 SB10 SB10
# Score Range 45-49 corresponds to SB10. Hence as per New CRA Models SB10 is
the new Hurdle Grade.
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Under Facility Rating, if the score goes below the hurdle rate of FR10, the reasons
for low score are to be given.
(m) Factoring Decimal Scores while aggregating Score for Risk Grading
(i) Score upto 0. 4 to be ignored;
(ii) Score of 0.5 or more to be rounded off to the next number.
(n) Reporting of Risk Score alongwith Rating:
Aggregate Risk Score is to be shown in brackets alongwith Borrower Rating in
internal reporting within the Bank.
(o) Frequency of Rating: Annual (p) Risk Assessment for New Units
Activity Status Basis of Risk Assessment
Newly incorporated unit where the production/commercial production is yet to begin
Projected Financials
Newly incorporated unit where the audited financials relate to less than 12 months of commercial production.
Projected Financials
Newly incorporated unit where the audited financials reflect minimum 12 months of working after the start of commercial production.
Audited Financials
For Rating purpose, a new unit refers to a newly incorporated Firm/Company
which may continue to be regarded as new for a period of three years after the
start of commercial production. However, in the case of Companies/Firms
promoted by an established Group, a view regarding their status as new or
otherwise would be taken by the CGM of the Circle/CAG/Mid-Corporate after
one year’s performance.
(q) General
(i) For units engaged in both ‘industrial’ & ‘trading’ activities, the Risk Rating
will be done based on the predominant activity financed by the Bank and the
relevant model used.
(ii) If data on a certain industry for ‘industry comparison’ in CRIS-INFAC or
CMIE or any other published source is not available, the score would be
normalised. In a Multi Division Company, the thrust of scoring under
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‘Industry Outlook’ would be limited to the industry being financed by the
Bank.
(iii) Wherever a parameter is not applicable, the score would be normalised.
(iv) For a new unit, where value statements for some of the parameters appear to
be out of place for scoring, the Credit Analyst would assess whether the unit
has any plans to measure upto the levels indicated under those value
statements and then score accordingly.
(v) While Borrower Rating of a unit will remain unchanged for a period upto one
year, the different facilities would be rated simultaneously with Borrower
Rating or as and when the facility is sanctioned/reappraised. A unit would
carry several different Facility Ratings e.g. if a unit is enjoying one Working
Capital facility & two (say) Term Loan facilities, it will have one Borrower
Rating & 3 Facility Ratings.
(vi) Borrower Rating would not be assessed each time a new facility is sanctioned
to the unit within the year.
(vii) While working out the Facility Rating, the share of total security against that
facility will be worked out to score under Total Security (Primary +
Collateral).
3. Facility Rating (i) Facility Rating Design
A Borrowing Company may be availing either one or more of Fund Based (FB)
Facilities such as Working Capital (WC) /Term Loan (TL) or/and Non-Fund Based
(NFB) Facilities like, Letters of Credit (L C)/Bank Guarantee (BG). All the facilities
are to be rated separately viz., if a Borrowing Company has both WC & TL & two
Bank Guarantee Facilities & three different L/C Facilities; in total, the Company
would have one Borrower Rating & seven (i.e, 1+1+2 + 3 = 7) Facility Ratings.
The pricing of loans, in future, will be linked to Facility Rating after building up
adequate Loss Given Default (LGD) data base. For the present, pricing will
continue to be linked to Borrower Rating only.
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(ii) Facility Hurdle Rate All facilities are expected to meet the Facility Hurdle Rate of FR10. Reasons for not
crossing this Hurdle Rate would need to be commented upon by the Credit
Analyst.
(iii) Loss Given Default (LGD) Facility Rating would reflect the degree of severity of loss in the event of default on
the obligation. Facility Rating Grade will thus translate to a LGD Scale, indicating
loss percentage. The present Facility Rating Grades/Scales are empirically
designed to reflect LGD levels.
(iv) Collateral
The Collaterals are an important ingredient of Facility Rating design; their quality
and depth affects the severity of LGD for any facility and hence the Facility Rating
itself. As an element of risk (uncertainty) is involved, prudence is required in
assessing the value of the collateral offered for obtaining credit facility. The security
is thus to be valued as it would be in a distress scenario i.e, the extent of availability
of proceeds (legal certainty) in the event of failure of the business.
Basel-II does not differentiate between Primary & Collateral Securities and all
securities charged for a loan are designated as “Collaterals”. Thus, while for
monitoring of Drawing Power (DP) or DP related issues in borrowal accounts, the
securities charged would continue to be segregated into Primary and Collateral
securities, however, for the purpose of risk assessment, all securities will be treated as
collateral securities.
(v) Scoring under Facility Rating Scoring under ‘Total Security ‘Parameter under Facility Rating requires an in-depth
look into types of Collaterals & Guarantees and their recognition and valuation as
per Basel-II /RBI Document as discussed in Bank’s Collateral Management Policy
(please see para 5 below). This would necessitate detailed analysis of
Collaterals/Guarantees to facilitate scoring.
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4. IRB Requirements under Basel-II Guidelines Requirements for Risk Rating Design under Internal Ratings Based (IRB) Approach
are detailed in Basel-II Document (International Convergence of Capital
Measurement and Capital Standards) published in June, 2004, available on the
Bank for International Settlement website www.bis.org. Extracts from the
Document are enclosed (for reference and detailed study, if desired).
The following definitions are used in this context:
S. No. Terminology Definition
(i) Probability of
Default (PD)
The probability/risk/chance of a borrower defaulting
on the payment of the credit obligations.
(ii) Loss Given
Default (LGD)
The loss suffered in the event of a default of an
exposure.
(iii) Exposure at
Default (EAD)
The amount that is exposed to the default risk.
(iv) Expected Loss
(EL)
Part of the credit loss that happens in the normal course
of business due to default of exposures and the banks
have to either make provisions for it or price it in the
loans.
(v) Unexpected
Loss (UL)
Part of credit loss that cannot be estimated or priced into
the product and hence the banks have to provide capital
for it by risk-weighting their assets.
Highlights of Basel requirements are as under:
(i) The term “rating system” comprises all of the methods, processes, controls,
and data collection and IT systems that support the assessment of credit risk,
the assignment of internal risk ratings, and the quantification of default and
loss estimates.
(ii) A qualifying IRB rating system needs to have two separate and distinct
dimensions: (a) the risk of borrower default i.e, Borrower Rating and (b)
transaction-specific factors i.e., Facility Rating.
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(iii) A bank must articulate the relationship between borrower grades in terms of
the level of risk each grade implies. Perceived and measured risk must
increase as credit quality declines from one grade to the next.
(iv) The second dimension must reflect transaction-specific factors, such as
collateral, seniority, product type, etc. For banks using the advanced
approach, facility ratings must reflect exclusively Loss Given Default (LGD).
These ratings can reflect any and all factors that can influence LGD
including, but not limited to, the type of collateral, product, industry, and
purpose. Borrower characteristics may be included as LGD rating criteria
only to the extent they are predictive of LGD. Banks may alter the factors
that influence facility grades across segments of the portfolio as long as they
can satisfy their supervisor that it improves the relevance and precision of
their estimates.
(v) A bank must have a meaningful distribution of exposures across grades with
no excessive concentrations, on both its borrower-rating and its facility-
rating scales. To meet this objective, a bank must have a minimum of seven
borrower grades for non-defaulted borrowers and one for those that have
defaulted. Banks with lending activities focused on a particular market segment
may satisfy this requirement with the minimum number of grades; supervisors may
require banks, which lend to borrowers of diverse credit quality, to have a greater
number of borrower grades.
(vi) There is no specific minimum number of facility grades for banks using the
advanced approach for estimating LGD. A bank must have a sufficient
number of facility grades to avoid grouping facilities with widely varying
LGDs into a single grade. The criteria used to define facility grades must be
grounded in empirical evidence.
(vii) A bank must have specific rating definitions, processes and criteria for
assigning exposures to grades within a rating system. The rating definitions
and criteria must be both plausible and intuitive and must result in a
meaningful differentiation of risk.
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(vii) To ensure that banks are consistently taking into account available
information, they must use all relevant and material information in
assigning ratings to borrowers and facilities. Information must be current.
The less information a bank has, the more conservative must be its
assignments of exposures to borrower and facility grades or pools. An
external rating can be the primary factor determining an internal rating
assignment; however, the bank must ensure that it considers other relevant
information.
(viii) A borrower rating must represent the bank’s assessment of the borrower’s
ability and willingness to contractually perform despite adverse economic
conditions or the occurrence of unexpected events. The range of economic
conditions that are considered when making assessments must be consistent
with current conditions and those that are likely to occur over a business
cycle within the respective industry/geographic region.
(ix) Given the difficulties in forecasting future events and the influence they will
have on a particular borrower’s financial condition, a bank must take a
conservative view of projected information. Furthermore, where limited
data are available, a bank must adopt a conservative bias to its analysis.
(x) A bank must have a credible track record in the use of internal ratings
information. A bank using the advanced IRB approach must demonstrate
that it has been estimating and employing LGDs and EADs in a manner that
is broadly consistent with the minimum requirements for use of own
estimates of LGDs and EADs for at least the three years prior to
qualification. Improvements to a bank’s rating system will not render a bank
non- compliant with the three-year requirement.
5. Collaterals & Guarantees Collateral Management Policy of the Bank has been put in place based on Basel-II
/RBI Guidelines, vide Circular No. CPP/NJ/CIR/58 dated 21st September, 2007.
This Policy is to be referred to for scoring under ‘Total Security’ Parameter under
Facility Rating.
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Some features of the Policy are mentioned below:
• In addition to the general requirements for legal certainty, the legal mechanism by
which the collateral is pledged or transferred must ensure that the Bank has the
right to liquidate or take legal possession of the Collateral, in a timely manner, in
the event of the default/insolvency /bankruptcy on the part of the counterparty
or third party.
• Collaterals are broadly classified as Financial and Non-Financial
• A guarantee (counter-guarantee) must represent a direct claim on the protection
provider and must be explicitly referenced to specific exposures or a pool of
exposures, so that the extent of the cover is clearly defined and incontrovertible.
The guarantee must be irrevocable. There must be no clause in the contract that
would allow the protection provider unilaterally to cancel the cover or that
would increase the effective cost of cover as a result of deteriorating credit
quality in the guaranteed exposure.
• The guarantee must also be unconditional; there should be no clause in the
guarantee outside the direct control of the Bank that could prevent the protection
provider from being obliged to pay out in a timely manner in the event that the
original counterparty fails to make the payment(s) due.
6. Details of New CRA Models
Details of New CRA Models are enclosed, separately, for Non-Trading & Trading Sectors.
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RATING SYSTEM DESIGN AS PER INTERNAL RATINGS BASED (IRB)
APPROACH UNDER BASEL-II
Extracts from Basel-II Document (International Convergence of Capital
Measurement and Capital Standards, June, 2004-Bank for International
Settlement website: www.bis.org)
Rating System Design
(Para Number)
394. The term “rating system” comprises all of the methods, processes, controls,
and data collection and IT systems that support the assessment of credit risk,
the assignment of internal risk ratings, and the quantification of default and
loss estimates.
395. Within each asset class, a bank may utilise multiple rating methodologies/
systems. For example, a bank may have customised rating systems for
specific industries or market segments (e.g. middle market, and large
corporate). If a bank chooses to use multiple systems, the rationale for
assigning a borrower to a rating system must be documented and applied in
a manner that best reflects the level of risk of the borrower. Banks must not
allocate borrowers across rating systems inappropriately to minimize
regulatory capital requirements (i.e. cherry-picking by choice of rating
system). Banks must demonstrate that each system used for IRB purposes is
in compliance with the minimum requirements at the outset and on an
ongoing basis.
(i) Rating Dimensions :
Standards for Corporate, Sovereign, and Bank Exposures
396. A qualifying IRB rating system must have two separate and distinct
dimensions:
(i) the risk of borrower default, and
(ii) transaction-specific factors.
397. The first dimension must be oriented to the risk of borrower default. Separate
exposures to the same borrower must be assigned to the same borrower grade,
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irrespective of any differences in the nature of each specific transaction. There are
two exceptions to this. Banks are not required to produce their own
estimates of PD for certain equity exposures and certain exposures that fall
within the Specialised Lending (SL) sub-class. Firstly, in the case of country
transfer risk, where a bank may assign different borrower grades depending
on whether the facility is denominated in local or foreign currency.
Secondly, when the treatment of associated guarantees to a facility may be
reflected in an adjusted borrower grade. In either case, separate exposures
may result in multiple grades for the same borrower. A bank must articulate
in its credit policy the relationship between borrower grades in terms of the
level of risk each grade implies. Perceived and measured risk must increase
as credit quality declines from one grade to the next. The policy must
articulate the risk of each grade in terms of both a description of the
probability of default risk typical for borrowers assigned the grade and the
criteria used to distinguish that level of credit risk.
398. The second dimension must reflect transaction-specific factors, such as
collateral, seniority, product type, etc. For foundation IRB banks, this
requirement can be fulfilled by the existence of a facility dimension, which
reflects both borrower and transaction-specific factors. For example, a
rating dimension that reflects EL by incorporating both borrower strength
(PD) and loss severity (LGD) considerations would qualify. Likewise a
rating system that exclusively reflects LGD would qualify. Where a rating
dimension reflects EL and does not separately quantify LGD, the
supervisory estimates of LGD must be used.
399. For banks using the advanced approach, facility ratings must reflect
exclusively LGD. These ratings can reflect any and all factors that can
influence LGD including, but not limited to, the type of collateral, product,
industry, and purpose. Borrower characteristics may be included as LGD
rating criteria only to the extent they are predictive of LGD. Banks may
alter the factors that influence facility grades across segments of the ortfolio
as long as they can satisfy their supervisor that it improves the relevance
and precision of their estimates.
400. Banks using the supervisory slotting criteria for the SL sub-class are exempt
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from this two-dimensional requirement for these exposures. Given the
interdependence between borrower/transaction characteristics in SL, banks
may satisfy the requirements under this heading through a single rating
dimension that reflects EL by incorporating both borrower strength (PD)
and loss severity (LGD) considerations. This exemption does not apply to
banks using either the general corporate foundation or advanced approach
for the SL subclass.
(ii) Rating Structure : Standards for Corporate, Sovereign, and Bank Exposures
403. A bank must have a meaningful distribution of exposures across grades with
no excessive concentrations, on both its borrower-rating and its facility-
rating scales.
404. To meet this objective, a bank must have a minimum of seven borrower
grades for non-defaulted borrowers and one for those that have defaulted.
Banks with lending activities focused on a particular market segment may
satisfy this requirement with the minimum number of grades; supervisors
may require banks, which lend to borrowers of diverse credit quality, to
have a greater number of borrower grades.
405. A borrower grade is defined as an assessment of borrower risk on the basis
of a specified and distinct set of rating criteria, from which estimates of PD
are derived. The grade definition must include both a description of the
degree of default risk typical for borrowers assigned the grade and the
criteria used to distinguish that level of credit risk. Furthermore,“+” or “-”
modifiers to alpha or numeric grades will only qualify as distinct grades if
the bank has developed complete rating descriptions and criteria for their
assignment, and separately quantifies PDs for these modified grades.
406. Banks with loan portfolios concentrated in a particular market segment and
range of default risk must have enough grades within that range to avoid
undue concentrations of borrowers in particular grades. Significant
concentrations within a single grade or grades must be supported by
convincing empirical evidence that the grade or grades cover reasonably
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narrow PD bands and that the default risk posed by all borrowers in a grade
fall within that band.
407. There is no specific minimum number of facility grades for banks using the
advanced approach for estimating LGD. A bank must have a sufficient
number of facility grades to avoid grouping facilities with widely varying
LGDs into a single grade. The criteria used to define facility grades must be
grounded in empirical evidence.
408. Banks using the supervisory slotting criteria for the SL asset classes must
have at least four grades for non-defaulted borrowers, and one for defaulted
borrowers. The requirements for SL exposures that qualify for the corporate
foundation and advanced approaches are the same as those for general
corporate exposures.
(iii) Rating Criteria 410. A bank must have specific rating definitions, processes and criteria for
assigning exposures to grades within a rating system. The rating definitions
and criteria must be both plausible and intuitive and must result in a
meaningful differentiation of risk.
• The grade descriptions and criteria must be sufficiently detailed to allow
those charged with assigning ratings to consistently assign the same grade to
borrowersor facilities posing similar risk. This consistency should exist
across lines of business, departments and geographic locations. If rating
criteria and procedures differ for different types of borrowers or facilities,
the bank must monitor for possibleinconsistency, and must alter rating
criteria to improve consistency when appropriate.
• Written rating definitions must be clear and detailed enough to allow third
parties to understand the assignment of ratings, such as internal audit or an
equally independent function and supervisors, to replicate rating
assignments and evaluate the appropriateness of the grade/pool
assignments. The criteria must also be consistent with the bank’s internal
lending standards and its policies for handling troubled borrowers and
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facilities.
411. To ensure that banks are consistently taking into account available
information, they must use all relevant and material information in
assigning ratings to borrowers and facilities. Information must be current.
The less information a bank has, the more conservative must be its
assignments of exposures to borrower and facility grades or pools. An
external rating can be the primary factor determining an internal rating
assignment; however, the bank must ensure that it considers other relevant
information.
(iv) Rating Assignment Horizon 414. Although the time horizon used in PD estimation is one year, banks are
expected to use a longer time horizon in assigning ratings.
415. A borrower rating must represent the bank’s assessment of the borrower’s
ability and willingness to contractually perform despite adverse economic
conditions or the occurrence of unexpected events. For example, a bank may
base rating assignments on specific, appropriate stress scenarios.
Alternatively, a bank may take into account borrower characteristics that are
reflective of the borrower’s vulnerability to adverse economic conditions or
unexpected events, without explicitly specifying a stress scenario. The range
of economic conditions that are considered when making assessments must
be consistent with current conditions and those that are likely to occur over
a business cycle within the respective industry/geographic region.
416. Given the difficulties in forecasting future events and the influence they will
have on a particular borrower’s financial condition, a bank must take a
conservative view of projected information. Furthermore, where limited
data are available, a bank must adopt a conservative bias to its analysis.
Use of Internal Ratings 444. Internal ratings and default and loss estimates must play an essential role in
the credit approval, risk management, internal capital allocations, and
corporate governance functions of banks using the IRB approach. Ratings
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systems and estimates designed and implemented exclusively for the
purpose of qualifying for the IRB approach and used only to provide IRB
inputs are not acceptable. It is recognised that banks will not necessarily be
using exactly the same estimates for both IRB and all internal purposes. For
example, pricing models are likely to use PDs and LGDs relevant to the life
of the asset. Where there are such differences, a bank must document them
and demonstrate their reasonableness to the supervisor.
445. A bank must have a credible track record in the use of internal ratings
information. Thus, the bank must demonstrate that it has been using a rating
system that was broadly in line with the minimum requirements articulated
in this document for at least the three years prior to qualification. A bank
using the advanced IRB approach must demonstrate that it has been
estimating and employing LGDs and EADs in a manner that is broadly
consistent with the minimum requirements for use of own estimates of
LGDs and EADs for at least the three years prior to qualification.
Improvements to a bank’s rating system will not render a bank non-
compliant with the three-year requirement.
Definition of Default for PD Estimation as per Basel-II Document
452. A default is considered to have occurred with regard to a particular
obligor when either or both of the two following events have taken place.
• The bank considers that the obligor is unlikely to pay its credit obligations to
the banking group in full, without recourse by the bank to actions such as
realising security (if held).
• The obligor is past due more than 90 days on any material credit obligation to
the banking group. Overdrafts will be considered as being past due once the
customer has breached an advised limit or been advised of a limit smaller
than current outstandings.
453. The elements to be taken as indications of unlikeliness to pay include:
• The bank puts the credit obligation on non-accrued status.
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• The bank makes a charge-off or account-specific provision resulting from a
significant perceived decline in credit quality subsequent to the bank taking
on the exposure.
• The bank sells the credit obligation at a material credi-related economic loss.
• The bank consents to a distressed restructuring of the credit obligation where
this is likely to result in a diminished financial obligation caused by the
material forgiveness, or postponement, of principal, interest or (where
relevant) fees.
• The bank has filed for the obligor’s bankruptcy or a similar order in respect of
the obligor’s credit obligation to the banking group.
• The obligor has sought or has been placed in bankruptcy or similar protection
where this would avoid or delay repayment of the credit obligation to the
banking group.
Requirements specific to PD estimation 461. Banks must use information and techniques that take appropriate account
of the long-run experience when estimating the average PD for each rating
grade. For example, banks may use one or more of the three specific
techniques set out below: internal default experience, mapping to external
data, and statistical default models.
462. Banks may have a primary technique and use others as a point of
comparison and potential adjustment. Supervisors will not be satisfied by
mechanical application of a technique without supporting analysis. Banks
must recognise the importance of judgmental considerations in combining
results of techniques and in making adjustments for limitations of
techniques and information.
• A bank may use data on internal default experience for the estimation of PD.
A bank must demonstrate in its analysis that the estimates are reflective of
underwriting standards and of any differences in the rating system that
generated the data and the current rating system. Where only limited data
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are available, or where underwriting standards or rating systems have
changed, the bank must add a greater margin of conservatism in its estimate
of PD. The use of pooled data across institutions may also be recognised. A
bank must demonstrate that the internal rating systems and criteria of other
banks in the pool are comparable with its own.
• Banks may associate or map their internal grades to the scale used by an
external credit assessment institution or similar institution and then attribute
the default rate observed for the external institution’s grades to the bank’s
grades. Mappings must be based on a comparison of internal rating criteria
to the criteria used by the external institution and on a comparison of the
internal and external ratings of any common borrowers. Biases or
inconsistencies in the mapping approach or underlying data must be avoided.
The external institution’s criteria underlying the data used for quantification
must be oriented to the risk of the borrower and not reflect transaction
characteristics. The bank must document the basis for the mapping.
• A bank is allowed to use a simple average of default-probability estimates for
individual borrowers in a given grade, where such estimates are drawn from
statistical default prediction models. The bank’s use of default probability
models for this purpose must meet the standards set in the document.
Requirements specific to own-LGD Estimates 468. A bank must estimate an LGD for each facility that aims to reflect economic
downturn conditions where necessary to capture the relevant risks. This
LGD cannot be less than the long-run default-weighted average loss rate
given default calculated based on the average economic loss of all observed
defaults within the data source for that type of facility. In addition, a bank
must take into account the potential for the LGD of the facility to be higher
than the default-weighted average during a period when credit losses are
substantially higher than average.
469. In its analysis, the bank must consider the extent of any dependence
between the risk of the borrower and that of the collateral or collateral
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provider. Cases where there is a significant degree of dependence must be
addressed in a conservative manner.
470. LGD estimates must be grounded in historical recovery rates and, when
applicable, must not solely be based on the collateral’s estimated market
value. His requirement recognises the potential inability of banks to gain
both control of their collateral and liquidate it expeditiously.
471. Recognising the principle that realised losses can at times systematically
exceed expected levels, the LGD assigned to a defaulted asset should reflect
the possibility that the bank would have to recognise additional, unexpected
losses during the recovery period. For each defaulted asset, the bank must
also construct its best estimate of the expected loss on that asset based on
current economic circumstances and facility status.
472. Estimates of LGD must be based on a minimum data observation period that
should ideally cover at least one complete economic cycle but must in any
case be no shorter than a period of seven years for at least one source. If the
available observation period spans a longer period for any source, and the
data are relevant, this longer period must be used.
Requirements specific to own-EAD Estimates 474. EAD for an on-balance sheet or off-balance sheet item is defined as the
expected gross exposure of the facility upon default of the obligor. For on-
balance sheet items, banks must estimate EAD at no less than the current
drawn amount, subject to recognising the effects of on-balance sheet netting
as specified in the foundation approach. Advanced approach banks must
have established procedures in place for the estimation of EAD for off-
balance sheet items. These must specify the estimates of EAD to be used for
each facility type. Banks estimates of EAD should reflect the possibility of
additional drawings by the borrower up to and after the time a default event
is triggered.
475. Advanced approach banks must assign an estimate of EAD for each facility.
It must be an estimate of he long-run default-weighted average EAD for
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similar facilities and borrowers over a sufficiently long period of time, but
with a margin of conservatism appropriate to the likely range of errors in the
estimate. If a positive correlation can reasonably be expected between the
default frequency and the magnitude of EAD, the EAD estimate must
incorporate a larger margin of conservatism.
476. The criteria by which estimates of EAD are derived must be plausible and
intuitive, and represent what the bank believes to be the material drivers of
EAD. The choices must be supported by credible internal analysis by the
bank. Across facility types, a bank must review is estimates of EAD when
material new information comes to light and a least on an annual basis.
477. Banks must also have adequate systems and procedures in place to monitor
facility amounts, current outstandings against committed lines and changes
in outstandings per borrower and per grade.
478. Estimates of EAD must be based on a time period that must ideally cover a
complete economic cycle but must in any case be no shorter than a period of
seven years.
Guarantees 480. When a bank uses is own estimates of LGD, it may reflect the risk-mitigating
effect of guarantees through an adjustment to PD or LGD estimates. The
option to adjust LGDs is available only to those banks that have been
approved to use their own internal estimates of LGD.
481. In all cases, both the borrower and all recognised guarantors must be
assigned a borrower rating at the outset and on an ongoing basis.
483. There are no restrictions on the types of eligible guarantors. The bank must,
however, have clearly specified criteria for the types of guarantors it will
recognise for regulatory capital purposes.
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507. Definition of Eligibility of Commercial Real Estate (CRE) and Residential Real Estate (RRE) Collateral
• Collateral where the risk of the borrower is not materially dependent upon
the performance of the underlying property or project, but rather on the
underlying capacity of the borrower to repay the debt from other sources. As
such, repayment of the facility is not materially dependent on any cash flow
generated by the underlying CRE/RRE serving as collateral; and
• Additionally, the value of the collateral pledged must not be materially
dependent on the performance of the borrower.
509. Operational requirements for Eligible CRE/RRE
• Legal enforceability: Any claim on a collateral taken must be legally
enforceable in all relevant jurisdictions, and any claim on collateral must be
properly filed on a timely basis. Collateral interests must reflect a perfected
lien (i.e. all legal requirements for establishing the claim have been fulfilled).
Furthermore, the collateral agreement and the legal process underpinning it
must be such that they provide for the bank to realise the value of the
collateral within a reasonable timeframe.
• Objective market value of collateral : The collateral must be valued at or
less than the current fair value under which the property could be sold under
private contract between a willing seller and an arm’s-length buyer on the
date of valuation.
• Frequent revaluation: The bank is expected to monitor the value of the
collateral on a frequent basis and at a minimum once every year. More
frequent monitoring is suggested where the market is subject to significant
changes in conditions.
510. Additional collateral management requirements are as follows:
• The types of CRE and RRE collateral accepted by the bank and lending
policies (advance rates) when this type of collateral is taken must be clearly
documented.
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• The bank must take steps to ensure that the property taken as collateral is
adequately insured against damage or deterioration.
• The bank must monitor on an ongoing basis the extent of any permissible
prior claims (e.g. tax) on the property.
• The bank must appropriately monitor the risk of environmental liability
arising in respect of the collateral, such as the presence of toxic material on a
property.
511. Requirements for recognition of financial receivables Definition:
Eligible financial receivables are claims with an original maturity of less than or
equal to one year where repayment will occur through the commercial or
financial flows related to the underlying assets of the borrower.
521. Requirements for recognition of other collateral Supervisors may allow for recognition of the credit risk mitigating effect of
certain other physical collateral. Each supervisor will determine which, if any,
collateral types in its jurisdiction meet the following two standards:
• Existence of liquid markets for disposal of collateral in an expeditious and
economically efficient manner.
• Existence of well established, publicly available market prices for the
collateral. Supervisors will seek to ensure that the amount a bank receives
when collateral is realised does not deviate significantly from these market
prices.
522. In order for a given bank to receive recognition for additional physical
collateral, it must meet all the standards in paragraphs 509 and 510, subject
to the following modifications.
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• First Claim : only first liens on, or charges over, collateral are permissible. As
such, the bank must have priority over all other lenders to the realised
proceeds of the collateral.
• The loan agreement must include detailed descriptions of the collateral plus
detailed specifications of the manner and frequency of revaluation.
• The types of physical collateral accepted by the bank and policies and practices
in respect of the appropriate amount of each type of collateral relative to the
exposure amount must be clearly documented in internal credit policies and
procedures and available for examination and/or audit review.
• Bank credit policies with regard to the transaction structure must address
appropriate collateral requirements relative to the exposure amount, the ability
to liquidate the collateral readily, the ability to establish objectively a price or
market value, the frequency with which the value can readily be obtained
(including a professional appraisal or valuation), and the volatility of the value
of the collateral. The periodic revaluation process must pay particular attention
to “fashion-sensitive” collateral to ensure that valuations are appropriately
adjusted downward of fashion, or model-year, obsolescence as well as physical
obsolescence or deterioration.
• In cases of inventories (e.g. raw materials, work-in-process, finished goods,
dealers’ inventories of autos) and equipment, the periodic revaluation process
must include physical inspection of the collateral.
Akhilesh/Mydoc/ CRA General/CRA Overview (171007)