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*Coupled Lattice Efficiency Analysis (PATENTED)
CLEAN™*
A Patented Approach to MBS Valuation
2
Heard It Through The Grapevine
"The actual sensitivity of MSRs to implied volatility
is complex and somewhat controversial”
Ben Golub in "Mark-to-Market Methodology, Mortgage
Servicing Rights, and Hedging Effectiveness“
“The model we use doesn’t even get the sign right
for volatility hedging of MSRs”
A/L management advisor
“The price response to skew adjustment seems
exaggerated”
Hedge fund manager
Why do intuition and model disagree
when it comes to volatility?
3
Observations
Modeling prepayments is only a means to an end
The goal is proper valuation and risk measurement
A mortgage is a callable amortizing bond
Prepayment models should be consistent with callable
bond models
Bonds (mortgages) are refunded (refinanced) when
the call option is worth more dead than alive
Therefore bond and mortgage models should respond
similarly to interest rate levels and volatility changes
4
Dynamic Versus Static Variables
In an MBS model
Interest rate driven prepayments
Dynamically hedged
Modeled using a stochastic interest rate process
Other prepayments, such as turnover and defaults
Either not hedged or statically hedged
Modeled statically in CLEAN
5
A financial engineer homeowner uses an option
valuation model
Refinances optimally
Others refinance too early or too late
Early refinancers are called “leapers”
Rarely occurs
Late refinancers are called “laggards”
AKA analysis shows that the 50 bps rule of thumb
is sensible
Most homeowners refinance near-optimally!
Optimum Option Exercise Provides
Benchmark for Suboptimal Behavior
6
MBS Valuation Using CLEAN™
Two separate yield curves are required
One calibrated to mortgage rates
Other calibrated to MBS yields
Modeled using coupled lattice
Mortgage rates used to determine refis
Using notion of call efficiency
MBS rates used for discounting MBS cash
flows
7
Benchmark yield curve and volatility
USD swap curve and appropriate swaption vol
Prepayment parameters
Laggard distribution
Turnover speed vector
Default/buyout speed and recovery percentage vectors
Refinancing cost
Fixed percentage of original principal
Homeowner credit spread
Analogous to corporate credit spread
MBS price/OAS
For EOD pricing, use OAS calibrated to TBA prices
CLEAN™ Model Input Parameters
8
Calibration of CLEAN™:
Straightforward and Intuitive
Rarely adjusted
Laggard distribution
Turnover speed
Default recovery percentage
Refinancing cost
Occasionally adjusted
Homeowner credit spread
Default/buyout speed
9
Calibrating Homeowner Credit Spread
For Agency Pools
Should be consistent with prevailing mortgage rates
Approximately 120 bps for current coupon pools
Implies refi option premium of approximately 40 bps
Higher credit spread for higher coupon collateral
Implies weaker credit, ceteris paribus
Calibrated to dealer consensus duration/convexity, and specified pool
pay-up grids
Additional factors that can be incorporated:
Fannie/Freddie vs. Ginnie/FHA
LTV, FICO
Year of origination
Loan size
Percent of non-owner occupied (low refi rate, high turnover rate)
Average points paid
Credit migration
10
Estimated Homeowner Credit Spread
FNMA TBA Coupon Stack – July 23, 2010
TBA WAC (%)
Homeowner Credit
Spread (bps)
FNCL 4 4.585 110
FNCL 4.5 4.950 110
FNCL 5 5.428 175
FNCL 5.5 5.949 240
FNCL 6 6.517 320
FNCL 6.5 6.975 400
FNCL 7 7.645 480
11
OAS Implied by TBA Prices
FNMA 30-yr TBA OAS of CLEAN (July 23, 2010)
0
40
80
120
4.0 4.5 5.0 5.5 6.0 6.5
MBS coupon (%)
OAS(bp)
10-yr agency spread
CLEAN
12
CLEAN™ OAS Closely Tracks
Agency Debenture Spread
-50
0
50
100
150
1/1/2009 6/1/2009 10/30/2009 3/30/2010
Spreads(bps)
FNCL 4.5 OAS vs. Agency Debenture Spreads
(1/2/2009 - 4/13/2010)
FNCL4.5 OAS
10-yragency spreads
13
CLEAN™ OAS Movements Comparable to
JPM OAS Movements
CLEAN vs. JPM FNCL 4.5 OAS (1/2/2009 - 7/19/2010)
-40
0
40
80
120
1/2/2009 7/3/2009 1/1/2010 7/2/2010
Spread(bps)
CLEAN OAS (bp)
JPM OAS (bp)
14
TBA Duration and Convexity:
CLEAN™ vs. Other Models
7/23/2010
Turnover/
default
rate
Homeowner
credit spread
TBA
price
OAS
CLEAN JPM
Dealer
model
BAML
(new)
BAML
(old)
FNCL 4 7% 110 101.84 23 8 25 1 -5
FNCL 4.5 9% 110 103.97 33 -2 34 -1 -11
FNCL 5 13% 175 106.19 53 -25 50 0 -33
FNCL 5.5 18% 240 107.72 67 -61 25 11 6
FNCL 6 24% 320 108.83 71 -71 29 16 24
FNCL 6.5 24% 400 109.81 97 -14 101 45 53
Duration Convexity
CLEAN JPM
Dealer
model
BAML
(new)
BAML
(old) CLEAN JPM
Dealer
model
BAML
(new)
BAML
(old)
FNCL 4 4.9 5.0 5.2 4.5 4.5 -1.8 -2.0 -2.8 -3.0 -3.3
FNCL 4.5 3.5 2.9 4.2 2.6 2.8 -2.9 -3.4 -3.1 -3.9 -1.9
FNCL 5 2.7 1.3 3.7 1.4 1.8 -2.7 -2.9 -2.5 -2.8 0.2
FNCL 5.5 2.1 0.5 1.8 1.1 2.5 -2.2 -0.8 -1.4 -2.0 0.2
FNCL 6 1.9 0.5 1.3 0.6 2.5 -1.8 0.3 -0.9 -1.3 0.4
FNCL 6.5 2.3 1.4 2.9 0.5 2.5 -0.8 0.1 -0.4 -1.4 0.5
15
TBA Price Movement vs. Model Implied
Delta Movement
Actual Change in TBA Market Price vs. Sum of Implied Price
Change Due to Risk Factors (1/2/2009 - 7/1/2010)
-3
-2
-1
0
1
2
3
1/1/2009 4/2/2009 7/2/2009 10/1/2009 12/31/2009 4/1/2010 7/1/2010
%ofpar
FNCL 4.5 Δ price
Σ implied price change due to risk factors
16
Why CLEAN™ Is Ideal for
Trading, Hedging, and Risk Management
Realistic transparent behavior
Based on well established financial and economic principles
Instead of mysterious mathematical formulas and parameters
Consistent with valuation models for callable bonds and
cancelable swaps
Calibration is straightforward and intuitive
Concretely defined model parameters
Easier to simulate
Model behavior always realistic
Based on fundamental financial and economic principles
Not on statistical fitting of historical behavior
And ridiculously fast
Criticial for simulation
17
Modeling prepayments
Turnover and defaults modeled using deterministic speeds
Refinancings modeled using stochastic interest rate model
Modeling a mortgage
As a callable amortizing bond
A financial engineer will refinance when the option is worth more
dead than alive
Others will refinance too early (never really happens) or too late
(“laggards”)
Modeling heterogeneous refinancing behavior
Divide mortgage pool into 10 buckets according to laggard
parameter
Use a standard laggard distribution for a new pool
Modeling seasoned pools
Fastest refinancing buckets disappear first
Automatically accounts for ‘burnout’
The CLEAN™ Way
18
References
Andrew Kalotay & Qi Fu (June 2009), A Financial Analysis of
Consumer Mortgage Decisions, Mortgage Bankers
Association.
Andrew Kalotay & Qi Fu (May 2008), Mortgage servicing rights
and interest rate volatility, Mortgage Risk.
Andrew Kalotay, Deane Yang, & Frank Fabozzi (Vol. 1, 2008),
Optimum refinancing: bringing professional discipline to
household finance, Applied Financial Economics Letters.
Andrew Kalotay, Deane Yang, & Frank Fabozzi (Vol. 3, 2007),
Refunding efficiency: a generalized approach, Applied
Financial Economics Letters.
Andrew Kalotay, Deane Yang, & Frank Fabozzi (December 2004),
An option-theoretic prepayment model for mortgages
and mortgage-backed securities, International Journal of
Theoretical and Applied Finance.
Available from http://www.kalotay.com/research

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CLEAN - Patented MBS Prepayment and Valuation Model

  • 1. *Coupled Lattice Efficiency Analysis (PATENTED) CLEAN™* A Patented Approach to MBS Valuation
  • 2. 2 Heard It Through The Grapevine "The actual sensitivity of MSRs to implied volatility is complex and somewhat controversial” Ben Golub in "Mark-to-Market Methodology, Mortgage Servicing Rights, and Hedging Effectiveness“ “The model we use doesn’t even get the sign right for volatility hedging of MSRs” A/L management advisor “The price response to skew adjustment seems exaggerated” Hedge fund manager Why do intuition and model disagree when it comes to volatility?
  • 3. 3 Observations Modeling prepayments is only a means to an end The goal is proper valuation and risk measurement A mortgage is a callable amortizing bond Prepayment models should be consistent with callable bond models Bonds (mortgages) are refunded (refinanced) when the call option is worth more dead than alive Therefore bond and mortgage models should respond similarly to interest rate levels and volatility changes
  • 4. 4 Dynamic Versus Static Variables In an MBS model Interest rate driven prepayments Dynamically hedged Modeled using a stochastic interest rate process Other prepayments, such as turnover and defaults Either not hedged or statically hedged Modeled statically in CLEAN
  • 5. 5 A financial engineer homeowner uses an option valuation model Refinances optimally Others refinance too early or too late Early refinancers are called “leapers” Rarely occurs Late refinancers are called “laggards” AKA analysis shows that the 50 bps rule of thumb is sensible Most homeowners refinance near-optimally! Optimum Option Exercise Provides Benchmark for Suboptimal Behavior
  • 6. 6 MBS Valuation Using CLEAN™ Two separate yield curves are required One calibrated to mortgage rates Other calibrated to MBS yields Modeled using coupled lattice Mortgage rates used to determine refis Using notion of call efficiency MBS rates used for discounting MBS cash flows
  • 7. 7 Benchmark yield curve and volatility USD swap curve and appropriate swaption vol Prepayment parameters Laggard distribution Turnover speed vector Default/buyout speed and recovery percentage vectors Refinancing cost Fixed percentage of original principal Homeowner credit spread Analogous to corporate credit spread MBS price/OAS For EOD pricing, use OAS calibrated to TBA prices CLEAN™ Model Input Parameters
  • 8. 8 Calibration of CLEAN™: Straightforward and Intuitive Rarely adjusted Laggard distribution Turnover speed Default recovery percentage Refinancing cost Occasionally adjusted Homeowner credit spread Default/buyout speed
  • 9. 9 Calibrating Homeowner Credit Spread For Agency Pools Should be consistent with prevailing mortgage rates Approximately 120 bps for current coupon pools Implies refi option premium of approximately 40 bps Higher credit spread for higher coupon collateral Implies weaker credit, ceteris paribus Calibrated to dealer consensus duration/convexity, and specified pool pay-up grids Additional factors that can be incorporated: Fannie/Freddie vs. Ginnie/FHA LTV, FICO Year of origination Loan size Percent of non-owner occupied (low refi rate, high turnover rate) Average points paid Credit migration
  • 10. 10 Estimated Homeowner Credit Spread FNMA TBA Coupon Stack – July 23, 2010 TBA WAC (%) Homeowner Credit Spread (bps) FNCL 4 4.585 110 FNCL 4.5 4.950 110 FNCL 5 5.428 175 FNCL 5.5 5.949 240 FNCL 6 6.517 320 FNCL 6.5 6.975 400 FNCL 7 7.645 480
  • 11. 11 OAS Implied by TBA Prices FNMA 30-yr TBA OAS of CLEAN (July 23, 2010) 0 40 80 120 4.0 4.5 5.0 5.5 6.0 6.5 MBS coupon (%) OAS(bp) 10-yr agency spread CLEAN
  • 12. 12 CLEAN™ OAS Closely Tracks Agency Debenture Spread -50 0 50 100 150 1/1/2009 6/1/2009 10/30/2009 3/30/2010 Spreads(bps) FNCL 4.5 OAS vs. Agency Debenture Spreads (1/2/2009 - 4/13/2010) FNCL4.5 OAS 10-yragency spreads
  • 13. 13 CLEAN™ OAS Movements Comparable to JPM OAS Movements CLEAN vs. JPM FNCL 4.5 OAS (1/2/2009 - 7/19/2010) -40 0 40 80 120 1/2/2009 7/3/2009 1/1/2010 7/2/2010 Spread(bps) CLEAN OAS (bp) JPM OAS (bp)
  • 14. 14 TBA Duration and Convexity: CLEAN™ vs. Other Models 7/23/2010 Turnover/ default rate Homeowner credit spread TBA price OAS CLEAN JPM Dealer model BAML (new) BAML (old) FNCL 4 7% 110 101.84 23 8 25 1 -5 FNCL 4.5 9% 110 103.97 33 -2 34 -1 -11 FNCL 5 13% 175 106.19 53 -25 50 0 -33 FNCL 5.5 18% 240 107.72 67 -61 25 11 6 FNCL 6 24% 320 108.83 71 -71 29 16 24 FNCL 6.5 24% 400 109.81 97 -14 101 45 53 Duration Convexity CLEAN JPM Dealer model BAML (new) BAML (old) CLEAN JPM Dealer model BAML (new) BAML (old) FNCL 4 4.9 5.0 5.2 4.5 4.5 -1.8 -2.0 -2.8 -3.0 -3.3 FNCL 4.5 3.5 2.9 4.2 2.6 2.8 -2.9 -3.4 -3.1 -3.9 -1.9 FNCL 5 2.7 1.3 3.7 1.4 1.8 -2.7 -2.9 -2.5 -2.8 0.2 FNCL 5.5 2.1 0.5 1.8 1.1 2.5 -2.2 -0.8 -1.4 -2.0 0.2 FNCL 6 1.9 0.5 1.3 0.6 2.5 -1.8 0.3 -0.9 -1.3 0.4 FNCL 6.5 2.3 1.4 2.9 0.5 2.5 -0.8 0.1 -0.4 -1.4 0.5
  • 15. 15 TBA Price Movement vs. Model Implied Delta Movement Actual Change in TBA Market Price vs. Sum of Implied Price Change Due to Risk Factors (1/2/2009 - 7/1/2010) -3 -2 -1 0 1 2 3 1/1/2009 4/2/2009 7/2/2009 10/1/2009 12/31/2009 4/1/2010 7/1/2010 %ofpar FNCL 4.5 Δ price Σ implied price change due to risk factors
  • 16. 16 Why CLEAN™ Is Ideal for Trading, Hedging, and Risk Management Realistic transparent behavior Based on well established financial and economic principles Instead of mysterious mathematical formulas and parameters Consistent with valuation models for callable bonds and cancelable swaps Calibration is straightforward and intuitive Concretely defined model parameters Easier to simulate Model behavior always realistic Based on fundamental financial and economic principles Not on statistical fitting of historical behavior And ridiculously fast Criticial for simulation
  • 17. 17 Modeling prepayments Turnover and defaults modeled using deterministic speeds Refinancings modeled using stochastic interest rate model Modeling a mortgage As a callable amortizing bond A financial engineer will refinance when the option is worth more dead than alive Others will refinance too early (never really happens) or too late (“laggards”) Modeling heterogeneous refinancing behavior Divide mortgage pool into 10 buckets according to laggard parameter Use a standard laggard distribution for a new pool Modeling seasoned pools Fastest refinancing buckets disappear first Automatically accounts for ‘burnout’ The CLEAN™ Way
  • 18. 18 References Andrew Kalotay & Qi Fu (June 2009), A Financial Analysis of Consumer Mortgage Decisions, Mortgage Bankers Association. Andrew Kalotay & Qi Fu (May 2008), Mortgage servicing rights and interest rate volatility, Mortgage Risk. Andrew Kalotay, Deane Yang, & Frank Fabozzi (Vol. 1, 2008), Optimum refinancing: bringing professional discipline to household finance, Applied Financial Economics Letters. Andrew Kalotay, Deane Yang, & Frank Fabozzi (Vol. 3, 2007), Refunding efficiency: a generalized approach, Applied Financial Economics Letters. Andrew Kalotay, Deane Yang, & Frank Fabozzi (December 2004), An option-theoretic prepayment model for mortgages and mortgage-backed securities, International Journal of Theoretical and Applied Finance. Available from http://www.kalotay.com/research