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Andrew Davidson

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Andrew Davidson & Co.Fixed-Rate MBS Prepayments & Model Enhancement. Presented by: Okey Obudulu & Ben DiMauro – PowerPoint PPT presentation

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Title: Andrew Davidson


1
Andrew Davidson Co.Fixed-Rate MBS Prepayments
Model Enhancement
  • Presented by
  • Okey Obudulu Ben DiMauro

2
Factors
  • Variables included in the Level Prepayment Model
    are
  • Weighted Average Loan Age (WALA)
  • Weighted average gross coupon (GWAC) Current
    Balance
  • Origination year
  • Origination quarter
  • One-month prepayment

3
Factors
  • Additional factors included in the Enhanced Pool
    Level Model are
  • Average Original Loan Balance
  • Weighted Average Original LTV
  • Weighted Average Original Credit Score (FICO)
  • of refinanced loans in pool
  • of new purchase loans in pool
  • of single-family loans in pool
  • of multi-family loans in pool
  • of owner loans in pool
  • of second homes in pool
  • of investment properties in pool
  • geographical composition of pool

4
Motivation for prepayment
  • Borrowers are likely to prepay to take advantage
    of
  • lower interest rate.
  • obtain a more favorable loan type
  • cash out on the equity in their home.

5
Active borrowers
  • pools one of "active" borrowers and one of
    "passive" borrowers.
  • The assumption is that the active borrowers are
    more sensitive to refinance opportunities.
  • aware of market conditions pertaining to mortgage
    interest rates.

6
  • The key to successfully forecasting using APD is
    reliant upon accurately identify the breakdown
    of active and passive borrowers for a given MBS
    pool without knowing actual pool composition,
    that is, without having exact characteristics of
    each loan in the pool.
  • Assume no migration between the active and
    passive borrowers within a given pool. A borrower
    cannot be passive at the origination of the pool
    and then later become an active borrower.
  • Strict classification of two distinct pools that
    allows the APD method to function.

7
Active SMM equation
  • In order to compute the total prepayment speed in
    single monthly mortality rate (SMM), APD computes
    an SMM for the passive piece and an SMM for the
    active piece.
  • The equation below is the calculation for the
    activeSMM with refi, turnover, cash-out and cure
    as components of the prepay model
  • ActiveSMM turnoverSMM refiSMM cash-outSMM
    cureSMM (Eq. 1)

8
PassiveSMM Equation
  • PassiveSMM includes some refinance
  • PassiveSMM turnoverSMM ß1refiSMM
    ß2cash-outSMM ß3cureSMM (Eq. 2)

9
TotalSMM
  • betas represent the amount of each SMM relative
    to the SMMs from the activeSMM.
  • Values are typically 25 or less.
  • Passive turnoverSMM does not have a beta
    associated with it as turnover is the same for
    both the active and passive pieces of APD
  • Turnover is almost independent of interest rates.
  • Below equation used to compute total SMM for the
    entire pool.
  • TotalSMM ? activeSMM (1 - ?)
    passiveSMM (Eq. 3)

10
TotalSMM Equation
  • Computing the monthly SMM
  • As prepayments occur active ? decreases over
    time.
  • Use formula below to calculate ? for the next
    month.
  • k represents the age in months of the pool
  • ?k1 ?k (1-ActiveSMMk) / (1-TotalSMMk) (Eq.
    4)

11
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