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    Estimation of Loss Given Default at P

    1.1 Banking industr

    Bank is the main conflu

    Government uses it to contro

    and thereby influencing the i

    deposit from the public and

    parties for growth and deve

    education, housing etc and

    sectors as decided by the RB

    gives loan at the higher rate

    main source of the income fo

    Banking in India has unde

    Organized banking was acti

    India in 1786. The Reserve

    1995. The imperial bank of

    Government to form State o

    exercise to reduce the fragm

    merging weaker banks with

    in 1951 to 85 in 1969.

    With the objective of reachi

    of people, the government

    enormous growth in the nu

    enough to reach the weaker s

    Major Banking Operat

    The main operations of a ban

    (i) Balancing Pro(ii) Management(iii) Creation of C

    B

    at a glance

    nce that maintains and controls the flow

    l the flow of money by managing Cash Reserve

    nflation level. The function of the bank include

    other institutions and then to direct as loans a

    lopment of industries. It extends loans for th

    as a part of social duty, some percentage o

    I. The bank takes the deposit at the lower rate o

    of interest. The difference in the transaction c

    r the bank. This is known as Net Interest Margi

    rgone starling changes in terms of growth a

    ve in India since the establishment of the Ge

    Bank of India (RBI) was established as a ce

    India, the biggest Bank at that time, was take

    wned STATE BANK OF INDIA (SBI). RBI

    ntation in the Indian Banking Industry post ind

    tronger banks. The total number of banks redu

    g out to the masses and servicing credit needs

    nationalized 14 large banks in 1969. This pe

    ber of branches and Banks branch network

    ection of the society in a vast country like IND

    ons

    k can be segregated into three main areas:

    fitability with Liquidity Management

    f Reserves

    edit

    1

    of money.

    Ratio (CRR)

    accepting the

    d advance to

    e purpose of

    agricultural

    f interest and

    onstitutes the

    n.

    nd structure.

    eral Bank of

    ntral bank in

    over by the

    nder took an

    pendence by

    ced from 566

    f all sections

    riod saw the

    ecome wide

    A.

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    Estimation of Loss Given Default at P

    Main Operations of

    Balancing Profitability

    Banks are commercial conce

    return for payments in one

    etc. Their objective is to m

    business concerns is the de

    maximization with certain ot

    Banks in general have to p

    liquidity. Therefore, they ha

    Banks deal in other peoples

    That is why, for banks un

    important as profitability ma

    Management of Reserv

    Banks are expected to hold

    which is known as cash res

    B

    a Bank

    with Liquidity Management

    rns which provide various financial services to

    orm or another, such as interest, discount fees

    ake profits. However, what distinguishes the

    gree to which they have to balance the princ

    her principles.

    y much more attention in balancing the pro

    e to devote considerable attention to liquidity

    money, a substantial part of which is repayabl

    like other business concerns liquidity mana

    agement.

    es

    oluntarily a part of their deposits in the form

    rves and the ratio of cash reserves to deposits

    2

    customers in

    , commission

    from other

    iple of profit

    itability with

    management.

    on demand.

    ement is as

    f ready cash

    is known as

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    Estimation of Loss Given Default at P

    Cash Reserve Ratio (CRR).

    the reserve ratio that all ban

    lender of last resort, to suppl

    banks are required to main

    modern banking system is al

    Creation of Credit

    Unlike other financial institu

    can create as well as transfer

    or it can be said that every lthe concept of deposit multi

    add to the money supply in t

    way for changes in the econo

    Structure of Bankin

    Nationalized

    Banks

    SBI & its

    subsidiaries

    Foreig

    Bank

    Regional

    ruralBanks

    Public

    sectorbanks

    Scheduled commercial B

    B

    he Central Bank in every country is empowere

    ks must maintain. The Central Bank also und

    y reserves to banks in times of genuine difficult

    tain a fraction of their deposit liabilities as

    o known as the fractional reserve banking.

    ions, banks are not merely financial intermedia

    money. Banks are set to create deposits or cr

    oan given by bank creates a deposit. This haslier or credit multiplier. The importance of this

    e economy and hence, banks become responsi

    mic activities.

    Industry

    Scheduled banks

    New private

    sector Banks

    Old privatesector

    Banks

    Private

    sectorBanks

    n Urban

    CooperativeBanks

    Scheduled cooperativenks

    3

    to prescribe

    rtakes as the

    ies. Since the

    reserves, the

    ries but they

    dit or money

    given rose tois that banks

    le in a major

    State

    cooperativeBanks

    Banks

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    1.2 COMPANY PR

    Punjab National Ba

    VISION

    "To be a Leading Global Ba

    in the Indo-Gangetic Plains

    under one roof"

    MISSION

    "Banking for the unbanked"

    PUNJAB NATION

    Established in 1895 at Laho

    the first Indian bank to hav

    Lala Lajpat Rai. Now its hea

    along with 13 other banks

    successful track record over

    with 6001 branches across 7

    Category Banking Servic

    Sector Banking and Fina

    Tag line The name you c

    USP Punjab national ban

    Financial Performa

    The Banks business crosse

    growth of 4.0 % . This has

    employee increasing to Rs.1

    Total deposits have touched

    B

    FILE

    k (PNB)

    nk with Pan India footprints and become a ho

    providing entire range of financial products

    L BANK

    e, Punjab National Bank (PNB) has the distin

    been started solely with Indian capital. It wa

    dquarter is at Delhi. The bank was nationalized

    . Today, PNB is a professionally managed

    110 years. The bank has the largest branch net

    4 cities and serves over 72 million customers.

    s.

    ce.

    n bank upon.

    k if one of big four banks of India.

    ce (2012-2013)

    d Rs.7.28 lakh crore as on March 31, 2013

    ositive impact on productivity indicators with

    .65 crore. Business per branch increased to Rs.

    s.3.91 lakh crore recording Growth of 3.2 % .

    4

    sehold brand

    and services

    tion of being

    s founded by

    in July 1969

    bank with a

    ork In India,

    registering a

    business per

    116.84 crore.

    Net advances

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    Estimation of Loss Given Default at P

    are around Rs.3.08 lakh cr

    showing an increase by 14.3

    Capital & revenue are aroun

    Business Parameters (Rs.

    PARAMETERS

    Total Business

    Total Deposits

    Net advances

    Casa Deposit

    Capital and Revenue

    Source: Annual results 2013

    Source: Annual result 2011

    Bank has also done well in

    in absolute terms. Net Intere

    highest among all the Natio

    Operating Profit of Rs. 10

    during the FY13.

    Profit Parameters (Rs. Cro

    PARAMETERS

    Operating Profit

    Net Profit

    Net Intt Income

    Source: Annual results 2013

    PARAMETER

    Business per employee

    Business per branch

    B

    re with growth 5.1 %. The Banks CASA

    over the FY13.

    32677 which show the growth of 17.5%.

    rore)

    Mar-13 Mar-12 Growth (%)

    700285 673363 4.0

    391560 379588 3.2

    308725 293775 5.1

    153344 134129 14.3

    32677 27815 17.5

    rofitability parameters viz. Operating profit an

    t Income at over Rs.14875 crore during FY13

    alized Banks. PNB is the first Nationalized

    ,000 crore. Earnings per share also increased

    re)

    Mar-13 Mar-12 Growth(%)

    10907 10614 2.8

    4748 4884 -2.8

    14857 13414 10.8

    Mar-13

    11.65

    Mar-12

    11.32

    116.84 116.03

    5

    eposits were

    Net Income

    has been the

    ank to cross

    to Rs.139.52

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    Organization struct

    The bank has its corporate

    which branches function. Th

    to facili

    CMD Chief Managing Dir

    ED- Executive DirectorGM General Manager

    AGM Assistant General M

    DGM Deputy General Ma

    GM(Credit)GM(NPA

    weak accou

    DGM

    AGM

    F

    B

    re: PNB

    office at New Delhi and supervises 69 circle

    delegation of powers is decentralized up to th

    tate quick

    ctor

    anager

    ager

    Board ofDirector

    CMD

    ED

    t)

    GM(Retail &lending)

    GM(Treasury)

    DGM

    AGM

    UNCTIONAL

    HEAD

    AGM .......

    DGM DGM

    GM(Deposits)

    6

    offices under

    branch level

    decision

    .......

    GM(Audit)

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    Channels in PNB

    PRODUCT AND

    1. Savings Account2. Current Account3. Fixed Deposits Sche4. Credit Scheme5. Social Banking6. Corporate Banking

    VARIOUS TYPES

    1. Agriculture & Allied2. Industry

    a. MSME Manub. Large Industr

    CircleOffice(CO)

    BranchOffice(BO)

    LargeCorporateBranches

    B

    SERVICES

    e

    F LOAN PROVIDED BY PNB

    Activity

    acturing

    CorporateOffice (HO)

    CircleOffice(CO)

    Mid

    CorporateBranches

    Retail HubSpecialized

    Branches eg.Agriculture

    CircleOffice(CO)

    7

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    3. Retail Loans of whica. Housingb. Other Retail

    4. Comm. Real estate5. Services and Others

    AREAS OF CONC

    Loss of Number One Dependence on high Uncontrollable growt Lead over the immed Lack of uniform gro

    THE ACTION POI

    OF CONCERN DIS

    Focus on CASA: Smanagement services

    opened

    Retail credit especiallgrowth.

    Wealth managementcoins to Insurance.

    Monitoring of Irregul NPA reduction by o

    accounts.

    B

    oans car loan, housing loan, personal loan etc

    RN FOR PNB FOR CURRENT

    position in Deposits, Net Profit and Return on

    ost deposits to shore up the deposits base.

    h in NPAs.

    iate competitor getting reduced to Rs. 1115 cror

    th in business of various Circles/Branches.

    TS FOR THE CURRENT YEA

    USSED ABOVE

    stainable growth in savings Deposits by of

    to the customers. Business value base curren

    y the housing loans be marketed aggressively t

    products sales be maximized offering full ra

    ar Accounts be stepped up to prevent Slippages

    ne on one meetings, immediately targeting fr

    8

    ..

    EAR

    quity.

    e.

    AREAS

    ering wealth

    accounts be

    o record high

    ge e.g. Gold

    .

    shly slipped

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    Estimation of Loss Given Default at P

    CREDIT ADMINIS

    Commercial lending organiz

    Branches(MCB), Large Cor

    after the proposal for all

    HO/ED/CMD/MC/Board. C

    enforce internal control and

    and limits are reported in a

    action. Authority to handle l

    Loan proposals leother proposals a

    Office.

    MCB handle prop CAD at Head Of

    ED, CMD, or M

    ED has authoritapprove proposal

    greater than Rs.1

    RISK MANAGEM

    The credit administration di

    and technical feasibility o

    associated with changes in

    banks portfolio, losses stem

    borrower or counter party to

    other financial transactions.

    PNB has an elaborate risk

    structure at PNB involves

    B

    RATION DIVISION (CAD)

    ation structure in PNB consists of branches,

    porate Branches(LCB) and Head Office(HO).

    type of loans which fall within the previe

    edit proposal goes through different level of s

    ther practices to ensure that exception to polici

    timely manner to the appropriate level of ma

    an proposals is distributed as detailed below:

    ss than 35cr are dealt by MCB and LCB at thei

    e reffered to Circle Office which are finally ha

    osals between Rs.5 crore and Rs.25 crore.

    fice prepares finals proposals which are then

    as per the quantum of proposals.

    to approve loan proposals less than Rs.75

    s between Rs.75 crore and Rs.100 crore.

    0 Crore need the approval of management com

    NT DEPARTMENT (RMD)

    ision is assisted by RMD and industry desk fo

    credit proposals.Credit risk is the possi

    he credit quality of the borrowers or counter

    from outright default due to inability or unwi

    honour commitments in relation to lending, s

    management structure in place. Credit Risk

    9

    id Corporate

    CAD looks

    w of GMs-

    anctioning to

    es, procedure

    nagement for

    level and all

    dled at Head

    laced before

    crore. CMD

    ny proposal

    mittee.

    risk analysis

    ility of loss

    parties. In a

    lingness of a

    ttlement and

    management

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    Estimation of Loss Given Default at P

    Integrated Risk MaIRMD frames policie

    identifying, measurin

    industry risks.

    Circle Risk ManageRisk Management

    responsibilities inclu

    the credit portfolio

    accounts through re

    Committee in addres Risk Management

    It is a sub-com

    policies/procedures a

    Credit Risk ManageIt is a top level fun

    CGMs/GMs of Risk

    RBI.

    Credit Audit RevieIt independently cond

    The risk management phil

    high risk areas, emphasizing

    striking a balance between

    improving market share to m

    The bank has robust credit

    models on central server bas

    for assessing credit risk ratin

    has developed and placed on

    banking. These processes h

    B

    agement Division (IRMD)

    s related to credit risk and develops systems a

    g and managing credit risks. It also monitors

    ent Departments (CRMDs)

    epartments at circle level are known as C

    e monitoring and initiating steps to improve

    f the Circle, tracking down the health of th

    gular risk rating, besides assisting the resp

    ing the issues on risk.ommittee (RMC)

    ittee of Board with responsibility of

    d managing all the risks.

    ment Committee (CRMC)

    tional committee headed by CMD and comp

    Management, Credit, Treasury etc. as per the

    Division (CARD)

    ucts Loan Reviews/Audits.

    sophy & policy of the bank focuses reducin

    more on the promising industries, optimizing

    the risk and the return on assets and stri

    aximize shareholders value.

    risk framework and has already placed cred

    d system PNB TRAC, which provides a scie

    g of a client. Taking a step further during the

    central server score based rating models in re

    ve helped the bank to achieve fast & accurat

    10

    d models for

    and manages

    RMD. Their

    he quality of

    e borrowers

    ctive Credit

    formulating

    ises of EDs,

    directives of

    exposure to

    the return by

    ing towards

    it risk rating

    ntific method

    ear, the bank

    pect of retail

    e delivery of

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    Estimation of Loss Given Default at P

    credit, bring uniformity in t

    The analysis also involves a

    RISK ANALYSIS

    PNB has elaborate risk mana

    appraisal of the loan propos

    based in the patented intern

    statistical analysis of data. T

    TRAC, which provides facil

    This credit risk rating captur

    Financial evaluati Business or indus Management eval Conduct of accou

    Various External Credit Age

    1. CIBIL2. CARE3. FITCH4. ICRA

    Factors determining credit ri

    State of economy Wide swing in co Fluctuations in fo Trade restrictions Economic sanctio Government poli

    B

    he system and facilitate storage of data & ana

    alyzing the projections for the future years.

    gement structure, processes and procedures in

    ls, RMD provides the risk ratings for the clie

    al models of the PNB that have been develo

    ese models are placed on central server based

    ity to assess credit risk rating of a client.

    s risk factors under four areas:

    on (40%)

    try evaluation (30%)

    uation (20%)

    nt (10%)

    cies in India:

    k:

    mmodity prices

    reign exchange rates and interest rates

    ns

    ies

    11

    lysis thereof.

    lace. For the

    t and project

    ed based on

    system PNB

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    Estimation of Loss Given Default at P

    CREDIT FACILITI

    PNB provides different typ

    convenience of the clients. D

    FUND BASED FACILITI

    Fund based facilities are t

    borrowing party.

    Overdraft

    Overdraft accou

    allowed against

    shares and/or de

    supply bills, cash

    Demand loans

    Demand loan wo

    bullet repayment.

    deposits, govern

    companies, life i

    of immovable pro

    Cash credit adv

    Cash credit acco

    bank and is opera

    overdraft has bee

    to draw on accou

    B

    ES

    s of credit facilities according to the bankin

    ifferent types of facilities provided are classifie

    S

    ose that require immediate outlay of funds

    t is treated as current accounts. Normally o

    the Banks own deposit, government securit

    entures of companies, life insurance policies,

    incentive and duty drawbacks, personal securit

    ld be a loan, which is payable on demand in

    Normally, demand loans are allowed against th

    ment securities, approved shares and/or d

    surance policies, pledge of gold/silver orname

    perty.

    nces

    nt is a drawing account against the credit g

    ed in exactly the same way as a current accoun

    sanctioned. In cash credit accounts the borro

    t within the prescribed limit as and when requi

    12

    g norms and

    below:

    towards the

    verdrafts are

    ies approved

    government

    etc.

    one shot i.e.

    e banks own

    bentures of

    ts, mortgage

    anted by the

    on which an

    er is allowed

    ed.

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    Estimation of Loss Given Default at P

    Bill finance

    Bill finance are

    form of limits f

    collection. Bills a

    NON FUND BASED FACI

    While fund based credit faci

    fund based facilities basicall

    to provide monetary compen

    certain conditions are fulfillebank income. Income is in

    income in case of fund based

    Non fund based credit play

    clients of banks prefer to ava

    The facility dcost of such

    facilities.

    A bank guaraof its client is

    not show up a

    For the lending banks, cost

    than the cost of providing fu

    Bank Guarantees

    BG may be financi

    issuing bank assume

    However, issue of a

    managerial ability o

    which guarantee has

    B

    he advances against the inland bills are sanc

    r purchase of bills or discount of bills or

    re either payable on demand of after usage peri

    ITIES

    lities require immediate outlay of funds from t

    include the promises made by banks in favor

    sation on behalf of their client if certain situati

    d. The non-fund based business is one of the mthe form of fees and commissions as compar

    lending.

    an important role in trade and commerce. T

    il of the non-fund based facilities mainly becau

    oes not require immediate outlay of funds and

    funds tend to be lower than the cost of fund

    tee(BG) or letter of credit(LOC) issued by a b

    an off-balance sheet item in the books of clie

    s debt or liability.

    of providing non-fund based facilities is signi

    d-based facilities.

    l of performance in nature. In a financial g

    s an usual credit risk which is the domain

    performance guarantee involved technical co

    a customer to ensure the performance of th

    been drawn. Issuing banks responsibility agai

    13

    tioned in the

    ills sent for

    d.

    e bank, non-

    of third party

    ns emerge or

    in sources ofd to interest

    e borrowing

    e:

    therefore the

    based credit

    nk on behalf

    nts, hence do

    icantly lower

    uarantee, the

    f the banks.

    petency and

    contract for

    nst the BG is

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    Estimation of Loss Given Default at P

    absolute. So proper

    responsibility of the i

    Letter of credit

    A document issued b

    substitutes the bank

    buyer to the seller, t

    irrevocable, i.e. cann

    beneficiary, the issui

    BG in the sense that

    to default, and for thplay only when the p

    SWOT Analysis o

    Strengths 1.

    2.

    3.

    4. I

    abo

    5. I

    Weakness 1.

    2. I

    3.

    Opportunities 1. S

    2.

    3. I

    Threats 1.

    2.

    3. S

    B

    appraisal needs to be done before issuing B

    ssuing bank to honor its guarantee when invoke

    y a bank that guarantees the payment of a cus

    credit. It is an undertaking issued by bank on

    o pay for the goods and services. All letters

    ot be amended or canceled without prior agre

    g bank and the confirming bank, if any. It is

    in case of LOC, the issuing bank does not wait

    seller to invoke the undertaking. While in Bincipal party (the buyer) has failed to pay its su

    f PNB

    iversified operations with 5100 branches.

    trong I. T support with best fit approach.

    chemes for small and medium scale businesses.

    t is the second largest state-owned commercial ban

    ut 5000 branches across 764 cities.

    s 56,000+ workforce serves over 37 million custom

    ess penetration in the urban areas.

    adequate advertising and branding as compared to

    egal issues regarding employees caused a bad name

    mall scale business banking across India.

    xpansion in other countries for international banki

    stallation of more ATMs and better customers se

    conomic crisis and economic fluctuations.

    ighly competitive environment.

    tringent Banking Norms by the RBI and the Govern

    14

    as it is the

    .

    omers draft;

    behalf of the

    of credit are

    ement of the

    ifferent from

    for the buyer

    , comes intopplier

    in India with

    rs.

    ther banks.

    of PNB.

    g.

    vices.

    ments.

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    Estimation of Loss Given Default at P

    WORKING OF THE RIS

    Risk Management is the pr

    controls its risk exposure in

    the Bank and are clearly und

    Risk is inherent part of Ban

    Bank for achieving financial

    Specifically, integrated risk

    To protect the Credit Risk Operational Market Risk

    The Board oCommittee (

    professionals

    Management

    mentioned ab

    To protect fro

    AREA OF THE PROJE

    APPROACH

    The project mainly focuses

    estimation of LGD and effec

    B

    K MANAGEMENT DIVISION (RMD) AT

    cess by which the Bank identifies, measures,

    rder to ensure that risks are within the toleranc

    rstood at relevant levels across the Bank.

    ks business. Effective Risk Management is c

    soundness.

    anagement division at PNB has two important

    bank against -

    isk

    Directors had constituted the Risk ManagemRMAC) which included IRMD officials

    as its members. The Committee overse

    functions of the Bank with focus on the

    ve.

    systemic risk.

    T: STUDY OF RISK COMPONETS U

    on study and analysis of different risk co

    ive maturity of loans by PNB under IRB Appr

    15

    NB.

    monitors and

    e level set by

    ritical to any

    functions:

    ent Advisorynd external

    s the Risk

    three risks

    DER AIRB

    ponents and

    ach.

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    Estimation of Loss Given Default at P

    The aim of the study would

    o What are the different cro How to calculated Risk uo Estimation of LGD

    PURPOSE OF THE STU

    Indian economy is witnessin

    the rise of tide, all sectorssector. A very large number

    Building hardware, Home

    coming up.

    Secondly, the supply chain

    between small and large se

    country: a segment that retai

    Keeping in view the heterog

    left out that are performing

    are finding difficult to adjus

    Most of the small enterpri

    procurement led sectors such

    .

    B

    e to know

    dit risk

    nder AIRB Approach

    Y:

    g a new state of buoyancy during last couple o

    of economy are performing well and so is thof SMEs in sectors such as Engineering, Electri

    Furnishing, Paints, Furniture, Industrial con

    are increasingly getting organized necessita

    tor thus giving rise of the genuine medium

    s the flexibility of small scale and of large ente

    eneity of the sector, a significant number of s

    t below par or even struggling all together. Th

    to the changed economic dynamics of new re

    es in this segment belong to traditional and

    as traditional textiles (handlooms), stationery e

    16

    f years. With

    small scalecals, Plastics,

    umables are

    ting linkages

    sector in the

    rprises.

    b-sectors are

    ese segments

    urgent India.

    government

    tc.

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    Estimation of Loss Given Default at P

    Most of the published resear

    to the proprietary nature of

    difference between bank lo

    least the following peculiari

    2000):

    Bank loans are typically mo

    clearly affect their recovery r

    Banks usually more activ

    Banks as private lender

    tighter covenants, better re

    characteristics are pretty mu

    These differences are also a

    estimating recovery rates. N

    debt, that can be associated

    the features of the privately

    on corporate bonds report

    seniority and security, but al

    and Carvalho, 2006).

    Altman et al. (2004) present

    during the last three deca

    probability of default of an

    discuss the empirical eviden

    the rest of this section

    measurement in case of d

    individual bank loan tran

    measurement of bank loans

    Edwards (1995) calculated

    B

    2.1 Literature Review

    h deals with recoveries of bonds rather than ba

    data for the latter. But data unavailability is

    ns and bonds. The list of relevant differences

    ties (Schuermann, 2001; Amihud, Garbad

    e senior in the capital structure of the borrowe

    ates.

    ly monitor the evolving financial health of the

    better control the agency costs of the borro

    negotiation possibilities and closer monitori

    h tight to the notion of relationship banking.

    reason for somewhat different methodological

    vertheless the fundamental characteristics of p

    ith debt recovery rates turn out to be basicall

    placed bank loans and related recovery rates.

    hat recovery on individual bonds is affected

    o by the industry conditions at the time of def

    a detailed review of the way credit risk mode

    es, treat the recovery rate and its relations

    bligor. Altman et al. (2004) also summarize a

    e on recovery rate calculation and RR PD re

    e briefly summarize published research on

    faulted bank loans, since our study focuse

    sactions. One of the widely quoted studi

    is the Asarnow and Edwards (1995) study.

    loss in the eventof default (LIED) for 831 d

    17

    nk loans, due

    ot the only

    contains at

    and Kahan,

    rs, which can

    bligor.

    wers through

    g. All these

    pproaches in

    blicly traded

    the same as

    o the studies

    not only by

    ult (Dermine

    ls, developed

    hip with the

    d thoroughly

    lationship. In

    RR (LGD)

    s strictly on

    es on LGD

    sarnow and

    faulted C&I

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    Estimation of Loss Given Default at P

    One of the largest and more

    enterprises was made by Sta

    Davydenko, 2004). It consid

    across banks within the sam

    countries where banks resp

    different lending practices.

    collateral and target specifi

    significantly (it is lower) fro

    published papers Gupton (2

    LGD and employed a datasestudied LGD for defaulted l

    December 2003 in Australia

    States and the United Kingd

    any of the transition countrie

    The most recent study on ba

    (2006) who investigated LG

    medium size firms in Banco

    authors applied mortality a

    empirically the determinants

    the direct costs incurred by

    recovery rate measured in t

    studies in the field. More i

    bank loans LGD rates pro

    determinants of loan losses

    such as size of the loan, coll

    (firm).

    B

    recent studies that focus on loans to small and

    dard & Poors Risk Solution Department (Fran

    ers collateral as the key driver of recovery rate

    e country and jurisdiction. Recovery rates also

    nd to different bankruptcy regimes and codes

    In France, for instance, banks demand hig

    forms of collateral. The recovery rate in

    recoveries in the UK and Germany. In one

    005) applied LossCalc Moodys KMV mo

    which included 1424 defaulted public and prioans, bonds and preferred stock for period Ja

    , New Zealand, Canada, Europe, Latin Americ

    m, with at least seven years of data in each. Th

    s in the research is not reported.

    nk loan LGD rates was published by Dermine

    D characteristics for 374 corporate bank loans

    Commercial Portuguese over the period 1995

    nalysis to defaulted bank loan recovery rat

    of recovery rates. Additionally they provided i

    bank in recoveries on bad and doubtful loans.

    heir study was 71%, which was in line with

    portantly, they showed that the frequency d

    ed to be bimodal and in their multivariate a

    hey identified statistically significant explanat

    ateral, industry sector, year dummies and age

    19

    edium sized

    ks, Servigny,

    , which vary

    differ across

    by adjusting

    er levels of

    rance differs

    f the lately

    el to predict

    ate firms. Heuary 1981

    a, the United

    inclusion of

    and Carvalho

    to small and

    2000. The

    s and tested

    formation on

    The average

    some earlier

    istribution of

    alysis of the

    ory variables

    f the obligor

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    Estimation of Loss Given Default at P

    2.2 RISK MANAGEM

    Risk Management at PNB co

    1) Credit Risk2) Market Risk3) Operational Risk

    The Board of Directors ulti

    Bank. It approves the bank

    management infrastructure.convenes monthly to be cons

    The Risk Management Divi

    Risk Management Committe

    policies and assists line man

    The risk management philos

    approach to understand, mea

    of healthy asset portfolio.

    emphasizing more on the

    balance between the risk an

    share to maximize sharehold

    The Bank has robust credit

    models on central server bas

    credit risk rating of a clie

    developed and placed on c

    banking. These processes h

    credit; bring uniformity in th

    B

    NT AT PNB

    vers three main areas

    mately responsible for the management of t

    s risk appetite, risk policies and procedures

    he Risk Management Committee is a Board Ctantly apprised of banks risk profile and vario

    ion is independent from the line and reports

    e. It review risk exposure versus approved limi

    gement in risk reduction strategies.

    ophy & policy of the Bank is an embodiment

    sure and manage risk and aims at ensuring sus

    his would entail in reducing exposure in hi

    promising industries, optimizing the return

    the return on assets and striving towards impr

    rs value.

    risk framework and has already placed cred

    ed system which provides a scientific method

    t. Taking a step further during the year, t

    ntral server score based rating models in res

    ve helped the Bank to achieve fast & accurat

    system and facilitate storage of data & analysi

    20

    e risk at the

    and the risk

    mmittee thats risk issues.

    irectly to the

    ts, drafts risk

    f the Banks

    ained growth

    h risk areas,

    y striking a

    oving market

    it risk rating

    for assessing

    he Bank has

    pect of retail

    e delivery of

    s thereof.

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    Estimation of Loss Given Default at P

    The Bank has in place

    management functions, whi

    risk viz. interest rate risk &

    and monitoring the same. T

    are being used effectively i

    actively re-shuffled the portf

    Despite high volatility of the

    liquidity position remained c

    on proactive basis to manacovering entire branch netw

    and liabilities is being done

    Credit Risk is the potenti

    obligations on agreed terms.

    commitments for one or the

    bank. These losses could t

    changes in portfolio value ar

    that is short of default. Cre

    operations linked closely

    management is to minimize

    assuming and maintaining cr

    Credit risk consists of prima

    but the outstanding loan bala

    severity of loss defined by th

    in the event of default. Th

    B

    well defined organizational structure for

    h looks into the process of overall managem

    liquidity risk and implements methodologies

    ols like stress testing, duration, modified dura

    managing risk in the Treasury operations.

    lio to improve profitability within risk limits.

    liquidity position in the system during the yea

    omfortable. Asset liability management of the

    ge any eventuality. With Core Banking Sork, the Asset Liability Management in respec

    n daily basis.

    2.2.1 CREDIT RISK

    l that a bank borrower/counter party fails

    There is always scope for the borrower to de

    other reason resulting in crystallization of cre

    ke the form outright default or alternatively,

    ising from actual or perceived deterioration in

    it risk is inherent to the business of lending

    to market risk variables. The objective o

    the risk and maximize banks risk adjusted rat

    dit exposure within the acceptable parameters.

    rily two components, viz. Quantity of risk, whi

    nce as on the date of default and the Quality o

    e Probability of Default & the recoveries that c

    s credit risk is a combined outcome of Def

    21

    market risk

    nt of market

    or measuring

    ion, VaR etc

    he Bank has

    r, the Banks

    Bank is done

    lution (CBS)of all assets

    to meet the

    ault from his

    it risk to the

    losses from

    credit quality

    funds to the

    credit risk

    of return by

    ch is nothing

    risk, viz. the

    ould be made

    ult Risk and

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    Estimation of Loss Given Default at P

    Exposure Risk. The element

    Risk as well as Intrinsic Ris

    risk as well as Default Risk.

    evaluating credit risk that is

    credit functions are handled

    credit risk, default/migration

    In general, Default is not a

    dictates that, more often tha

    gradually, which is otherwismigration.

    Off balance sheet exposures

    etc are classified in to three

    risk and then translated into

    up.

    The management of credit ri

    a) Measurement througb) Quantification througc) Pricing on a scientifid) Controlling through

    Management.

    The Committee permits ban

    their capital requirements for

    be to measure credit risk

    assessments. The other alter

    to the explicit approval of th

    rating systems for credit risk.

    B

    s of Credit Risk are Portfolio risk comprising

    and Transaction Risk comprising migration/do

    At the transaction level, credit ratings are usefu

    prevalent across the entire organization where

    . Portfolio analysis help in identifying the co

    statistics, recovery data, etc.

    n abrupt process to happen suddenly and pa

    not, borrowers credit worthiness and asset qu

    e known as migration. Default is an extreme e

    such as foreign exchange forward contracts, s

    broad categories such as full Risk, Medium Ri

    isk weighted assets through a conversion factor

    k includes:

    credit rating/scoring,

    h estimate of expected loan losses,

    basis, and

    effective Loan Review Mechanism a

    s a choice between two broad methodologies f

    credit risk. One alternative, the Standardised A

    in a standardised manner, supported by e

    ative, the Internal Ratings-based Approach, wh

    e banks supervisor, would allow banks to use

    22

    oncentration

    wn gradation

    l measures of

    treasury and

    centration of

    t experience

    ality declines

    ent of credit

    waps options

    sk and Low

    and summed

    d Portfolio

    r calculating

    pproach, will

    ternal credit

    ich is subject

    their internal

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    Estimation of Loss Given Default at P

    The following section sets o

    book exposures. Exposures t

    current treatment; however,

    IV. Furthermore, the credit e

    and OTC derivatives that ex

    under the rules set forth . In

    banks may use assessment

    eligible for capital purpose

    defined in paragraphs. Expos

    CreditAAAto A

    Assessment AA-

    Risk Weight 0% 2

    At national discretion, a lo

    sovereign (or central bank)

    funded19 in that currency.

    authorities may also permi

    currency exposures to this

    purpose of risk weighting cl

    risk scores assigned by Expo

    its risk scores and subscribe

    the risk scores published by

    the consensus risk scores

    Supported Export Credits.

    score categories associated

    scores will correspond to ris

    ECA risk scores 0-1

    Risk weight 0%

    B

    ut revisions to the 1988 Accord for risk weig

    hat are not explicitly addressed in this section

    exposures related to securitisation are dealt wi

    uivalent amount of Securities Financing Trans

    pose a bank to counterparty credit risk16 is to

    determining the risk weights in the standardi

    by external credit assessment institutions r

    s by national supervisors in accordance wit

    ures should be risk-weighted net of specific pro

    + to A- BBB+ to BB+ to B- Below B-

    BBB-

    % 50% 100% 150%

    er risk weight may be applied to banks expo

    of incorporation denominated in domestic

    here this discretion is exercised, other nationa

    their banks to apply the same risk weight

    overeign (or central bank) funded in that cur

    aims on sovereigns, supervisors may recognis

    rt Credit Agencies (ECAs). To qualify, an ECA

    o the OECD agreed methodology. Banks may

    individual ECAs that are recognised by their

    f ECAs participating in the Arrangement

    1 The OECD agreed methodology establish

    ith minimum export insurance premiums. Th

    weight categories as detailed below.

    2 3 4 to 6 7

    20% 50% 100% 1

    23

    ting banking

    ill retain the

    th in Section

    ctions (SFT)

    be calculated

    ed approach,

    ecognised as

    the criteria

    visions.

    Unrated

    100%

    sures to their

    urrency and

    l supervisory

    to domestic

    ency.For the

    the country

    must publish

    hoose to use

    upervisor, or

    on Officially

    es eight risk

    se ECA risk

    0%

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    Estimation of Loss Given Default at P

    Market Risk may be define

    the market variables. It is th

    adversely affected by move

    rates and commodity prices.

    to changes in the market le

    and equities, as well as t

    provides a comprehensive

    managing liquidity, interest rrisk of a bank that needs to b

    Scenario analysis and stress

    problems in a given portfol

    like economic/industry ove

    have unfavorable effect on

    stress testing. As the underl

    the test should be reviewed

    responsive and sensitive to t

    a) Liquidity Risk:

    Bank Deposits generally h

    liquidity management nee

    withdrawals. Liquidity is the

    in liabilities and to fund the

    claims. The cash flows are

    behaviour of assets, liabilit

    Funding Risk, Time Risk &

    B

    2.2.2 MARKET RISK

    as the possibility of loss to bank caused by t

    risk that the value of on-/off-balance sheet pos

    ents in equity and interest rate markets, curre

    Market risk is the risk to the banks earnings a

    el of interest rates or prices of securities, fore

    e volatilities, of those prices. Market Risk

    and dynamic frame work for measuring, m

    ate, foreign exchange and equity as well as coclosely integrated with the banks business str

    testing is yet another tool used to assess area

    io. Identification of future changes in econom

    rturns, market risk events, liquidity conditions

    banks portfolio is a condition precedent for

    ing assumption keep changing from time to ti

    periodically as market risk management syst

    e happenings in the market.

    ave a much shorter contractual maturity th

    s to provide a cushion to cover anticip

    ability to efficiently accommodate deposit as

    loan growth and possible funding of the off-

    placed in different time buckets based on

    es and off-balance sheet items. Liquidity ris

    all Risk

    25

    e changes in

    itions will be

    cy exchange

    d capital due

    ign exchange

    Management

    nitoring and

    modity priceategy.

    of potential

    ic conditions

    tc that could

    carrying out

    e, output of

    m should be

    n loans and

    ated deposit

    lso reduction

    alance sheet

    future likely

    k consists of

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    Estimation of Loss Given Default at P

    b) Interest Rate Risk

    Interest Rate Risk is the pote

    to the vulnerability of an i

    rates. Changes in interest ra

    items and cash flow. Hence,

    earnings, improve the capa

    adequacy of the compensati

    Management of interest rate

    re-pricing mismatches andperspective.

    Earnings perspective involve

    or reported earnings in the n

    Net Interest Income (NII) e

    total interest expense.

    In order to manage interest

    their portfolios to the risk o

    Duration of market value o

    market interest rate. The dif

    average duration for bank l

    banks exposure to interest

    uses the information contain

    By reducing the size of the d

    Economic Value perspectiv

    minus expected cash out flo

    B

    ntial negative impact on the Net Interest Incom

    stitutions financial condition to the moveme

    e affect earnings, value of assets, liability off-

    the objective of interest rate risk management i

    bility, ability to absorb potential loss and t

    n received for the risk taken and affect risk ret

    risk aims at capturing the risks arising from the

    is measured both from the earnings and ec

    s analyzing the impact of changes in interest ra

    ear term. This is measured by measuring the c

    uivalent to the difference between total interes

    ate risk, banks should begin evaluating the vu

    fluctuations in market interest rates. One su

    f a bank asset or liabilities to a percentage c

    erence between the average duration for bank

    iabilities is known as the duration gap, whi

    ate risk. The Asset Liability Committee (ALC

    d in the duration gap analysis to guide and fra

    ration gap, banks can minimize the interest rat

    involves analyzing the expected cash inflo

    s on liabilities plus the net cash flows on off-

    26

    and it refers

    nt in interest

    alance sheet

    s to maintain

    o ensure the

    urn trade-off.

    maturity and

    nomic value

    es on accrual

    hanges in the

    t income and

    lnerability of

    h measure is

    hange in the

    ssets and the

    h assess the

    O) of a bank

    e strategies.

    risk.

    ws on assets

    balance sheet

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    Estimation of Loss Given Default at P

    items. The economic value p

    gaps. The various types of in

    There are different techniq

    measure the interest rate se

    sensitivity of capital, c) sim

    risk. The approach towards

    segmentation of banks bala

    and Banking Book. While tr

    profits on short term differeliabilities contracted basica

    statutory obligations and are

    Thus, while price risk is th

    changes in the economic val

    Value at Risk (VaR) is a m

    techniques. It is a statistical

    loss over a given time inte

    level of say 95% or 99%.

    future losses that may occur

    event takes place. Till then it

    As far as Trading Book is c

    or internal models for provid

    c) Forex Risk

    Foreign exchange risk is th

    exchange rate movement du

    B

    erspective identifies risk arising from long-ter

    terest rate risks are detailed below:

    ues such as a) the traditional Maturity Gap

    sitivity, b) Duration Gap Analysis to measur

    lation and d) Value at Risk for measurement o

    measurement and hedging interest rate ris

    ce sheet. Banks broadly divide the asset into

    ding book comprises of assets held primarily

    ces in prices/yields, the banking book consistsly on account of relationship or for steady

    generally held till maturity/payment by counter

    prime concern of banks in trading book, th

    e are the main focus in banking book.

    thod of assessing the market risk using stand

    measure of risk exposure and measures the w

    val under normal market conditions at a give

    hus VaR is simply a distribution of probabl

    on a portfolio. The actual result will not be kn

    is a random variable whose outcome has been

    ncerned, bank should be able to adopt standar

    ing explicit capital charge for market risk.

    e risk that a bank may suffer loss as a resu

    ing a period in which it has an open position,

    27

    interest rate

    Analysis to

    interest rate

    f interest rate

    varies with

    rading Book

    or generating

    of assets andincome and

    party.

    earnings or

    ard statistical

    orst expected

    n confidence

    outcome of

    own until the

    stimated.

    ized method

    lt of adverse

    either spot or

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    Estimation of Loss Given Default at P

    forward or both in same for

    in individual currencies are

    produce mismatches. There

    party and out of time lag in s

    another currency in another t

    arises from the maturity mis

    indicates the risk that the b

    these gap positions are to be

    announced by FEDAI for the

    Currency Risk is the possibil

    of principal and return of the

    this specific risk on the len

    fluctuations to the borrower

    converted in to credit risk.

    By setting appropriates limit

    as overnight limits for each

    clear cut and well defined

    office the risk element in for

    d) Country Risk

    This is the risk that arises d

    in the recent years owing to

    that a country will be unab

    comprises of Transfer Risk

    on external remittances; So

    sovereign nation or takin

    environment or legislative p

    B

    ign currency. Even in case where spot or for

    balanced the maturity pattern of forward tran

    s also a settlement risk arising out of default

    ettlement of one currency in one centre and the

    ime zone. Banks are also exposed to interest ra

    atch of foreign currency position. The Value

    nk is exposed due to uncovered position of

    valued on daily basis at the prevalent forward

    remaining maturities.

    ity that exchange rate changes will alter the exp

    lending or investment. At times, banks may tr

    ing side by shifting the risk associated with

    . However the risk does not get extinguished,

    s-open position and gaps, stop-loss limits, Day

    urrency, Individual Gap Limits and Aggregat

    ivision of responsibilities between front, mid

    ign exchange risk can be managed/monitored.

    e to cross border transactions that are growing

    conomic liberalization and globalization. It is t

    le to service or repay debts to foreign lende

    rising on account of possibility of losses due

    vereign Risk associated with lending to gov

    government guarantees; Political Risk w

    ocess of country leads to government taking o

    28

    ard positions

    sactions may

    f the counter

    settlement of

    e risk, which

    t Risk (VaR)

    ismatch and

    market rates

    ected amount

    to cope with

    xchange rate

    but only gets

    Light as well

    Gap Limits,

    dle and back

    dramatically

    he possibility

    s in time. It

    o restrictions

    rnment of a

    hen political

    ver the assets

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    Estimation of Loss Given Default at P

    of the financial entity (like n

    manner that had been agre

    borrower being a resident of

    is booked; Currency Risk, a

    amount of principal and retu

    In the process there can be

    but may not be paid or the

    was not delivered the goods

    As per the RBI guidance noshould reckon both fund an

    branches, if any, while identi

    advocates that bank should

    example, exposures to a do

    on a certain country may be

    should be computed on a net

    Netting may be considered

    risk category and may be pe

    RBI further suggests that b

    move over to internal asse

    31.3.2004, by which time t

    should be able to identify

    features that acknowledge t

    rely solely on rating agenc

    monitoring tool.

    With regard to inter-bank e

    country ratings of internati

    B

    tionalization, etc) and preventing discharge of

    d to earlier; Cross border risk arising on a

    a country other than the country where the cros

    possibility that exchange rate change, will alter

    n on the lending or investment.

    situation in which seller (exporter) may deliv

    uyer (importer) might have paid the money i

    or one or the other reasons.

    te on Country Risk Management published renon-fund exposures from their domestic as w

    fying, measuring, monitoring and controlling c

    also take into account indirect country risk

    estic commercial borrower with large economi

    considered as subject to indirect country risk.

    basis, i.e. gross exposure minus collaterals, gua

    for collaterals in/guarantees issued by countri

    rmitted for banks dues payable to the respect

    nks should eventually put in place appropria

    sment of country risk within a prescribed p

    e new capital accord would be implemented

    he full dimensions of country risk as well a

    e links between credit and market risks. Ban

    ies or other external sources as their only

    posures, the guidelines suggests that banks s

    nal rating agencies and broadly classify the

    29

    iabilities in a

    count of the

    -border asset

    the expected

    er the goods,

    advance but

    cently, banksell as foreign

    untry risk. It

    xposure. For

    dependence

    he exposures

    rantees etc.

    s in a lower

    ve countries.

    e systems to

    eriod say by

    . The system

    s incorporate

    s should not

    ountry risk-

    ould use the

    country risk

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    Estimation of Loss Given Default at P

    rating into six categories su

    credit.

    However, banks may be al

    countries. Banks may set c

    capital (Tier I & II) with suit

    etc. Banks were also advised

    weekly basis before eventua

    variety of internal and extern

    rely solely on rating agencie

    country risk. Banks are expetheir Annual Report by way

    Always banks live with the

    disasters. The recent happ

    highlighted the potential loss

    use of technology and incr

    changes that contributed to s

    not categorized as market o

    failed internal processes, peo

    this, internal control and inte

    Risk education for familiari

    reduce operational risk. In

    Operational risk events are a

    key to management of opera

    B

    ch as insignificant, low, moderate, high, very

    lowed to adopt a more conservative categori

    untry exposure limits in relation to the bank

    able sub limits, if necessary, for products, bran

    to set country exposure limits and monitor suc

    lly switching over to real tie monitoring. Ban

    al sources as a means to measure country risk a

    s or other external sources as their only tool f

    cted to disclose the Country Risk Managemef notes.

    2.2.3 OPERATIONAL RISK

    risks arising out of human error, financial frau

    nings such as WTC tragedy, Barings deb

    es on account of operational risk. Exponential

    ase in global financial inter-linkages are the

    ch risks. Operational risk, though defined as a

    r credit risk, is the risk of loss arising from i

    ple and systems or from external events. In ord

    rnal audit systems are used as the primary mean

    zing the complex operations at all levels of

    surance cover is one which mitigates ope

    ssociated with weak links in internal control pr

    tional risk lies in the banks ability to assess i

    30

    high & off-

    zation of the

    s regulatory

    hes, maturity

    exposure on

    s should use

    d should not

    r monitoring

    t policies in

    d and natural

    cle etc. has

    growth in the

    two primary

    y risk that is

    nadequate or

    er to mitigate

    s.

    taff can also

    ational risk.

    cedures. The

    s process for

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    Estimation of Loss Given Default at P

    vulnerability and establish

    unanticipated worst-case sce

    Operational risk involves

    leading to error, fraud, per

    resulting in financial loss. Pu

    would serve as an effective r

    understanding of operationa

    risk is often inter-wined with

    Over a period of time, ma

    sophisticated fashion than o

    monitored and analysed. An

    the result of operational ris

    staff lapses. So far, scienti

    Hence 20% charge on the C

    subsequent data/feed-back; i

    risk and computing capital

    ultimate goals, what is to be

    a phased manner and then ca

    2.

    The New Basel Accord, e

    internationally active banks

    capital requirements

    B

    controls as well as safeguards while p

    arios.

    reakdown in internal controls and corporat

    ormance failure, compromise on the interest

    tting in place proper corporate governance prac

    sk management tool. Bank should strive to pro

    l risk within the organization, especially sinc

    market or credit risk and it is difficult to isolat

    nagement of credit and market risks has ev

    erational risk, as the former can be more eas

    yet the root causes of all the financial scams

    caused by breakdowns in internal control m

    ic measurement of operational risk has not b

    apital Funds is earmarked for operational risk

    t was reduced to 12%. While measurement

    charges as envisaged in the Basel proposals

    one at present is to start implementing the Bas

    refully plan in that direction.

    3 Calculation of Credit Risk

    pected to be implemented at year-end 2006,

    o use more risk sensitive methods for calculati

    31

    roviding for

    governance

    of the bank

    tices by itself

    ote a shared

    e operational

    .

    lved a more

    ly measured,

    nd losses are

    chanism and

    een evolved.

    and based on

    f operational

    re to be the

    l proposal in

    will require

    ng credit risk

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    Estimation of Loss Given Default at P

    As per the norms, there are t

    1) Standardized Approa2) Internal Ratings Base

    Standardized Approach

    It refers to a set oII capital adequacy ru

    Under this approachRating Agencies to q

    In many countries thiin the initial phase of

    Internal Ratings Based (IR

    This approach has two parts

    1. Advanced internal rat2. Foundation internal r

    Advanced internal r

    Under this apmodel to qua

    B

    o approaches of calculating credit risk are

    h

    d (IRB) Approach

    credit risk measurement techniques proposed

    les for banking institutions.

    the banks are required to use ratings from E

    antify required capital for credit risk.

    s is the only approach the regulators are planni

    Basel II Implementation.

    ) Approach

    ing-based approach (A-IRB)

    tings-based approach (F-IRB)

    ating-based approach (A-IRB)

    roach the banks are allowed to develop their o

    tify required capital for credit risk.

    32

    under Basel

    ternal Credit

    g to approve

    wn empirical

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    Estimation of Loss Given Default at P

    In this appro(probability o

    Default) and

    Weighted As

    percentage of

    Banks can usregulators.

    Foundation internal rating Under this approach

    to estimate the PD

    clients

    Banks are required tother parameters req

    total required capital

    Definitions of Default and

    Default

    By definition, a debt instrum

    However, there is no stan

    definitions may be used for

    the following conditions are

    A loan is placed on non-acc

    A charge-off has already o

    The obligor is more than 9

    The obligor has filed bank

    B

    ach quantitative models are developed to est

    f default), EAD (Exposure at Default), LGD

    other parameters required for calculating the

    set). Then total required capital is calculate

    the estimated RWA.

    e this approach only subject to approval fro

    -based approach (F-IRB)the banks are allowed to develop their own em

    (probability of default) for individual clients

    o use regulator's prescribed LGD (Loss Given

    ired for calculating the RWA (Risk Weighted

    is calculated as a fixed percentage of the estima

    oss

    nt can experience a loss only if there has been

    ard definition of what constitutes a defaul

    different purposes. Typically a default occurs

    met:

    rual

    curred

    days past due

    uptcy

    33

    imate the PD

    (Loss Given

    RWA (Risk

    as a fixed

    their local

    pirical model

    or groups of

    Default) and

    ssets). Then

    ed RWA.

    a default.

    t. Different

    when any of

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    Estimation of Loss Given Default at P

    The BIS reference definitio

    many of these events:

    A default is considered to h

    more of the following events

    (a) It is determined that th

    interest, or fees) in full;

    (b) A credit loss event assoc

    specific provision, or distres

    of principal, interest, or fees;(c) The obligor is past due m

    (d) The obligor has filed for

    The measured loss in the

    exposure), will clearly depe

    defaults under the definition

    90 days past due on a loan p

    This event would count as a

    such events will under-esti

    wont be included in the ban

    2.4 C

    There are four risk comp

    sovereign exposures, which

    1) Exposure At Defau2) Loss Given Default3) Probability Of Defa4) Maturity

    B

    of default for purposes of the New Basel A

    ave occurred with regard to a particular obligo

    has taken place.

    obligor is unlikely to pay its debt obligatio

    iated with any obligation of the obligor, such

    sed restructuring involving the forgiveness or

    ore than 90 days on any credit obligation; or

    ankruptcy or similar protection from creditors.

    event of default, and likewise the LGD (p

    d on the definition of default adopted. Man

    may result in no loss incurred. For example, a

    yment and subsequently make good on all of it

    efault but would result in full recovery. A ban

    ate recovery rates since the exposure and 10

    s loss data. The banks model will consequen

    omponents of Credit Risk

    nents within the IRB approach to corporat

    uild off the structure of banks rating systems.

    t

    ult

    34

    cord reflects

    when one or

    s (principal,

    s charge-off,

    ostponement

    ercentage of

    instances of

    firm may go

    s obligations.

    that ignores

    0% recovery

    ly yield an

    , bank, and

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    Estimation of Loss Given Default at P

    2.4.1

    Exposure at Default (E The EAD for funded e

    approach.

    Our bank has started c31.03.2004 and having

    and above.

    Calculation Of EAD [ Unde

    EAD for non bund ba

    = Undrawn Credit Li

    EAD for fund based t

    = (Amount withdrawn

    By the borrower

    2.4.2 P

    Probability of defaultgiven time-horizon i.

    its obligation either o

    such as an year.

    PNB already has Risof default rates is bei

    for Mid Corporate.

    PD using historical d

    B

    xposure at default (EAD)

    D): It is a level of exposure to a borrower at the ti

    posure will be provided by National Supervisor un

    llection of LGD & EAD data for accounts defaul

    outstanding balance of Rs. 20 lac (since changed

    r A-IRB Approach ]

    sed transactions

    ne * Credit Conversion Factor

    ransactions

    + (Undrawn Credit Line * Credit Conversion

    obability of Default (PD)

    measures the likelihood that the borrower will

    . What is the likelihood that the counterparty

    ver the life of the obligation or over some spec

    Rating System in place for the last 7 years a

    ng tracked since last 7 years for Large Corpor

    here are several statistical techniques availabl

    fault rate and our bank is working on them.

    35

    e of default.

    er foundation

    ted on or after

    to Rs. 50 lac)

    actor)

    efault over a

    ill default on

    ified horizon,

    d the history

    te & 5 years

    e to estimate

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    Estimation of Loss Given Default at P

    Calculation of PD:

    When calculating the prob

    guarantee, the system assig

    either of the IRB approaches.

    The PD calculation is depen

    determine which rating to a

    estimation is based on histo

    The key element in PD esti

    earlier defaults will automa

    compare PDs across differen

    and the definition of default

    not very complex. The PD i

    of defaults within the given t

    Basel II requires banks to es

    achieved by generating ye

    according to his rating at the

    minimum of five years is re

    the PD estimation from year

    B

    bility of default, for each combination of

    s a PD to every exposure that is calculated

    . This PD is alter used to calculate the capital re

    ent on the relevant rating. The system uses the

    ssign to the single transaction. One possible

    rical data, where estimates are made per each

    ation is the definition of default. Definitions

    tically produce higher PDs. Also, in order t

    rating systems or for data pooling, both the rat

    have to be identical. The calculation of the hi

    self does not include a loss component but onl

    ime period.

    imate 1-year PDs based on long-term averages

    rly pseudo-obligor pools, where each oblig

    beginning of the year, and taking the average o

    uired in Basel II). In this way there will be les

    to year.

    36

    xposure and

    according to

    uirement.

    ransaction to

    ethod of PD

    rating grade.

    which trigger

    o be able to

    ing processes

    torical PD is

    y the number

    . This can be

    or is placed

    f the pools (a

    s variation in

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    Estimation of Loss Given Default at P

    The following steps are com

    Analyse the credit ris Map the counterparty Determine the facilit

    of Default for facilit

    derivative.

    The weighting takesderivative.

    Once the probabilityvaluation of the loan

    element of credit ri

    the Jarrow-Turnbull

    2.4

    Subject to certain abanks to use their ow

    corporate, sovereign

    Since it directly affeIRB, proper collater

    minimize losses to ba

    Masurement and Estimatio

    Loss Given Default i

    LGD

    B

    only used:

    k aspects of the counterparty / portfolio

    to an internal risk grade which has an associate

    specific PD. This last step will give a weight

    ies that are subject to a guarantee or protecte

    account of the PD of the guarantor or seller

    of default has been estimated, the related cred

    or bond is the next step. A popular approach t

    sk analysis is the "reduced form" modeling

    odel..

    .3 Loss Given Default (LGD)

    ditional minimum requirements, supervisors

    n internal estimates of LGD for various asset cl

    nd bank exposures.

    cts your provisioning as well as capital requi

    l should be taken and actual valuation shoul

    nk in case of default.

    n of LGD

    the credit loss incurred if an obligor of the ban

    1 Recovery Rate

    37

    d PD: and

    d Probability

    by a credit

    of the credit

    it spread and

    o this critical

    approach of

    may permit

    asses such as

    ement under

    d be used to

    k defaults.

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    Estimation of Loss Given Default at P

    percentage recovery). Thes

    observed early and are a ref

    the result of a market transac

    These prices reflect the in

    include recoveries on both d

    restructuring costs and uncer

    for example, they are observ

    default event. This price is

    recovery.

    Workout LGD

    LGD observed over the cou

    observed market LGD. Atte

    the distressed asset. Measuri

    LGD. The cash flows should

    rate to apply. For example,

    assets such as equity or warr

    principle the correct rate w

    obligor has defaulted, the b

    accordingly, possibly at th

    coupon rate (set ex ante of d

    Implied Market LGD

    An entirely different approa

    credit spreads on the (much l

    currently traded. Although t

    credit risk arena, they are us

    derivatives and as such are o

    B

    e prices have some desirable properties si

    lection of market sentiment at that time. Afte

    tion and hence less subject to debate about pro

    estors expected recovery, suitably discount

    iscounted principal and missed interest payme

    tainty of that restructuring process.9

    In the Mo

    ed in the market one month after the first occ

    therefore the markets expected present valu

    se of a workout is a bit more complicated tha

    tion needs to be paid to the timing of the cas

    ng this timing will impact downstream estimat

    be discounted, but it is by no means obvious w

    the debt restructuring could result in the issu

    ants, or less risky ones such as notes, bonds or

    uld be for an asset of similar risk. Importa

    ank is an investor in a defaulted asset and sh

    banks hurdle rate. Inappropriate candidate

    fault, so too low) and the risk-free (or Treasury

    h one could take to obtain an estimate of LG

    arger universe of) non-defaulted risky (e.g. cor

    ese new methods have not yet fully migrated i

    ed in the trading room for fixed income produ

    ften used as a check against more conventiona

    39

    ce they are

    all, they are

    er valuation.

    ed, and thus

    ts as well as

    dys dataset,

    rrence of the

    of eventual

    the directly

    h flows from

    s of realized

    hich discount

    ance of risky

    ven cash. In

    tly, once the

    ould value it

    include the

    ) rate.

    is to look at

    orate) bonds

    to the banks

    ts and credit

    credit rating

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    Estimation of Loss Given Default at P

    models. Moreover, some

    parameter.

    The spread above risk-free

    demanded by investors. Ho

    well as liquidity premiums.

    to separately identify these t

    Madan and Zhang (2001) an

    B

    redit portfolio models require credit spreads

    (i.e. Treasury) bonds is an indicator of the

    ever, this spread reflects EL, and thus both PD

    Only recently have models been developed wh

    o parameters from bond spreads (see, for inst

    Unal, Madan and Guntay (2003).

    40

    as an input

    isk premium

    and LGD, as

    ch allow one

    ance, Bakshi,

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    Estimation of Loss Given Default at P

    3.1

    The main objective of th

    calculation of Different ris

    Though the Risk Managem

    entirely albeit concise mann

    (LGD) for retail sector.

    At this point of time, there is

    each bank is in the process o

    Although, I was offered many

    unique topic and will provide

    very important in the banking i

    3

    The report seeks to present

    bank. The risks can be broad

    Credit Risk Market Risk Operational risk

    Within each of these br

    comprehensively as possibl

    components viz Probability

    Default (LGD) and Maturity

    B

    BJECTIVE OF THE STUDY

    study is to understand the concept, sign

    components and estimation of LGD

    nt area is very wide and elaborated, the proj

    er. The project involves calculation of Loss

    no bank in India which has fully adopted the B

    implementing them

    ther topics by my project guide, I chose this one b

    e a lot of knowledge about the Basel norms, whic

    dustry.

    .2 SCOPE OF STUDY

    a comprehensive picture of the various risk i

    ly classified into three categories:

    ad groups, an attempt has been made

    e, the various sub groups. Credit risk entai

    of Default (PD), Exposure at Default (EAD)

    (M).

    41

    ificance and

    ect covers it

    iven Default

    sel II norms,

    cause it was a

    have become

    herent in the

    to cover as

    ls four main

    , Loss given

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    Estimation of Loss Given Default at P

    3.

    Secondary Sources o

    Discussions with theSince I have never be

    guide and other s

    understanding the v

    become even more i

    available on Maturi

    Discussions with vaInteraction with the

    the departments coor

    different departments

    Discussions with othAlthough I was the

    trainees helped me in

    B

    3 Data Collection Method

    f Information

    project guide and staff members -

    en a student of risk management, interaction wi

    aff members in the same department he

    rious technicalities pertaining to my topic.

    mportant than reading, because not much li

    y.

    ious other department heads.-

    GM`s of different departments helped me in a

    dinated with themselves and how Maturity wi

    for their own purpose.

    er trainees-

    only one working on this topic, but discussi

    solving various issues of data collection and an

    42

    th the project

    lped me in

    Interactions

    erature was

    alyzing how

    ll be used by

    n with other

    alysis.

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    Estimation of Loss Given Default at P

    3.4Li

    The data availability

    The study is not veryare not approachable.

    The study is being do

    Due to the ongoingmodel or method will

    will be required.

    B

    itation of the study:

    s proprietary and not readily shared for dissemi

    exhaustive and many concepts could not be co

    ne keeping in mind the policies of the Head Of

    rocess of globalization and increasing compe

    suffice over a long period of time and constant

    43

    nation.

    vered as they

    ice.

    ition, no one

    up gradation

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    Estimation of Loss Given Default at P

    The flexibility to determine

    motivation for a bank to

    approach. The appropriate

    knows about LGD generall

    supervisors must be able to e

    4.2 M

    LGD is usually defined as th

    has occurred, loss given defa

    The loss of principal

    The carrying costs of non

    Workout expenses (co

    measuring LGD for an instru

    1) Market LGD: obseloan soon after the a

    2) Workout LGD: Thand/or Collections pr

    3) Implied Market LGusing a theoretical as

    For defaulted bonds and loa

    so long as a trade has actuall

    this approach. The actual pr

    thus be easily translated i

    percentage recovery). Thes

    B

    LGD values tailored to a banks portfolio wi

    ant to move from the foundation to the a

    degree of flexibility depends, of course, on

    and about differentiated LGDs in particular;

    valuate what a bank knows.

    easurement and Estimation of L

    e ratio of losses to exposure at default. Once a

    ult includes three types of losses:

    -performing loans, e.g. interest income foregon

    llections, legal, etc.) There are broadly th

    ment:

    ved from market prices of defaulted bonds

    tual defaultset of estimated cash flows resulting from

    cess, properly discounted, and the estimated e

    D: LGDs derived from risky (but not defaulted

    et pricing model.

    4.2.1 Market LGD

    s which trade in the market, one may observe

    y occurred. The rating agency recovery studies

    ices are based on par = 100 (cents on the dol

    to a recovery percentage (or LGD as 100

    e prices have some desirable properties si

    45

    ll likely be a

    vanced IRB

    what a bank

    consequently

    D

    default event

    ree ways of

    r marketable

    the workout

    posure

    ) bond prices

    rices directly

    are based on

    lar) and can

    minus the

    ce they are

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    Estimation of Loss Given Default at P

    observed early and are a ref

    the result of a market transac

    These prices reflect the in

    include recoveries on both d

    restructuring costs and unce

    for example, they are observ

    default event. This price is

    recovery.

    LGD observed over the cou

    observed market LGD. Atte

    the distressed asset. Measuri

    LGD. The cash flows should

    rate to apply. For example,

    assets such as equity or warrprinciple the correct rate w

    obligor has defaulted, the b

    accordingly, possibly at th

    coupon rate (set ex ante of d

    An entirely different approacredit spreads on the (much l

    currently traded. Although t

    credit risk arena, they are us

    derivatives and as such are o

    B

    lection of market sentiment at that time. Afte

    tion and hence less subject to debate about pro

    estors expected recovery, suitably discount

    iscounted principal and missed interest payme

    rtainty of that restructuring process.In the Mo

    ed in the market one month after the first occ

    therefore the markets expected present valu

    4.2.2 Workout LGD

    se of a workout is a bit more complicated tha

    tion needs to be paid to the timing of the cas

    ng this timing will impact downstream estimat

    be discounted, but it is by no means obvious w

    the debt restructuring could result in the issu

    ants, or less risky ones such as notes, bonds oruld be for an asset of similar risk. Importa

    ank is an investor in a defaulted asset and sh

    banks hurdle rate. Inappropriate candidate

    fault, so too low) and the risk-free (or Treasury

    4.2.3 Implied Market LGD

    h one could take to obtain an estimate of LGarger universe of) non-defaulted risky (e.g. cor

    ese new methods have not yet fully migrated i

    ed in the trading room for fixed income produ

    ften used as a check against more conventiona

    46

    all, they are

    er valuation.

    ed, and thus

    ts as well as

    dys dataset,

    rrence of the

    of eventual

    the directly

    h flows from

    s of realized

    hich discount

    ance of risky

    ven cash. Intly, once the

    ould value it

    include the

    ) rate.

    is to look atorate) bonds

    to the banks

    ts and credit

    credit rating

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    Estimation of Loss Given Default at P

    models. Moreover, some

    parameter.

    The spread above risk-free

    demanded by investors. Ho

    well as liquidity premiums.

    to separately identify these t

    Madan and Zhang (2001) an

    (2003) find that on average,

    the physical recovery rate

    and Kishore (1996).

    LGD is weighting that rep

    occurs. It is derived within

    security that applies to the tr

    Calculation of LGD is furthe

    Historical LGD: It is the lo

    taking into account time valu

    Economic LGD: It is the los

    into account time value of m

    Here we calculated workou

    discounting there are issues

    available, viz., funding rate,

    rate, opportunity cost of fund

    B

    redit portfolio models require credit spreads

    (i.e. Treasury) bonds is an indicator of the

    ever, this spread reflects EL, and thus both PD

    Only recently have models been developed wh

    o parameters from bond spreads (see, for inst

    Unal, Madan and Guntay (2003). Unal, Mada

    recovery rates obtained in this way lie systema

    s (their terminology) as implied by studies su

    4.3Calculation of LGD:

    esents the proportion of EAD that will be l

    a Credit Risk Model by taking account of any

    nsaction/facility and the degree of subordinatio

    r classified into two types based on time value

    ss incurred in the account in the event of de

    e of money

    s incurred in the account in the event of defaul

    ney.

    t LGD after discounting for time value of

    regarding the rate to be used. There are va

    distress loans rate, contract rate, current comp

    s, cost of capital etc.

    47

    as an input

    isk premium

    and LGD, as

    ch allow one

    ance, Bakshi,

    n and Guntay

    tically below

    h as Altman

    st if default

    collateral or

    n of facility

    f money.

    aults without

    s after taking

    oney. While

    rious options

    rable market

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    Estimation of Loss Given Default at P

    4.4 Defa

    Punjab National Bank consi

    payment has been missed f

    capital adequacy rules.

    Translating this recommend

    By the national banking sect

    Rating worse than or equal t

    As no data have been availab

    Pnb decided to apply the dis

    This approach asks for calc

    related to each specific loan.

    Therefore we decided to take

    .

    4.5 STEP

    Step 1: Cleaning of Data

    To start with, the first

    collecting the data, initially t

    the CBS system. The followi

    1. The account should haveMarch 31, 2011.

    2. The data set should inclu Sol ID Customer ID Name Account Number Account Open Date

    B

    ult and loan recovery measureme

    er a bank borrower (an obligor) as being in d

    or more than 90 days as is recommended by

    tion into loan credit rating system, as enforced

    r regulator5, it would mean that every obligor

    C is shifted into the recovery process.

    le on the market price of loans as at the default

    ounted cash flow approach to calculate recover

    lation of the present value of actually recover

    the average interest rate.

    IN CALCULATION OF LGD

    job in hand was to collect data from CBS

    he logic was explained and then the data was e

    ng logic has been applied:

    been classified as NPA and should be a closed

    e the following data points:

    48

    nt

    fault when a

    the Basel II

    ith a

    date,

    y rates.

    d cash flows

    system. For

    xtracted from

    account as at

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    Estimation of Loss Given Default at P

    NPA Date Closure Date Outstanding as at NPA D Limit Scheme Code Transaction Date Transaction Particulars Transaction Type

    Transaction Amount

    The last four particulars perta

    format:

    This file was in the *.TXT f

    utilization.

    B

    ate

    ined to a separate file. The data was received in

    rmat and it needed to be converted and cleans

    49

    the following

    d for further

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    Estimation of Loss Given Default at P

    Step 2: Data Cleaned

    The data was received in the

    After conversion, the proces

    sequential format and remov

    Step 3: Data Sorting

    This was the most impo

    the project was dependent. It

    under valuate or over valuat

    project and consumed maxi

    understanding of Credit func

    logical functions could be hi

    Derecognized Interes Recorded Interest Excess Recovery Reversal of Bank Ch

    B

    above format and it needed to be converted int

    of data cleaning began, which meant aligning

    ng anomaly, if any.

    tant part of the exercise and on its accuracy; t

    s reason being that, any relevant transaction, if l

    the final LGD. Hence, this was the most tedio

    um time and effort for final outcome. It requ

    ion, operating CBS, and NPA norms. Some of

    hlighted as treatment of:

    rges, Interest

    50

    o Excel files.

    the data in a

    he success of

    eft out, could

    us part of the

    ired in depth

    the important

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    Estimation of Loss Given Default at P

    After completion of task, the

    For operational efficienc

    platform, which mechanized

    system would pick eligible fi

    it was our job to pick the re

    logic:

    Y If the

    Null If the transa

    F If the

    N If the

    Our main objective here

    recovery from the customer

    bank charges and recorded

    included in our calculation p

    B

    final outcome looked as below:

    , we got a computer program me prepared (on

    the above steps. On account of this, once the m

    les and merge relevant transactions with them.

    levant transactions. For that purpose, we used

    transaction was to be used

    tion was to be ignored

    LGD was 100% prima facie

    account was outside the purview of our samp

    was to pick only those transactions which d

    and ignore any other credit transaction. Sim

    interest, post crystallization of NPA amount

    rpose.

    51

    isual Basic)

    acro was run,

    fter merger,

    he following

    le

    picted actual

    ilarly, all the

    , were to be

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    Estimation of Loss Given Default at P

    Step 4: Calculations

    Net Present Value for each a

    Next steps are relatively si

    average LGD for the entire

    Pooling was done and LGD

    Step 5: Result Sheet

    B

    count was calculated.

    mple and the only task remains is to calcul

    ircle.

    as modified to 0 or 100, upgraded accounts w

    52

    ate weighted

    re added.

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    Estimation of Loss Given Default at P

    We have included in our sa

    circle. The sample consists o

    in default. needed for the cal

    Consists of 7085 A/C (Appr

    The dataset with all the requ

    2005 to 2011 and were clos

    process takes on

    Average 2-3 years before the

    Average recovery period is 2

    All the data used in the sam

    the risk management divisio

    We observe that

    the series of 7085 default cas

    bad loans were defaulted fro

    B