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Agenda for Day 4




                   Portfolio Management



                   Lunch Break




                   Case Studies



                   Open Session/ Q&A




                                                               IM aCS 2010
                                                         Printed 11-M ay-11
                         For Classroom discussion only               Page 1
Portfolio management essential to evaluate whether
results aligned with strategy
  Components of Strategy                   Performance and portfolio composition

                                                                             Profits
             Capital
            Budgeting
                                                                      Interest Expenses
           Product Mix                           Interest Income
                                                                       Interest on Deposits

          Customer Mix
                                                                   Interest on other Borrowings

             Delivery
             Channels
                                                   Fee Income
                                                                    Operating Expenses
           Risk Appetite

           Organisation
            structure                           Treasury Income    Losses due to defaults,
                                                                    liquidity mismatches



                                                                                                    IM aCS 2010
                                                                                              Printed 11-M ay-11
                           For Classroom discussion only                                                  Page 2
Measures that describe a portfolio (Retail)
   Salaried vs. self
      employed
                                                 Seasonin
     Geography                                      g
                                  Demogr
                                                                     NPAs
                                  aphics
         Age

                       Original
                          and
                                                                              LTVs
                       residual
                        tenure                    Loan
                                                 Portfolio

                         Delinque                                           Loan
                          ncies /
                                                                           Amount
                         Overdues


                                           NIM               FOIR
                                                                                           IM aCS 2010
                                                                                     Printed 11-M ay-11
                                           For Classroom discussion only                         Page 3
Summary of Approach - Modeling




                                                                     Approach :
 Dataset – Sample borrowers                                          1.Construction of Indices on
                              Grading Scale HL1 - HL10               qualitative parameters –
1.Model Training Sample:
XX accounts
                              Objective parameters                   2.Discriminant Analysis
2.Model Validation Sample:                                           on quantitative & qualitative
XX accounts                                                          parameters
                              Subjective parameters
                                                                     3.Calibration to grading scale




                                                                                                            IM aCS 2010
                                                                                                      Printed 11-M ay-11
                                     For Classroom discussion only                                                Page 4
Explanatory Variables in the Home Loan Model

                                                                                       Type of
                                                                  Age
                                         +                                           Organisation
                Quality of Borrower
                        Index                                 Educational            Designation
                                                              Qualification           (salaried)

                                                             Length of
                                                                                   Years of Banking
  Qualitative                                             Service /Business




                                          +                                 No. of         Residence
                Cost of Living Index                 Marital Status
                                                                          dependents         type




                                                      - to Cost                        -
                                                    Loan                      Fixed Obligation / Income
 Quantitative
                                                    EMI/NW               Loan Amount            Income
                                                          -                      +                  +
                                                                                                                IM aCS 2010
                                                                                                          Printed 11-M ay-11
                          For Classroom discussion only                                                               Page 5
Qualitative Indicators
 Age of Applicant
           Based on the Life Cycle Hypothesis where the investment/saving life cycle of an individual
           has four phases:
           1.   Expenditure Phase: High on Debt
           2.   Accumulation Phase: Low debt, Investment
           3.   Sustenance Phase: No Debt, Investment
           4.   Rundown Phase: Use of wealth for livelihood


                Applicant is likely to have higher surpluses in the Accumulation and Sustenance
                Phases




                                                                                                              IM aCS 2010
                                                                                                        Printed 11-M ay-11
                                      For Classroom discussion only                                                 Page 6
Qualitative Indicators



 Educational Qualification
      Higher educational qualification implies
           1.   Higher job security
           2.   Higher future earning potential
           3.   Alternative employment opportunities


           Hence, higher educational qualification of the applicant indicates better continuing payment
           ability




                                                                                                            IM aCS 2010
                                                                                                      Printed 11-M ay-11
                                      For Classroom discussion only                                               Page 7
Quantitative Indicators
Illustration: Fixed Obligation to Income Ratio (FOIR)
                                                                                                  Median 33%
 Higher the FOIR, lower is the                                    25%
                                                                                                Median 33%

                                                                  20%
 capacity of the applicant to absorb




                                                      Frequency
                                                                  15%

 the negative shock in net income.                                10%


 Hence, higher the FOIR, lower is the                             5%



 ability of the applicant to meet                                 0%
                                                                        10%   15%   20%   25%   30%   35%    40%    45%   50%   55%   60%   65%   70%   75%

                                                                                                             FOIR
 unforeseen expenses.

 FOIR = (Monthly Instalments on                            1.            From the data it is observed that if FOIR
                                                                         exceeds 47%, about 50% of the cases
 all loans* + Monthly Rent) / Net                                        default.
 Annual Income                                             2.            The optimum range for lending in terms
 Note: Consider net annual income,                                       of most favorable default experience is
                                                                         the 25%-40% FOIR zone.
 loan EMI , rent of applicant & co-
 obligant, while calculating the FOIR
                               * Includes the estimated instalment for the proposed loan also in the calculation                                              IM aCS 2010
                                                                                                                                                        Printed 11-M ay-11
                              For Classroom discussion only                                                                                                         Page 8
Quantitative Indicators
Illustration: Loan to Cost Ratio (LCR)
                                                                       Loan to Value Ratio
                                                20%
  Importance of this indicator                  18%
                                                16%
                                                14%                                Median -53%
  Lower the LCR, greater is the                 12%
                                                10%
                                                 8%
  applicants contribution towards the            6%
                                                 4%

  asset i.e. loss in event of default            2%
                                                 0%
                                                      Below   10%-   20%-   30%-   40%-   50%-   60%-   70%-   80%-   Above

  increases for the applicant.                         10%    20%    30%    40%    50%    60%    70%    80%    90%     90%




  Hence, if LCR is low, in case of                      The optimum range in terms of most
  default by the applicant, the Loss                    favorable default experience is the 45-
                                                        65% LCR zone.
  Given Default for the bank will be
  lower
                                                        Default rates are around 35% higher for
  LCR= Loan Amount/ Cost of the                         LCR being in the above 75% zone
  Asset to be acquired

                                                                                                                                IM aCS 2010
                                                                                                                          Printed 11-M ay-11
                                For Classroom discussion only                                                                         Page 9
Other important factors which should be considered for
appraisal

Credit Track Record

   Past credit record depicts the attitude of the person in honouring his
   credit obligation. “Wilful default” are one of the causes for a number of
   defaults.



   A bank could analyse credit track record based on:

   1. Number of Cheques returned in last six month (Bank Statements)

   2. Number of Credit Roll Overs in last six months (Credit Card
   Statements)
                                                                                 IM aCS 2010
                                                                           Printed 11-M ay-11
                           For Classroom discussion only                              Page 10
Other important factors which should be considered for
appraisal

 Nature of Asset

 In Housing Segment, assets gradually appreciate with time unlike many
 other assets [Cars, white goods, etc.]. The chance of negative equity* will
 be lesser and Loan to cost ratio will improve over the period of time.

 * Negative equity: When the outstanding loan amount is lesser than the
 value of the asset, chance of default is lesser.



  Hence, chance of default is lesser in housing loan than other retail segments.



                                                                                         IM aCS 2010
                                                                                   Printed 11-M ay-11
                              For Classroom discussion only                                   Page 11
Other important factors which should be considered for
appraisal


 Collateral Security
  Additional collateral security lowers the net exposure of the bank. It increases the applicants
  contribution in the asset thus effectively reducing loan to cost ratio.


  Hence, if the Collateral Security is high, in case of default by the applicant, the Loss Given Default
  for the bank will be lower




                                                                                                                 IM aCS 2010
                                                                                                           Printed 11-M ay-11
                                       For Classroom discussion only                                                  Page 12
Balance Business flexibility with Asset quality
improvement
                                Trade-off between acceptance and NPA generation

                    100%
                     90%                                             62.2%, 79.3%
                     80%
          % NPAs reduced




                     70%
                     60%
                     50%
                     40%
                     30%
                     20%
                     10%                                 ICRA recommendation
                      0%
                           0%       20%           40%            60%           80%      100%
                                                     % proposals accepted


     The objective is to strike a balance between business objectives (so that not too many cases are
                                   rejected) and potential NPA reduction.


                                                                                                              IM aCS 2010
                                                                                                        Printed 11-M ay-11
                                          For Classroom discussion only                                            Page 13
Portfolio analytics: Formation of Pools – cost effective
way of managing risks
                     Pool 1                  Pool 2       Pool 3      Pool 4

 Source of Income    Salaried                Salaried     Self Emp    Self Emp

 LTV                 >70%                    >70%         50% - 70%   >70%

 FOIR                <40%                    40%-60%      40%- 60%    >60%

 NIM                 2%                      3%           3%          4%
 Seasoning           18                      18           12          18

 Performance

 Delinquency         10%                     20%          15%         25%

 NPAs                1%                      2.5%         2%          3%



                                                                                       IM aCS 2010
                                                                                 Printed 11-M ay-11
                          For Classroom discussion only                                     Page 14
Understand how pool are formed by the bank
                                                               Maturity

                                                       Loan Product
                                                         FOIR                                                            EAD
                                                                                                                               • Size :3-5 % of total
                                                                                                                   LGD         portfolio (e.g. of
                                            Loan/ Land Value
                                               Loan/Value                                                                      housing loans)
                                                                                                              PD
                          Calculate PD,                                                                                        •Each obligor :not
of Borrower
Risk Characteristics
Risk Characteristics




                          LGD, EAD          Mortgage Loan
                                            Home Loan        LoanPersonal Loan
                                                                  Against Property   Loans for home repairs
                                                                                       Revolving Credit
                                                                                                                               more than 0.2%
                                          Geographic Zone                                                                      •Technique generally
                                                                                                                               used to segment:
                                          Type of Borrower                                                                     CHAID or expert
                                                                                                                               judgement
                                            FOIR/
                                            Income

                                           Income
                                           Networth



1.                     A pool is formed on risk and transaction characteristics

2.                     A pool is assumed to have homogenous PD and LGD and reduces the task of
                       individually rating obligors
  2.                   IMaCS assume that bank will provide the Mortgage pools based on some of the
                       above described borrower or transaction characteristics
                                                                                                                                                          IM aCS 2010
                                                                                                                                                    Printed 11-M ay-11
                                                                       For Classroom discussion only                                                           Page 15
Understand Portfolio Characteristics of a bank’s Mortgage pool

IMaCS Preliminary analysis of portfolio data to assess Pool characteristics risk assessment
  Portfolio size
  Loan Schemes
  Weighted loan tenure
   Amount weighted portfolio default rate – 90+dpd, 180+dpd
   Number weighted portfolio default rate – 90+dpd, 180+dpd
   Delinquency Flow rates of difference buckets
   Average tenure of the loans
   Average ticket size
   Average month on books
   Weighted IRR
   Location
   Customer categories/Borrower type(Salaried-Govt. /reputed company/Others, Professional, Self employed)
   FOIR Ratio(Fixed Income to obligation ratio), Income of the borrower
   LTV ratio
   Recovery /Security Information


   The portfolio is further segmented based on the above described parameters


                                                                                                                  IM aCS 2010
                                                                                                            Printed 11-M ay-11
                                                  For Classroom discussion only                                        Page 16
Static Pool Analysis(SPA) to estimate weighted delinquency rates of
       unseasoned portfolio
      The delinquency rates estimated in first portfolio analytics give us standalone delinquency rates, which doesn’t give correct picture of the
        portfolio delinquency rates as it seasons. Thus SPA tool is used to
  -     compute and compare delinquency cum loss rates across the different seasonings points ( for net loan originations in different years)
  -     approximate loss rates for partially (un) seasoned portfolio tranches
  -     assesses loss rates for the overall portfolio and portfolio segmented by tenure

  Data requirement : Quarterly/Yearly Snapshot of the pool for at least two years to perform the static pool analysis and to project the
     delinquency rates for unseasoned portfolio tranches

           Loss cum delinquency rate= ((90+dpd outstanding using the YoB Band)* POS)/ Net quarter disbursements
                                                         Pool tenure 5-10year
                                                   Years on Book(Seasoning points)                                In Crores
        Sanctioned FY
                        0-1         1-2     2-3     3-4      4-5       5-6      6-7     7-8     8-9    9-10    Net Disbursement
            Year                                                                                                                     Estimated
           <=2001                                                                      3.60%   4.00%   3.70%        40.9
            2002                                                               2.80%   3.00%   2.60%   4.10%        87.9             Unseason
            2003                                                     3.50%     3.60%   4.10%   4.50%   4.50%        125.1            ed
            2004                                            4.30%    5.00%     4.90%   4.50%   3.80%   3.80%        136.3
            2005                                   3.90%    4.10%    3.40%     4.50%   3.80%   4.40%   4.00%        181.5            portfolio
            2006                           4.70%   5.20%    4.10%    4.20%     4.30%   4.00%   4.20%   4.20%        189.4            delinquen
            2007                   2.00%   3.80%   4.10%    4.15%    4.00%     4.00%   4.20%   3.80%   3.00%        214.5
            2008        0.6%       1.90%   3.20%   4.00%    4.20%    3.50%     4.70%   3.00%   3.00%   3.00%        266.8            cy rates
                                                                                                                                     Current
            2009        0.3%       2.20%   4.5%    4.20%    4.25%    4.00%     3.00%   3.00%   3.50%   3.50%        231.5
            2010        0.1%       2.30%   3.90%   4.30%    4.15%    4.50%     4.40%   3.50%   4.00%   4.00%        440.8             Snapshot
                                                                                                                                      deliquency
                                                                     2.7 with product of highlighted delinquency %
Weighted Delinquency Rate of Mortgage pool for current                      sum                                                   of various seasoning point
                                                                                their respective net disbursements                    rates
snapshot =                                                           %
                   Estimated delinquency rates for unseasoned portfolio(IMaCS Method)
                               -   Delinquency cum loss rates for remainder tenure computed using a semi-log fn.                                       IM aCS 2010
                                                                                                                                                 Printed 11-M ay-11
                                                            For Classroom discussion only                                                                   Page 17
                               -   Weighted year wise delinquencies adjusted for coefficient of variation
Estimating Expected Loss
The SPA helps in assessing Probability of default, where as Expected loss helps in assessing the actual loss after liquidating
the collateral . Expected Loss is computed as a product of =EAD* PD * LGD
Where EAD can be seen as an estimation of the extent to which bank may be exposed to counterparty in the event of and at
the time of counterparty’s default.
EAD= Balance outstanding Default cases       + Interest accrued from NPAdate to cutoff date
PD is computed from SPA analysis weighted delinquency rates (As shown is previous slide)

LGD Computations :     (1-p(Cure))*Economic loss+ Recovery Cost
                                                  EAD
             Where P is Cure rates of NPA account after performance period
             Economic losses= EAD-Discounted recoveries
             Discounted recoveries= Min(∑RR x Vi x Discount factor, EAD)
                                             i    i

             Annual interest rate =Opportunity cost of bank
             Discount period=The period for which the recoveries are discounted
             Recovery cost= Legal Cost + Recover department Cost

                                      Sample EL and EL as a % of POS Computations
Case 1: Home loan default cases with POS 90 Cr and interest accrued till cutoff date is10 Cr with 2.7% Weighted
delinquency and LGD % of 55%
                                  Expected Loss = (90+10)Cr*2.7% *55%= 1.48 Cr
                        EL as percentage of POS =      1.48           = 1.48%
                                                        100 Cr                                                                         IM aCS 2010
                                                                                                                                 Printed 11-M ay-11
                                               For Classroom discussion only                                                                Page 18
Capital adequacy

    Economic capital
       Higher capital for higher LTV and FOIR loans
       Higher capital for loans provided to self employed borrowers
       Higher capital for longer tenure loans
       Greater capital required in case of higher concentration in a demographic
       segment
       Should be at least equal to the regulatory capital required
    Regulatory capital
       As prescribed by Bangladesh Bank from time to time




                                                                                         IM aCS 2010
                                                                                   Printed 11-M ay-11
                             For Classroom discussion only                                    Page 19
Risk Adjusted Return on Capital Employed


                      Risk Adjusted Return

                                                                            Risk
           Income                               Expenses
                                                                         Adjustment

               Fee and other                              Origination    Provisions /
Interest                             Interest
                non interest                             and servicing    Expected
Income            income             Expense                 costs          Loss


   Capital Required (regulatory) / Employed (economic)

                                                                                         IM aCS 2010
                                                                                   Printed 11-M ay-11
                               For Classroom discussion only                                  Page 20
Benefits of portfolio management

    Enables proactive identification of problem pools and take decisions
    related to portfolio rebalancing
    Enables Decisions related to increased efforts for
       Marketing for the best performing pool
       Monitoring or collection for delinquent pools
    Policy changes maybe required due to the result of analysis
    Risk adjusted returns
       High spreads but high defaults in a particular segment could mean lower
       risk adjusted returns with respect to a lower spread and lower default
       segments




                                                                                       IM aCS 2010
                                                                                 Printed 11-M ay-11
                             For Classroom discussion only                                  Page 21
DISCUSSIONS




                                      IM aCS 2010
                                Printed 11-M ay-11
For Classroom discussion only              Page 22
All the contents of the presentation are confidential and
should not be published, reproduced or circulated without the
   written consent of IFC, Bangladesh Bank and IMaCS.



                                                                      IM aCS 2010
                                                                Printed 11-M ay-11
                        For Classroom discussion only                      Page 23

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RMPG Learning Series CRM Workshop Day 4

  • 1. Agenda for Day 4 Portfolio Management Lunch Break Case Studies Open Session/ Q&A IM aCS 2010 Printed 11-M ay-11 For Classroom discussion only Page 1
  • 2. Portfolio management essential to evaluate whether results aligned with strategy Components of Strategy Performance and portfolio composition Profits Capital Budgeting Interest Expenses Product Mix Interest Income Interest on Deposits Customer Mix Interest on other Borrowings Delivery Channels Fee Income Operating Expenses Risk Appetite Organisation structure Treasury Income Losses due to defaults, liquidity mismatches IM aCS 2010 Printed 11-M ay-11 For Classroom discussion only Page 2
  • 3. Measures that describe a portfolio (Retail) Salaried vs. self employed Seasonin Geography g Demogr NPAs aphics Age Original and LTVs residual tenure Loan Portfolio Delinque Loan ncies / Amount Overdues NIM FOIR IM aCS 2010 Printed 11-M ay-11 For Classroom discussion only Page 3
  • 4. Summary of Approach - Modeling Approach : Dataset – Sample borrowers 1.Construction of Indices on Grading Scale HL1 - HL10 qualitative parameters – 1.Model Training Sample: XX accounts Objective parameters 2.Discriminant Analysis 2.Model Validation Sample: on quantitative & qualitative XX accounts parameters Subjective parameters 3.Calibration to grading scale IM aCS 2010 Printed 11-M ay-11 For Classroom discussion only Page 4
  • 5. Explanatory Variables in the Home Loan Model Type of Age + Organisation Quality of Borrower Index Educational Designation Qualification (salaried) Length of Years of Banking Qualitative Service /Business + No. of Residence Cost of Living Index Marital Status dependents type - to Cost - Loan Fixed Obligation / Income Quantitative EMI/NW Loan Amount Income - + + IM aCS 2010 Printed 11-M ay-11 For Classroom discussion only Page 5
  • 6. Qualitative Indicators Age of Applicant Based on the Life Cycle Hypothesis where the investment/saving life cycle of an individual has four phases: 1. Expenditure Phase: High on Debt 2. Accumulation Phase: Low debt, Investment 3. Sustenance Phase: No Debt, Investment 4. Rundown Phase: Use of wealth for livelihood Applicant is likely to have higher surpluses in the Accumulation and Sustenance Phases IM aCS 2010 Printed 11-M ay-11 For Classroom discussion only Page 6
  • 7. Qualitative Indicators Educational Qualification Higher educational qualification implies 1. Higher job security 2. Higher future earning potential 3. Alternative employment opportunities Hence, higher educational qualification of the applicant indicates better continuing payment ability IM aCS 2010 Printed 11-M ay-11 For Classroom discussion only Page 7
  • 8. Quantitative Indicators Illustration: Fixed Obligation to Income Ratio (FOIR) Median 33% Higher the FOIR, lower is the 25% Median 33% 20% capacity of the applicant to absorb Frequency 15% the negative shock in net income. 10% Hence, higher the FOIR, lower is the 5% ability of the applicant to meet 0% 10% 15% 20% 25% 30% 35% 40% 45% 50% 55% 60% 65% 70% 75% FOIR unforeseen expenses. FOIR = (Monthly Instalments on 1. From the data it is observed that if FOIR exceeds 47%, about 50% of the cases all loans* + Monthly Rent) / Net default. Annual Income 2. The optimum range for lending in terms Note: Consider net annual income, of most favorable default experience is the 25%-40% FOIR zone. loan EMI , rent of applicant & co- obligant, while calculating the FOIR * Includes the estimated instalment for the proposed loan also in the calculation IM aCS 2010 Printed 11-M ay-11 For Classroom discussion only Page 8
  • 9. Quantitative Indicators Illustration: Loan to Cost Ratio (LCR) Loan to Value Ratio 20% Importance of this indicator 18% 16% 14% Median -53% Lower the LCR, greater is the 12% 10% 8% applicants contribution towards the 6% 4% asset i.e. loss in event of default 2% 0% Below 10%- 20%- 30%- 40%- 50%- 60%- 70%- 80%- Above increases for the applicant. 10% 20% 30% 40% 50% 60% 70% 80% 90% 90% Hence, if LCR is low, in case of The optimum range in terms of most default by the applicant, the Loss favorable default experience is the 45- 65% LCR zone. Given Default for the bank will be lower Default rates are around 35% higher for LCR= Loan Amount/ Cost of the LCR being in the above 75% zone Asset to be acquired IM aCS 2010 Printed 11-M ay-11 For Classroom discussion only Page 9
  • 10. Other important factors which should be considered for appraisal Credit Track Record Past credit record depicts the attitude of the person in honouring his credit obligation. “Wilful default” are one of the causes for a number of defaults. A bank could analyse credit track record based on: 1. Number of Cheques returned in last six month (Bank Statements) 2. Number of Credit Roll Overs in last six months (Credit Card Statements) IM aCS 2010 Printed 11-M ay-11 For Classroom discussion only Page 10
  • 11. Other important factors which should be considered for appraisal Nature of Asset In Housing Segment, assets gradually appreciate with time unlike many other assets [Cars, white goods, etc.]. The chance of negative equity* will be lesser and Loan to cost ratio will improve over the period of time. * Negative equity: When the outstanding loan amount is lesser than the value of the asset, chance of default is lesser. Hence, chance of default is lesser in housing loan than other retail segments. IM aCS 2010 Printed 11-M ay-11 For Classroom discussion only Page 11
  • 12. Other important factors which should be considered for appraisal Collateral Security Additional collateral security lowers the net exposure of the bank. It increases the applicants contribution in the asset thus effectively reducing loan to cost ratio. Hence, if the Collateral Security is high, in case of default by the applicant, the Loss Given Default for the bank will be lower IM aCS 2010 Printed 11-M ay-11 For Classroom discussion only Page 12
  • 13. Balance Business flexibility with Asset quality improvement Trade-off between acceptance and NPA generation 100% 90% 62.2%, 79.3% 80% % NPAs reduced 70% 60% 50% 40% 30% 20% 10% ICRA recommendation 0% 0% 20% 40% 60% 80% 100% % proposals accepted The objective is to strike a balance between business objectives (so that not too many cases are rejected) and potential NPA reduction. IM aCS 2010 Printed 11-M ay-11 For Classroom discussion only Page 13
  • 14. Portfolio analytics: Formation of Pools – cost effective way of managing risks Pool 1 Pool 2 Pool 3 Pool 4 Source of Income Salaried Salaried Self Emp Self Emp LTV >70% >70% 50% - 70% >70% FOIR <40% 40%-60% 40%- 60% >60% NIM 2% 3% 3% 4% Seasoning 18 18 12 18 Performance Delinquency 10% 20% 15% 25% NPAs 1% 2.5% 2% 3% IM aCS 2010 Printed 11-M ay-11 For Classroom discussion only Page 14
  • 15. Understand how pool are formed by the bank Maturity Loan Product FOIR EAD • Size :3-5 % of total LGD portfolio (e.g. of Loan/ Land Value Loan/Value housing loans) PD Calculate PD, •Each obligor :not of Borrower Risk Characteristics Risk Characteristics LGD, EAD Mortgage Loan Home Loan LoanPersonal Loan Against Property Loans for home repairs Revolving Credit more than 0.2% Geographic Zone •Technique generally used to segment: Type of Borrower CHAID or expert judgement FOIR/ Income Income Networth 1. A pool is formed on risk and transaction characteristics 2. A pool is assumed to have homogenous PD and LGD and reduces the task of individually rating obligors 2. IMaCS assume that bank will provide the Mortgage pools based on some of the above described borrower or transaction characteristics IM aCS 2010 Printed 11-M ay-11 For Classroom discussion only Page 15
  • 16. Understand Portfolio Characteristics of a bank’s Mortgage pool IMaCS Preliminary analysis of portfolio data to assess Pool characteristics risk assessment Portfolio size Loan Schemes Weighted loan tenure Amount weighted portfolio default rate – 90+dpd, 180+dpd Number weighted portfolio default rate – 90+dpd, 180+dpd Delinquency Flow rates of difference buckets Average tenure of the loans Average ticket size Average month on books Weighted IRR Location Customer categories/Borrower type(Salaried-Govt. /reputed company/Others, Professional, Self employed) FOIR Ratio(Fixed Income to obligation ratio), Income of the borrower LTV ratio Recovery /Security Information The portfolio is further segmented based on the above described parameters IM aCS 2010 Printed 11-M ay-11 For Classroom discussion only Page 16
  • 17. Static Pool Analysis(SPA) to estimate weighted delinquency rates of unseasoned portfolio The delinquency rates estimated in first portfolio analytics give us standalone delinquency rates, which doesn’t give correct picture of the portfolio delinquency rates as it seasons. Thus SPA tool is used to - compute and compare delinquency cum loss rates across the different seasonings points ( for net loan originations in different years) - approximate loss rates for partially (un) seasoned portfolio tranches - assesses loss rates for the overall portfolio and portfolio segmented by tenure Data requirement : Quarterly/Yearly Snapshot of the pool for at least two years to perform the static pool analysis and to project the delinquency rates for unseasoned portfolio tranches Loss cum delinquency rate= ((90+dpd outstanding using the YoB Band)* POS)/ Net quarter disbursements Pool tenure 5-10year Years on Book(Seasoning points) In Crores Sanctioned FY 0-1 1-2 2-3 3-4 4-5 5-6 6-7 7-8 8-9 9-10 Net Disbursement Year Estimated <=2001 3.60% 4.00% 3.70% 40.9 2002 2.80% 3.00% 2.60% 4.10% 87.9 Unseason 2003 3.50% 3.60% 4.10% 4.50% 4.50% 125.1 ed 2004 4.30% 5.00% 4.90% 4.50% 3.80% 3.80% 136.3 2005 3.90% 4.10% 3.40% 4.50% 3.80% 4.40% 4.00% 181.5 portfolio 2006 4.70% 5.20% 4.10% 4.20% 4.30% 4.00% 4.20% 4.20% 189.4 delinquen 2007 2.00% 3.80% 4.10% 4.15% 4.00% 4.00% 4.20% 3.80% 3.00% 214.5 2008 0.6% 1.90% 3.20% 4.00% 4.20% 3.50% 4.70% 3.00% 3.00% 3.00% 266.8 cy rates Current 2009 0.3% 2.20% 4.5% 4.20% 4.25% 4.00% 3.00% 3.00% 3.50% 3.50% 231.5 2010 0.1% 2.30% 3.90% 4.30% 4.15% 4.50% 4.40% 3.50% 4.00% 4.00% 440.8 Snapshot deliquency 2.7 with product of highlighted delinquency % Weighted Delinquency Rate of Mortgage pool for current sum of various seasoning point their respective net disbursements rates snapshot = % Estimated delinquency rates for unseasoned portfolio(IMaCS Method) - Delinquency cum loss rates for remainder tenure computed using a semi-log fn. IM aCS 2010 Printed 11-M ay-11 For Classroom discussion only Page 17 - Weighted year wise delinquencies adjusted for coefficient of variation
  • 18. Estimating Expected Loss The SPA helps in assessing Probability of default, where as Expected loss helps in assessing the actual loss after liquidating the collateral . Expected Loss is computed as a product of =EAD* PD * LGD Where EAD can be seen as an estimation of the extent to which bank may be exposed to counterparty in the event of and at the time of counterparty’s default. EAD= Balance outstanding Default cases + Interest accrued from NPAdate to cutoff date PD is computed from SPA analysis weighted delinquency rates (As shown is previous slide) LGD Computations : (1-p(Cure))*Economic loss+ Recovery Cost EAD Where P is Cure rates of NPA account after performance period Economic losses= EAD-Discounted recoveries Discounted recoveries= Min(∑RR x Vi x Discount factor, EAD) i i Annual interest rate =Opportunity cost of bank Discount period=The period for which the recoveries are discounted Recovery cost= Legal Cost + Recover department Cost Sample EL and EL as a % of POS Computations Case 1: Home loan default cases with POS 90 Cr and interest accrued till cutoff date is10 Cr with 2.7% Weighted delinquency and LGD % of 55% Expected Loss = (90+10)Cr*2.7% *55%= 1.48 Cr EL as percentage of POS = 1.48 = 1.48% 100 Cr IM aCS 2010 Printed 11-M ay-11 For Classroom discussion only Page 18
  • 19. Capital adequacy Economic capital Higher capital for higher LTV and FOIR loans Higher capital for loans provided to self employed borrowers Higher capital for longer tenure loans Greater capital required in case of higher concentration in a demographic segment Should be at least equal to the regulatory capital required Regulatory capital As prescribed by Bangladesh Bank from time to time IM aCS 2010 Printed 11-M ay-11 For Classroom discussion only Page 19
  • 20. Risk Adjusted Return on Capital Employed Risk Adjusted Return Risk Income Expenses Adjustment Fee and other Origination Provisions / Interest Interest non interest and servicing Expected Income income Expense costs Loss Capital Required (regulatory) / Employed (economic) IM aCS 2010 Printed 11-M ay-11 For Classroom discussion only Page 20
  • 21. Benefits of portfolio management Enables proactive identification of problem pools and take decisions related to portfolio rebalancing Enables Decisions related to increased efforts for Marketing for the best performing pool Monitoring or collection for delinquent pools Policy changes maybe required due to the result of analysis Risk adjusted returns High spreads but high defaults in a particular segment could mean lower risk adjusted returns with respect to a lower spread and lower default segments IM aCS 2010 Printed 11-M ay-11 For Classroom discussion only Page 21
  • 22. DISCUSSIONS IM aCS 2010 Printed 11-M ay-11 For Classroom discussion only Page 22
  • 23. All the contents of the presentation are confidential and should not be published, reproduced or circulated without the written consent of IFC, Bangladesh Bank and IMaCS. IM aCS 2010 Printed 11-M ay-11 For Classroom discussion only Page 23