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Financial Engineering & Risk Management 
Introduction to Mortgage Mathematics and Mortgage Backed 
Securities 
M. Haugh G. Iyengar 
Department of Industrial Engineering and Operations Research 
Columbia University
Mortgage-Backed-Securities Markets 
Recall that according to SIFMA, in Q3 2012 the total outstanding amount of US 
bonds was $35.3 trillion: 
Government $10.7 30.4% 
Municipal $3.7 10.5% 
Mortgage $8.2 23.3% 
Corporate $8.6 24.3% 
Agency $2.4 6.7% 
Asset-backed $1.7 4.8% 
Total $35.3 tr 100% 
– the mortgage market accounted for 23.3% of this total! 
The mortgage markets are therefore huge 
– and played a big role in the financial crisis of 2008 / 2009. 
MBS are a particular class of asset-backed securities (ABS) 
– assets backed by underlying pools of securities such as mortgages, 
auto-loans, credit-card receivables, student loans etc. 
– the process by which ABS are created is often called securitization. 
2
MBS Markets 
We will look at some examples of MBS but first must consider the mathematics 
of the underlying mortgages. 
There are many different types of mortgages including: 
1. level-payment mortgages 
2. adjustable-rate mortgages (ARMs) 
3. balloon mortgages 
4. and others. 
We will only consider level-payment mortgages 
– but MBS may be constructed out of other mortgage types as well. 
The construction of MBS is an example of securitization 
– the same ideas apply to asset-backed securities more generally. 
A standard reference on mortgage-backed securities is Bond Markets, Analysis and Strategies (Pearson) 
by F.J Fabozzi. But it is very expensive! 
4
Basic Mortgage Mathematics for Level-Payment Mortgages 
We consider a standard level-payment mortgage: 
Initial mortgage principal is M0 := M. 
We assume equal periodic payments of size B dollars. 
The coupon rate is c per period. 
There are a total of n repayment periods. 
After the n payments, the mortgage principal and interest have all been paid 
– the mortgage is then said to be fully amortizing. 
This means that each payment, B, pays both interest and some of the principal. 
If Mk denotes the mortgage principal remaining after the kth period then 
Mk = (1 + c)Mk−1 − B for k = 0, 1, 2, . . . , n (1) 
with Mn = 0. 
5
Basic Mortgage Mathematics for Level-Payment Mortgages 
Can iterate (1) to obtain 
Mk = (1 + c)kM0 − B 
Xk−1 
p=0 
(1 + c)p 
= (1 + c)kM0 − B 
(1 + c)k − 1 
c 
 
. (2) 
But Mn = 0 and so we obtain 
B = c(1 + c)nM0 
(1 + c)n − 1 . (3) 
Can now substitute (3) back into (2) and obtain 
Mk = M0 
(1 + c)n − (1 + c)k 
(1 + c)n − 1 . (4) 
6
The Present Value of a Level-Payment Mortgage 
Suppose now that we wish to compute the present value of the mortgage 
assuming a deterministic world 
- with no possibility of defaults or prepayments. 
Then assuming a risk-free interest rate of r per period, we obtain that the fair 
mortgage value as 
F0 = 
Xn 
k=1 
B 
(1 + r)k 
= c(1 + c)nM0 
(1 + c)n − 1 × 
(1 + r)n − 1 
r(1 + r)n . (5) 
Note that if r = c then (5) immediately implies that F0 = M0 
– as expected! 
In general, however, r  c, to account for the possibility of default, prepayment, 
servicing fees, profits, payment uncertainty etc. 
7
Scheduled Principal and Interest Payments 
Since we know Mk−1 we can compute the interest 
Ik := cMk−1 
on Mk−1 that would be due in the next period, i.e. period k. 
This also means we can interpret the kth payment as paying 
Pk : = B − cMk−1 
of the remaining principal, Mk−1. 
So in any time period, k, we can easily break down the payment B into a 
scheduled principal payment, Pk, and a scheduled interest payment, Ik 
– we will use this observation later to create principal-only and interest-only 
MBS. 
8
Financial Engineering  Risk Management 
Prepayment Risk and Mortgage Pass-Throughs 
M. Haugh G. Iyengar 
Department of Industrial Engineering and Operations Research 
Columbia University
Prepayment Risk 
Many mortgage-holders in the US are allowed to pre-pay the mortgage principal 
earlier than scheduled 
– payments made in excess of the scheduled payments are called 
prepayments. 
There are many possible reasons for prepayments: 
1. homeowners must prepay entire mortgage when they sell their home 
2. homeowners can refinance their mortgage at a better interest rate 
3. homeowners may default on their mortgage payments 
– if mortgage is insured then insurer will prepay the mortgage 
4. home may be destroyed by flooding, fire etc. 
– again insurance proceeds will prepay the mortgage. 
Prepayment modeling is therefore an important feature of pricing MBS 
– and the value of some MBS is extremely dependent on prepayment 
behavior. 
Will now consider the simplest type of MBS 
– the mortgage pass-through. 
2
Mortgage Pass-Throughs 
In practice, mortgages are often sold on to third parties who can then pool 
these mortgages together to create mortgage-backed securities (MBS). 
In the US the third parties are either government sponsored agencies (GSAs) 
such as Ginnie Mae, Freddie Mac or Fannie Mae, or other non-agency third 
parties such as commercial banks. 
MBS that are issued by the government-sponsored agencies are guaranteed 
against default 
– not true of non-agency MBS. 
The modeling of MBS therefore depends on whether they are agency or 
non-agency MBS. 
The simplest type of MBS is the pass-through MBS where a group of 
mortgages are pooled together. 
Investors in this MBS receive monthly payments representing the interest 
and principal payments of the underlying mortgages. 
3
Mortgage Pass-Throughs 
The pass-through coupon rate, however, is strictly less than than the 
average coupon rate of the underlying mortgages 
– due to fees associated with servicing the mortgages. 
Will assume that our MBS are agency-issued and are therefore default-free. 
Definition. The weighted average coupon rate (WAC) is a weighted average of 
the coupon rates in the mortgage pool with weights equal to mortgage amounts 
still outstanding. 
Definition. The weighted average maturity (WAM) is a weighted average of the 
remaining months to maturity of each mortgage in the mortgage pool with 
weights equal to the mortgage amounts still outstanding. 
5
Prepayment Conventions 
There are important prepayment conventions that are often used by market 
participants when quoting yields and prices of MBS. 
– but first need some definitions. 
Definition. The conditional prepayment rate (CPR) is the annual rate at which a 
given mortgage pool prepays. It is expressed as a percentage of the current 
outstanding principal level in the underlying mortgage pool. 
Definition. The single-month mortality rate (SMM) is the CPR converted to a 
monthly rate assuming monthly compounding. 
The CPR and SMM are therefore related by 
SMM = 1 − (1 − CPR)1/12 
CPR = 1 − (1 − SMM)12. 
6
Prepayment Conventions 
In practice, the CPR is stochastic and depends on the mortgage pool and other 
economic variables. 
However, market participants often use a deterministic prepayment schedule as 
a mechanism to quote MBS yields and so-called option-adjusted spreads etc. 
The standard benchmark is the Public Securities Association (PSA) benchmark. 
The PSA benchmark assumes the following for 30 year mortgages: 
CPR = 
 
6% × (t/30), if t  30 
6%, if t  30. 
where t is the number of months since the mortgage pool originated. 
Slower or faster prepayment rates are then given as some percentage or multiple 
of PSA. 
7
The Average Life of an MBS 
Given a particular prepayment assumption the average life of an MBS is defined 
as 
Average Life = 
XT 
k=1 
kPk 
12 × TP (6) 
– where Pk is the principal (scheduled and projected prepayment) paid at 
time k 
– TP is the total principal amount 
– T is the total number of months 
– and we divide by 12 so that average life is measured in years. 
It is immediate that the average life decreases as the PSA speed increases. 
8
Mortgage Yields 
In practice the price of a given MBS security is observed in the market place 
and from this a corresponding yield-to-maturity can be determined. 
This yield is the interest rate that will make the present value of the 
expected cash-flows equal to the market price. 
The expected cash-flows are determined based on some underlying 
prepayment assumption such as 100 PSA, 300 PSA etc. 
– so any quoted yield must be with respect to some prepayment 
assumptions. 
When the yield is quoted as an annual rate based on semi-annual 
compounding it is called a bond-equivalent yield. 
Yields are clearly very limited when it comes to evaluating an MBS and 
indeed fixed-income securities in general. 
Indeed the option-adjusted-spread (OAS) is the market standard for quoting 
yields on MBS and indeed other fixed income securities with embedded 
options. 
9
Prepayment Risks for Mortgage Pass-Throughs 
An investor in an MBS pass-through is of course exposed to interest rate risk 
in that the present value of any fixed set of cash-flows decreases as interest 
rates increase. 
However, a pass-through investor is also exposed to prepayment risk, in 
particular contraction risk and extension risk. 
When interest rates decline prepayments tend to increase and the additional 
prepaid principal can only be invested at lower interest rates 
– this is contraction risk. 
When interest rates increase, prepayments tend to decrease and so there is less 
prepaid principal that can be invested at the higher rates 
– this is extension risk. 
10
Financial Engineering  Risk Management 
Principal-Only and Interest-Only MBS 
M. Haugh G. Iyengar 
Department of Industrial Engineering and Operations Research 
Columbia University
Principal-Only and Interest-Only MBS 
Since we know Mk−1 we can compute the interest 
Ik := cMk−1 
on Mk−1 that would be due in the next period, i.e. period k. 
This also means we can interpret the kth payment as paying 
Pk : = B − cMk−1 
of the remaining principal, Mk−1. 
Now recall our earlier expression for Mk: 
Mk = (1 + c)kM0 − B 
(1 + c)k − 1 
c 
 
. (7) 
Using (7), we therefore obtain 
Pk = B − c 
 
(1 + c)k−1M0 − B 
(1 + c)k−1 − 1 
c 
 
= (B − cM0) (1 + c)k−1. 
3
Principal-Only MBS 
The present value, V0, of the principal payment stream is therefore given by 
V0 = (B − cM0) (1 + r)n − (1 + c)n 
(r − c)(1 + r)n (8) 
where, as before, r, is the per-period risk-free interest rate. 
Can use l’Hôpital’s rule to check that 
lim 
c!r 
V0 = n(B − rM0) 
1 + r . 
Now recall our earlier expression: 
B = c(1 + c)nM0 
(1 + c)n − 1 . (9) 
If we use (9) to substitute for B in (8) then we obtain 
V0 = cM0 
(1 + c)n − 1 × 
(1 + r)n − (1 + c)n 
(r − c)(1 + r)n . (10) 
4
Principal-Only MBS 
In the case r = c (10) reduces to 
V0 = rnM0 
(1 + r) [(1 + r)n − 1] . (11) 
It is clear that the earlier mortgage payments comprise of interest payments 
rather than principal payments 
– only later in the mortgage is this relationship reversed. 
Indeed this property is reflected in the fact that 
lim 
n!1 
V0 = 0. 
5
Interest-Only MBS 
We can also compute the present value, W0 say, of the interest payment 
stream 
– again assuming there are no mortgage prepayments. 
To do this we could compute the sum 
W0 = 
Xn 
k=1 
Ik 
(1 + r)k 
– but much easier to recognize that the sum of the principal-only and 
interest-only streams must equal the total value of the mortgage, F0. 
Now recall our earlier expression for F0: 
F0 = c(1 + c)nM0 
(1 + c)n − 1 × 
(1 + r)n − 1 
r(1 + r)n . (12) 
6
Interest-Only MBS 
Since W0 = F0 − V0 we can use (12) and (10) to obtain 
W0 = cM0 
[(1 + c)n − 1](1 + r)n 
 
(1 + c)n (1 + r)n − 1 
r − 
(1 + r)n − (1 + c)n 
r − c 
 
. 
Moreover when r ! c it is easy to check that this reduces to 
W0 = M0 − 
rnM0 
(1 + r) [(1 + r)n − 1] 
as expected from (11) and since F0 = M0 when r = c. 
7
Financial Engineering  Risk Management 
Risks of Principal-Only and Interest-Only MBS 
M. Haugh G. Iyengar 
Department of Industrial Engineering and Operations Research 
Columbia University
Duration of the Principal-Only MBS 
Again we assume no prepayments and consider the durations of the PO and IO 
cash-flow streams. 
The duration of a cash-flow is a weighted average of the times at which each 
component of the cash-flow is received 
– a standard measure of the risk of a cash-flow. 
It should be clear that the principal stream has a longer duration than the 
interest stream. 
If we let DP denote the duration of the principal stream, then it is given by 
DP = 1 
12V0 
Xn 
k=1 
k Pk 
(1 + r)k (13) 
where we divide by 12 in (13) to convert the duration into annual rather than 
monthly time units. 
3
Duration of the Interest-Only MBS 
Similarly, we can compute the duration, DI , of the interest-only stream as 
DI = 1 
12W0 
Xn 
k=1 
k Ik 
(1 + r)k 
= 1 
12W0 
Xn 
k=1 
k (B − Pk) 
(1 + r)k 
= 1 
12W0 
Xn 
k=1 
k B 
(1 + r)k − 
V0 
W0 
DP. (14) 
4
Principal-Only and Interest-Only MBS in Practice 
To this point we have assumed that prepayments do not occur. 
But this is not realistic: in practice pass-throughs do experience prepayments and 
the PO and IO cash-flows must reflect these prepayments correctly. 
But this is straightforward: the interest payment in period k is simply, as before, 
Ik := cMk−1 
where Mk−1 is the mortgage balance at the end of period k − 1. 
Mk must now be calculated iteratively on a path-by-path basis as 
Mk = Mk−1 − ScheduledPrincipalPaymentk − Prepaymentk, 
for k = 1, . . . , n and where ScheduledPrincipalPaymentk is now the scheduled 
principal payment (adjusted for earlier prepayments) in period k. 
5
The Risks of PO and IO MBS 
The risk profiles of principal-only and interest-only securities are very different 
from one another. 
The principal-only investor would like prepayments to increase. 
The interest-only investor wants prepayments to decrease 
– after all the IO investor only earns interest at time k on the mortgage 
balance remaining at time k. 
In fact the IO security is that rare fixed income security whose price tends to 
follow the general level of interest rates: 
– when interest rates fall the value of the IO security tends to decrease 
– and when interest rates increase the expected cash-flow increases due to 
fewer prepayments but the discount factor decreases 
– the net effect can be a rise or fall in value of the IO security. 
Question: What happens to the value of a PO security when interest rates (i) 
increase and (ii) decrease? 
6
Financial Engineering  Risk Management 
Collateralized Mortgage Obligations (CMOs) 
M. Haugh G. Iyengar 
Department of Industrial Engineering and Operations Research 
Columbia University
Collateralized Mortgage Obligations (CMOs) 
Collateralized mortgage obligations (CMOS) are mortgage-backed securities that 
have been created by redirecting the cash-flows from other mortgage securities 
– created mainly to mitigate prepayment risk and create securities that are 
better suited to potential investors. 
In practice CMOs are often created from pass-through’s but they can also be 
created from other MBS including, for example, principal-only MBS. 
There are many types of CMOs including 
- sequential CMOs 
- CMOs with accrual bonds 
- CMOs with floating-rate and inverse-floating-rate tranches 
- planned amortization class (PAC) CMOs. 
We’ll briefly describe sequential CMOs. 
2
Sequential CMOs 
The basic structure of a sequential CMO is that there are several tranches which 
are ordered in such a way that they are retired sequentially. 
For example, the payment structure of a sequential CMO with tranches A, B, C 
and D might be as follows: 
Sequential CMO Payment Structure 
1. Periodic coupon interest is disbursed to each tranche on the basis of the 
amount of principal outstanding in the tranche at the beginning of the 
period. 
2. All principal payments are disbursed to tranche A until it is paid off entirely. 
After tranche A has been paid off all principal payments are disbursed to 
tranche B until it is paid off entirely. After tranche B has been paid off all 
principal payments are disbursed to tranche C until it is paid off entirely. 
After tranche C has been paid off all principal payments are disbursed to 
tranche D until it is paid off entirely. 
3
Financial Engineering  Risk Management 
Pricing Mortgage-Backed-Securities 
M. Haugh G. Iyengar 
Department of Industrial Engineering and Operations Research 
Columbia University
Prepayment Modeling 
In many respects, the prepayment model is the most important feature of 
any residential MBS pricing engine. 
Term-structure models are well understood in the financial engineering 
community 
– but this is not true of prepayment models. 
The main problem is that there is relatively little publicly available 
information concerning prepayments rates 
– so very difficult to calibrate prepayment models. 
One well known publicly available model is due to Richard and Roll (1989) 
– they model the conditional prepayment rate (CPR) whose definition 
we recall: 
Definition. The CPR is the rate at which a given mortgage pool prepays. It is 
expressed as a percentage of the current outstanding principal level in the 
underlying mortgage pool. 
2
A Particular Prepayment Model (Richard and Roll 1989) 
The model of Richard and Roll assumes 
CPRk = RIk × AGEk ×MMk × BMk 
where 
- RIk is the refinancing incentive 
e.g. RIk = .28 + .14 tan−1 (−8.57 + 430 (WAC − rk(10))) (15) 
where rk(10) is the prevailing 10-year spot rate at time k. 
- AGEk is the seasoning multiplier, e.g. AGEk = min (1, t/30) 
- MMk is the monthly multiplier. 
- BMk is the burnout multiplier 
e.g. BMk = .3 + .7 Mk−1 
M0 
where Mk is the remaining principal balance at time k. 
3
Choosing a Term Structure Model 
We also need to specify a term-structure model in order to fully specify the 
mortgage pricing model. 
The term structure model will be used to: 
(i) discount all of the MBS cash-flows in the usual risk-neutral pricing framework 
(ii) to compute the refinancing incentive according to (15), for example. 
Whatever term-structure model is used, it is important that we are able to 
compute the relevant interest rates analytically 
– for example, r10(k) in the prepayment model of Richard and Roll. 
Such a model would first need to be calibrated to the term structure of 
interest rates in the market place as well as liquid interest rate derivatives. 
The actual pricing of MBS then requires Monte-Carlo simulation 
– very computationally intensive 
– analytic prices not available. 
4
The Financial Crisis 
The so-called sub-prime mortgage market played an important role in the 
financial crisis of 2008-2009. 
Sub-prime mortgages are mortgages that are issued to home-owners with very 
weak credit 
– the true credit quality of the home-owners was often hidden 
– the mortgages were often ARMs with so-called teaser rates 
– very low initial mortgage rates intended to “tease” the home-owner into 
accepting the mortgage. 
The financial engineering aspect of the MBS-ABS market certainly played a role 
in the crisis 
– particularly when combined with the alphabet soup of CDO’s and 
ABS-CDO’s 
– these products are too complex and too difficult to model. 
But there were many other causes including: moral hazard problem of mortgage 
brokers, ratings agencies, bankers etc, inadequate regulation, inadequate risk 
management and poor corporate governance. 
5

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Lecture slides mortgage_models_mooc_masterslides

  • 1. Financial Engineering & Risk Management Introduction to Mortgage Mathematics and Mortgage Backed Securities M. Haugh G. Iyengar Department of Industrial Engineering and Operations Research Columbia University
  • 2. Mortgage-Backed-Securities Markets Recall that according to SIFMA, in Q3 2012 the total outstanding amount of US bonds was $35.3 trillion: Government $10.7 30.4% Municipal $3.7 10.5% Mortgage $8.2 23.3% Corporate $8.6 24.3% Agency $2.4 6.7% Asset-backed $1.7 4.8% Total $35.3 tr 100% – the mortgage market accounted for 23.3% of this total! The mortgage markets are therefore huge – and played a big role in the financial crisis of 2008 / 2009. MBS are a particular class of asset-backed securities (ABS) – assets backed by underlying pools of securities such as mortgages, auto-loans, credit-card receivables, student loans etc. – the process by which ABS are created is often called securitization. 2
  • 3.
  • 4. MBS Markets We will look at some examples of MBS but first must consider the mathematics of the underlying mortgages. There are many different types of mortgages including: 1. level-payment mortgages 2. adjustable-rate mortgages (ARMs) 3. balloon mortgages 4. and others. We will only consider level-payment mortgages – but MBS may be constructed out of other mortgage types as well. The construction of MBS is an example of securitization – the same ideas apply to asset-backed securities more generally. A standard reference on mortgage-backed securities is Bond Markets, Analysis and Strategies (Pearson) by F.J Fabozzi. But it is very expensive! 4
  • 5. Basic Mortgage Mathematics for Level-Payment Mortgages We consider a standard level-payment mortgage: Initial mortgage principal is M0 := M. We assume equal periodic payments of size B dollars. The coupon rate is c per period. There are a total of n repayment periods. After the n payments, the mortgage principal and interest have all been paid – the mortgage is then said to be fully amortizing. This means that each payment, B, pays both interest and some of the principal. If Mk denotes the mortgage principal remaining after the kth period then Mk = (1 + c)Mk−1 − B for k = 0, 1, 2, . . . , n (1) with Mn = 0. 5
  • 6. Basic Mortgage Mathematics for Level-Payment Mortgages Can iterate (1) to obtain Mk = (1 + c)kM0 − B Xk−1 p=0 (1 + c)p = (1 + c)kM0 − B (1 + c)k − 1 c . (2) But Mn = 0 and so we obtain B = c(1 + c)nM0 (1 + c)n − 1 . (3) Can now substitute (3) back into (2) and obtain Mk = M0 (1 + c)n − (1 + c)k (1 + c)n − 1 . (4) 6
  • 7. The Present Value of a Level-Payment Mortgage Suppose now that we wish to compute the present value of the mortgage assuming a deterministic world - with no possibility of defaults or prepayments. Then assuming a risk-free interest rate of r per period, we obtain that the fair mortgage value as F0 = Xn k=1 B (1 + r)k = c(1 + c)nM0 (1 + c)n − 1 × (1 + r)n − 1 r(1 + r)n . (5) Note that if r = c then (5) immediately implies that F0 = M0 – as expected! In general, however, r c, to account for the possibility of default, prepayment, servicing fees, profits, payment uncertainty etc. 7
  • 8. Scheduled Principal and Interest Payments Since we know Mk−1 we can compute the interest Ik := cMk−1 on Mk−1 that would be due in the next period, i.e. period k. This also means we can interpret the kth payment as paying Pk : = B − cMk−1 of the remaining principal, Mk−1. So in any time period, k, we can easily break down the payment B into a scheduled principal payment, Pk, and a scheduled interest payment, Ik – we will use this observation later to create principal-only and interest-only MBS. 8
  • 9. Financial Engineering Risk Management Prepayment Risk and Mortgage Pass-Throughs M. Haugh G. Iyengar Department of Industrial Engineering and Operations Research Columbia University
  • 10. Prepayment Risk Many mortgage-holders in the US are allowed to pre-pay the mortgage principal earlier than scheduled – payments made in excess of the scheduled payments are called prepayments. There are many possible reasons for prepayments: 1. homeowners must prepay entire mortgage when they sell their home 2. homeowners can refinance their mortgage at a better interest rate 3. homeowners may default on their mortgage payments – if mortgage is insured then insurer will prepay the mortgage 4. home may be destroyed by flooding, fire etc. – again insurance proceeds will prepay the mortgage. Prepayment modeling is therefore an important feature of pricing MBS – and the value of some MBS is extremely dependent on prepayment behavior. Will now consider the simplest type of MBS – the mortgage pass-through. 2
  • 11. Mortgage Pass-Throughs In practice, mortgages are often sold on to third parties who can then pool these mortgages together to create mortgage-backed securities (MBS). In the US the third parties are either government sponsored agencies (GSAs) such as Ginnie Mae, Freddie Mac or Fannie Mae, or other non-agency third parties such as commercial banks. MBS that are issued by the government-sponsored agencies are guaranteed against default – not true of non-agency MBS. The modeling of MBS therefore depends on whether they are agency or non-agency MBS. The simplest type of MBS is the pass-through MBS where a group of mortgages are pooled together. Investors in this MBS receive monthly payments representing the interest and principal payments of the underlying mortgages. 3
  • 12.
  • 13. Mortgage Pass-Throughs The pass-through coupon rate, however, is strictly less than than the average coupon rate of the underlying mortgages – due to fees associated with servicing the mortgages. Will assume that our MBS are agency-issued and are therefore default-free. Definition. The weighted average coupon rate (WAC) is a weighted average of the coupon rates in the mortgage pool with weights equal to mortgage amounts still outstanding. Definition. The weighted average maturity (WAM) is a weighted average of the remaining months to maturity of each mortgage in the mortgage pool with weights equal to the mortgage amounts still outstanding. 5
  • 14. Prepayment Conventions There are important prepayment conventions that are often used by market participants when quoting yields and prices of MBS. – but first need some definitions. Definition. The conditional prepayment rate (CPR) is the annual rate at which a given mortgage pool prepays. It is expressed as a percentage of the current outstanding principal level in the underlying mortgage pool. Definition. The single-month mortality rate (SMM) is the CPR converted to a monthly rate assuming monthly compounding. The CPR and SMM are therefore related by SMM = 1 − (1 − CPR)1/12 CPR = 1 − (1 − SMM)12. 6
  • 15. Prepayment Conventions In practice, the CPR is stochastic and depends on the mortgage pool and other economic variables. However, market participants often use a deterministic prepayment schedule as a mechanism to quote MBS yields and so-called option-adjusted spreads etc. The standard benchmark is the Public Securities Association (PSA) benchmark. The PSA benchmark assumes the following for 30 year mortgages: CPR = 6% × (t/30), if t 30 6%, if t 30. where t is the number of months since the mortgage pool originated. Slower or faster prepayment rates are then given as some percentage or multiple of PSA. 7
  • 16. The Average Life of an MBS Given a particular prepayment assumption the average life of an MBS is defined as Average Life = XT k=1 kPk 12 × TP (6) – where Pk is the principal (scheduled and projected prepayment) paid at time k – TP is the total principal amount – T is the total number of months – and we divide by 12 so that average life is measured in years. It is immediate that the average life decreases as the PSA speed increases. 8
  • 17. Mortgage Yields In practice the price of a given MBS security is observed in the market place and from this a corresponding yield-to-maturity can be determined. This yield is the interest rate that will make the present value of the expected cash-flows equal to the market price. The expected cash-flows are determined based on some underlying prepayment assumption such as 100 PSA, 300 PSA etc. – so any quoted yield must be with respect to some prepayment assumptions. When the yield is quoted as an annual rate based on semi-annual compounding it is called a bond-equivalent yield. Yields are clearly very limited when it comes to evaluating an MBS and indeed fixed-income securities in general. Indeed the option-adjusted-spread (OAS) is the market standard for quoting yields on MBS and indeed other fixed income securities with embedded options. 9
  • 18. Prepayment Risks for Mortgage Pass-Throughs An investor in an MBS pass-through is of course exposed to interest rate risk in that the present value of any fixed set of cash-flows decreases as interest rates increase. However, a pass-through investor is also exposed to prepayment risk, in particular contraction risk and extension risk. When interest rates decline prepayments tend to increase and the additional prepaid principal can only be invested at lower interest rates – this is contraction risk. When interest rates increase, prepayments tend to decrease and so there is less prepaid principal that can be invested at the higher rates – this is extension risk. 10
  • 19. Financial Engineering Risk Management Principal-Only and Interest-Only MBS M. Haugh G. Iyengar Department of Industrial Engineering and Operations Research Columbia University
  • 20.
  • 21. Principal-Only and Interest-Only MBS Since we know Mk−1 we can compute the interest Ik := cMk−1 on Mk−1 that would be due in the next period, i.e. period k. This also means we can interpret the kth payment as paying Pk : = B − cMk−1 of the remaining principal, Mk−1. Now recall our earlier expression for Mk: Mk = (1 + c)kM0 − B (1 + c)k − 1 c . (7) Using (7), we therefore obtain Pk = B − c (1 + c)k−1M0 − B (1 + c)k−1 − 1 c = (B − cM0) (1 + c)k−1. 3
  • 22. Principal-Only MBS The present value, V0, of the principal payment stream is therefore given by V0 = (B − cM0) (1 + r)n − (1 + c)n (r − c)(1 + r)n (8) where, as before, r, is the per-period risk-free interest rate. Can use l’Hôpital’s rule to check that lim c!r V0 = n(B − rM0) 1 + r . Now recall our earlier expression: B = c(1 + c)nM0 (1 + c)n − 1 . (9) If we use (9) to substitute for B in (8) then we obtain V0 = cM0 (1 + c)n − 1 × (1 + r)n − (1 + c)n (r − c)(1 + r)n . (10) 4
  • 23. Principal-Only MBS In the case r = c (10) reduces to V0 = rnM0 (1 + r) [(1 + r)n − 1] . (11) It is clear that the earlier mortgage payments comprise of interest payments rather than principal payments – only later in the mortgage is this relationship reversed. Indeed this property is reflected in the fact that lim n!1 V0 = 0. 5
  • 24. Interest-Only MBS We can also compute the present value, W0 say, of the interest payment stream – again assuming there are no mortgage prepayments. To do this we could compute the sum W0 = Xn k=1 Ik (1 + r)k – but much easier to recognize that the sum of the principal-only and interest-only streams must equal the total value of the mortgage, F0. Now recall our earlier expression for F0: F0 = c(1 + c)nM0 (1 + c)n − 1 × (1 + r)n − 1 r(1 + r)n . (12) 6
  • 25. Interest-Only MBS Since W0 = F0 − V0 we can use (12) and (10) to obtain W0 = cM0 [(1 + c)n − 1](1 + r)n (1 + c)n (1 + r)n − 1 r − (1 + r)n − (1 + c)n r − c . Moreover when r ! c it is easy to check that this reduces to W0 = M0 − rnM0 (1 + r) [(1 + r)n − 1] as expected from (11) and since F0 = M0 when r = c. 7
  • 26. Financial Engineering Risk Management Risks of Principal-Only and Interest-Only MBS M. Haugh G. Iyengar Department of Industrial Engineering and Operations Research Columbia University
  • 27.
  • 28. Duration of the Principal-Only MBS Again we assume no prepayments and consider the durations of the PO and IO cash-flow streams. The duration of a cash-flow is a weighted average of the times at which each component of the cash-flow is received – a standard measure of the risk of a cash-flow. It should be clear that the principal stream has a longer duration than the interest stream. If we let DP denote the duration of the principal stream, then it is given by DP = 1 12V0 Xn k=1 k Pk (1 + r)k (13) where we divide by 12 in (13) to convert the duration into annual rather than monthly time units. 3
  • 29. Duration of the Interest-Only MBS Similarly, we can compute the duration, DI , of the interest-only stream as DI = 1 12W0 Xn k=1 k Ik (1 + r)k = 1 12W0 Xn k=1 k (B − Pk) (1 + r)k = 1 12W0 Xn k=1 k B (1 + r)k − V0 W0 DP. (14) 4
  • 30. Principal-Only and Interest-Only MBS in Practice To this point we have assumed that prepayments do not occur. But this is not realistic: in practice pass-throughs do experience prepayments and the PO and IO cash-flows must reflect these prepayments correctly. But this is straightforward: the interest payment in period k is simply, as before, Ik := cMk−1 where Mk−1 is the mortgage balance at the end of period k − 1. Mk must now be calculated iteratively on a path-by-path basis as Mk = Mk−1 − ScheduledPrincipalPaymentk − Prepaymentk, for k = 1, . . . , n and where ScheduledPrincipalPaymentk is now the scheduled principal payment (adjusted for earlier prepayments) in period k. 5
  • 31. The Risks of PO and IO MBS The risk profiles of principal-only and interest-only securities are very different from one another. The principal-only investor would like prepayments to increase. The interest-only investor wants prepayments to decrease – after all the IO investor only earns interest at time k on the mortgage balance remaining at time k. In fact the IO security is that rare fixed income security whose price tends to follow the general level of interest rates: – when interest rates fall the value of the IO security tends to decrease – and when interest rates increase the expected cash-flow increases due to fewer prepayments but the discount factor decreases – the net effect can be a rise or fall in value of the IO security. Question: What happens to the value of a PO security when interest rates (i) increase and (ii) decrease? 6
  • 32. Financial Engineering Risk Management Collateralized Mortgage Obligations (CMOs) M. Haugh G. Iyengar Department of Industrial Engineering and Operations Research Columbia University
  • 33. Collateralized Mortgage Obligations (CMOs) Collateralized mortgage obligations (CMOS) are mortgage-backed securities that have been created by redirecting the cash-flows from other mortgage securities – created mainly to mitigate prepayment risk and create securities that are better suited to potential investors. In practice CMOs are often created from pass-through’s but they can also be created from other MBS including, for example, principal-only MBS. There are many types of CMOs including - sequential CMOs - CMOs with accrual bonds - CMOs with floating-rate and inverse-floating-rate tranches - planned amortization class (PAC) CMOs. We’ll briefly describe sequential CMOs. 2
  • 34. Sequential CMOs The basic structure of a sequential CMO is that there are several tranches which are ordered in such a way that they are retired sequentially. For example, the payment structure of a sequential CMO with tranches A, B, C and D might be as follows: Sequential CMO Payment Structure 1. Periodic coupon interest is disbursed to each tranche on the basis of the amount of principal outstanding in the tranche at the beginning of the period. 2. All principal payments are disbursed to tranche A until it is paid off entirely. After tranche A has been paid off all principal payments are disbursed to tranche B until it is paid off entirely. After tranche B has been paid off all principal payments are disbursed to tranche C until it is paid off entirely. After tranche C has been paid off all principal payments are disbursed to tranche D until it is paid off entirely. 3
  • 35.
  • 36. Financial Engineering Risk Management Pricing Mortgage-Backed-Securities M. Haugh G. Iyengar Department of Industrial Engineering and Operations Research Columbia University
  • 37. Prepayment Modeling In many respects, the prepayment model is the most important feature of any residential MBS pricing engine. Term-structure models are well understood in the financial engineering community – but this is not true of prepayment models. The main problem is that there is relatively little publicly available information concerning prepayments rates – so very difficult to calibrate prepayment models. One well known publicly available model is due to Richard and Roll (1989) – they model the conditional prepayment rate (CPR) whose definition we recall: Definition. The CPR is the rate at which a given mortgage pool prepays. It is expressed as a percentage of the current outstanding principal level in the underlying mortgage pool. 2
  • 38. A Particular Prepayment Model (Richard and Roll 1989) The model of Richard and Roll assumes CPRk = RIk × AGEk ×MMk × BMk where - RIk is the refinancing incentive e.g. RIk = .28 + .14 tan−1 (−8.57 + 430 (WAC − rk(10))) (15) where rk(10) is the prevailing 10-year spot rate at time k. - AGEk is the seasoning multiplier, e.g. AGEk = min (1, t/30) - MMk is the monthly multiplier. - BMk is the burnout multiplier e.g. BMk = .3 + .7 Mk−1 M0 where Mk is the remaining principal balance at time k. 3
  • 39. Choosing a Term Structure Model We also need to specify a term-structure model in order to fully specify the mortgage pricing model. The term structure model will be used to: (i) discount all of the MBS cash-flows in the usual risk-neutral pricing framework (ii) to compute the refinancing incentive according to (15), for example. Whatever term-structure model is used, it is important that we are able to compute the relevant interest rates analytically – for example, r10(k) in the prepayment model of Richard and Roll. Such a model would first need to be calibrated to the term structure of interest rates in the market place as well as liquid interest rate derivatives. The actual pricing of MBS then requires Monte-Carlo simulation – very computationally intensive – analytic prices not available. 4
  • 40. The Financial Crisis The so-called sub-prime mortgage market played an important role in the financial crisis of 2008-2009. Sub-prime mortgages are mortgages that are issued to home-owners with very weak credit – the true credit quality of the home-owners was often hidden – the mortgages were often ARMs with so-called teaser rates – very low initial mortgage rates intended to “tease” the home-owner into accepting the mortgage. The financial engineering aspect of the MBS-ABS market certainly played a role in the crisis – particularly when combined with the alphabet soup of CDO’s and ABS-CDO’s – these products are too complex and too difficult to model. But there were many other causes including: moral hazard problem of mortgage brokers, ratings agencies, bankers etc, inadequate regulation, inadequate risk management and poor corporate governance. 5