Financial Fragility with SAM? - Daniel L. Greenwald · 2020-02-03 · I Policy conclusion: only...
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Financial Fragility with SAM?
Daniel Greenwald1 Tim Landvoigt2 Stijn Van Nieuwerburgh3
1MIT Sloan
2Wharton, NBER, and CEPR
3Columbia GSB, NBER, and CEPR
Federal Reserve Board of GovernorsSeptember 2018
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Motivation
I Standard mortgage contracts share house price risk in a particular way
- Borrower bears all house price risk until default
- Lender bears tail risk when house prices fall enough to trigger default
I Foreclosure crisis called into question this risk-sharing arrangement
I Led economists to propose alternative risk-sharing arrangements
I But is it safe to shift house price losses to lenders?
I Broader research question: What are equilibrium implications ofalternative risk sharing arrangements in world where financialintermediaries enjoy deposit insurance and bailout guarantees?
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Motivation
I Standard mortgage contracts share house price risk in a particular way
I Foreclosure crisis called into question this risk-sharing arrangement
- Seven million U.S. home owners lost their homes
- Large deadweight losses associated with foreclosure
I Led economists to propose alternative risk-sharing arrangements
I But is it safe to shift house price losses to lenders?
I Broader research question: What are equilibrium implications ofalternative risk sharing arrangements in world where financialintermediaries enjoy deposit insurance and bailout guarantees?
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Motivation
I Standard mortgage contracts share house price risk in a particular way
I Foreclosure crisis called into question this risk-sharing arrangement
I Led economists to propose alternative risk-sharing arrangements
- Popular proposal: Shared Appreciation Mortgage (SAM)
- Payments fall if house price declines, staving off foreclosures
- Lender receives share of the upside upon sale
I But is it safe to shift house price losses to lenders?
I Broader research question: What are equilibrium implications ofalternative risk sharing arrangements in world where financialintermediaries enjoy deposit insurance and bailout guarantees?
Greenwald, Landvoigt, Van Nieuwerburgh Financial Fragility with SAM? Fed Board, September 2018 2 / 35
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Motivation
I Standard mortgage contracts share house price risk in a particular way
I Foreclosure crisis called into question this risk-sharing arrangement
I Led economists to propose alternative risk-sharing arrangements
I But is it safe to shift house price losses to lenders?
- Banks and credit unions hold $5.5T in mortgage debt on balance sheets
- Large undiversifiable component to house price risk
- Losses inflicted at times when banks may be fragile already
- Offset by improved risk sharing/reduced defaults? Need GE model.
I Broader research question: What are equilibrium implications ofalternative risk sharing arrangements in world where financialintermediaries enjoy deposit insurance and bailout guarantees?
Greenwald, Landvoigt, Van Nieuwerburgh Financial Fragility with SAM? Fed Board, September 2018 2 / 35
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Motivation
I Standard mortgage contracts share house price risk in a particular way
I Foreclosure crisis called into question this risk-sharing arrangement
I Led economists to propose alternative risk-sharing arrangements
I But is it safe to shift house price losses to lenders?
I Broader research question: What are equilibrium implications ofalternative risk sharing arrangements in world where financialintermediaries enjoy deposit insurance and bailout guarantees?
Greenwald, Landvoigt, Van Nieuwerburgh Financial Fragility with SAM? Fed Board, September 2018 2 / 35
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This Paper
I Concrete question: how do Shared Appreciation Mortgage (SAM)contracts influence financial stability and risk sharing?
I Approach: build a GE model of mortgage and housing market withexplicit financial sector that intermediates between borrowers andsavers.
- Start from realistic mortgage debt contracts: long-term, nominal,prepayable, defaultable
- Consider different forms of mortgage payment indexation (SAMs)
I Main insights:
1. Indexing to aggregate house prices increases financial fragility
2. Indexing to relative local prices can dampen fragility
3. Schemes that help risk sharing often hurt financial sector profits
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This Paper
I Concrete question: how do Shared Appreciation Mortgage (SAM)contracts influence financial stability and risk sharing?
I Approach: build a GE model of mortgage and housing market withexplicit financial sector that intermediates between borrowers andsavers.
- Start from realistic mortgage debt contracts: long-term, nominal,prepayable, defaultable
- Consider different forms of mortgage payment indexation (SAMs)
I Policy conclusion: only carefully designed mortgage indexation leads toaggregate stability and risk-sharing benefits.
- Commonly proposed features like asymmetric and interest-onlyadjustment have important macro consequences.
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Related LiteratureI Asset pricing models with financial intermediaries:
- Brunnermeier + Sannikov 14, 15 ,17, Garleanu + Pedersen 11, Gertler + Karadi 11,He + Krishnamurthy 12, 13, 15, Adrian + Boyarchenko 12, Savov + Moreira 16
- Contribution: split banks and borrowers, risk sharing with multiplecontract types
I Quantitative macro models of mortgage markets:- Favilukis, Ludvigson, Van Nieuwerburgh 17, Corbae + Quintin 14, Elenev,
Landvoigt, Van Nieuwerburgh 16, Landvoigt 15, Garriga, Kydland, Sustek 15,Greenwald 16, Wong 15
- Contribution: realistic mortgages and intermediation in GE
I Alternative mortgage contracts/SAMs:- Eberly + Krishnamurthy 14, Hall 15, Kung 15, Mian 13, Mian + Sufi 14, Piskorski +
Tchistyi 17, Guren, Krishnamurthy, McQuade 17
- Contribution: effect on risk sharing, housing/mortgage markets withlevered intermediaries
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MODEL
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Model Overview
Houses
(Collateral)
Home
Equity
Mortgages
Equity
Deposits
Own Funds
Borrowers
Banks
DepositorsGovernment
Mortgages
Deposits
NPV of
Tax
Revenues
Deposit
Insurance
REO
HousesEquity
Bank
Equity
REO
Equity
Own Funds
IntermediaryHouseholds
REO Firms
Intermediary Sector
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Model Ingredients
I Borrowers:
- Choose whether to exercise default option.
- Realistic long-term mortgages, endogenous refinancing.
I Financial intermediaries/banks:
- Choose mortgage origination volume and leverage.
- Can default: bailouts financed by taxpayers (deposit insurance).
- Face capital requirements (moral hazard).
I Depositors:
- Final investors with preference for safe assets.
- Do not participate in risky asset markets.
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Demographics, Endowments, Preferences, Inflation
I Demographics
- Three types of agents: Borrowers, Depositors, Intermediaries
- Population mass χj for j ∈ {B, D, I}
- Perfect consumption insurance within, but not across types (aggregation).
I Endowments
I Preferences
I Inflation
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Demographics, Endowments, Preferences, Inflation
I Demographics
I Endowments
- Non-durable endowment, income shock:
log Yt = (1− ρy) log Y + ρy log Yt−1 + σyεy,t, εy,t ∼ N (0, 1)
- Agent j ∈ {B, D, I} receives share sj of Yt, taxed at rate τ.
- Housing tree provides services in fixed supply (K = HBt + HD
t + HIt).
I Preferences
I Inflation
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Demographics, Endowments, Preferences, InflationI Demographics
I Endowments
I Preferences
- Epstein-Zin:
Ujt =
(1− βj)(
ujt
)1−1/ψ+ βj
(Et
[(Uj
t+1
)1−γj]) 1−1/ψ
1−γj
1
1−1/ψ
ujt = (Cj
t)1−ξt (Hj
t)ξt
- Borrowers, intermediaries more impatient: βb = βi < βd
- Fixed intermediary/depositor housing demand: HIt = KI, HD
t = KD.
- Housing demand shock ξt.
I Inflation
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Demographics, Endowments, Preferences, Inflation
I Demographics
I Endowments
I Preferences
I Inflation
- Nominal contracts, constant inflation rate π
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Mortgage Contract: Basics
I Mortgages are geometric perpetuities with duration parameter δ
I Example: borrow face amount M0 at rate r∗0 at t = 0
- Each period, pay off 1− δ of principal, Mt+1 = δMt.
I Promised repayments to lender:
t 1 2 3 . . .
Principal (Mt) (1− δ) ·M0 (1− δ) · δM0 (1− δ) · δ2M0 . . .
Interest (At) r∗0 ·M0 r∗0 · δM0 r∗0 · δ2M0 . . .
I Payments are tax deductible for borrower.
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Mortgage Contract: Basics
I Mortgages are geometric perpetuities with duration parameter δ
I Example: borrow face amount M0 at rate r∗0 at t = 0
- Each period, pay off 1− δ of principal, Mt+1 = δMt.
I Promised repayments to lender:
t 1 2 3 . . .
Principal (Mt) (1− δ) ·M0 (1− δ) · δM0 (1− δ) · δ2M0 . . .
Interest (At) r∗0 ·M0 r∗0 · δM0 r∗0 · δ2M0 . . .
I Payments are tax deductible for borrower.
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Mortgage Contract: Overview
I State variables: principal balance (MBt ), promised interest payment (AB
t ),borrower-owned housing (KB
t ).
I Transition laws (start simple and build up):
MBt+1 = π−1ζp,t+1
[ZR,t(1− ZD,t)M∗t + (1− ZR,t)(1− ZD,t)δMB
t
]AB
t+1 = π−1ζp,t+1
[ZR,t(1− ZD,t)r∗t M∗t + (1− ZR,t)(1− ZD,t)δAB
t
]KB
t+1 = ZR,t(1− ZD,t)K∗t +(1− ZR,t)ZK,tKBt
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Mortgages: Refinancing
I Mortgages are geometric perpetuities with duration parameter δ
I Realistic prepayment option allows separate tracking of outstandingprincipal balance (MB
t ) and promised interest payment (ABt )
- Effective interest rate on old debt: rBt = AB
t /MBt
I Refinancing and new house purchases
- Indiv. borrowers draw iid transaction costs for refi κi,t ∼ Γκ(κ)
- Optimal policy: fraction ZR,t = Γκ(κt) refinance
- Refinancers choose new mortgage balance M∗t and house of size K∗t , subjectto LTV constraint M∗t ≤ φKptK∗t at origination (only).
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Mortgages: Refinancing
I Mortgages are geometric perpetuities with duration parameter δ
I Realistic prepayment option allows separate tracking of outstandingprincipal balance (MB
t ) and promised interest payment (ABt )
- Effective interest rate on old debt: rBt = AB
t /MBt
I Refinancing and new house purchases
- Indiv. borrowers draw iid transaction costs for refi κi,t ∼ Γκ(κ)
- Optimal policy: fraction ZR,t = Γκ(κt) refinance
- Refinancers choose new mortgage balance M∗t and house of size K∗t , subjectto LTV constraint M∗t ≤ φKptK∗t at origination (only).
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Mortgage Contract: Overview
I State variables: principal balance (MBt ), promised interest payment (AB
t ),borrower-owned housing (KB
t ).
I Transition laws:
MBt+1 = π−1ζp,t+1
[ZR,t(1− ZD,t)M∗t + δ(1− ZR,t)(1− ZD,t)MB
t
]AB
t+1 = π−1ζp,t+1
[ZR,t(1− ZD,t)r∗t M∗t + δ(1− ZR,t)(1− ZD,t)AB
t
]KB
t+1 = ZR,t(1− ZD,t)K∗t + (1− ZR,t)ZK,tKBt
1. Costly debt refinancing at endog. rate ZR,t.
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Mortgages: DefaultsI At start of t, all borrowers have housing capital KB
t , debt (MBt , AB
t )
I Draw idiosyncratic/local home valuation shock ωi,tiid∼ Γω,t.
- Split into local (insurable) component (ωLi,t), and uninsurable individual
component (ωUi,t):
log ωi,t = log ωLi,t + log ωU
i,t
log ωji,t = (1− ρω)µj + ρω log ω
ji,t−1 + ε
jt, j ∈ {L, U}
- Constant local share of variation (α), time-varying XS variance:
Vart(log ωLi,t) = ασ2
ω,t Vart(log ωUi,t) = (1− α)σ2
ω,t
I Borrowers with ωUi,t < ωU
t optimally default. Banks seize housing capitaland erase debt of defaulting borrowers.
- Default rate: ZD,t = ΓUω,t(ω
Ut ).
- Frac. housing retained: ZK,t =∫
ωUi,t>ωU
tωU
i,t dΓUω,t.
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Mortgages: DefaultsI At start of t, all borrowers have housing capital KB
t , debt (MBt , AB
t )
I Draw idiosyncratic/local home valuation shock ωi,tiid∼ Γω,t.
- Split into local (insurable) component (ωLi,t), and uninsurable individual
component (ωUi,t):
log ωi,t = log ωLi,t + log ωU
i,t
log ωji,t = (1− ρω)µj + ρω log ω
ji,t−1 + ε
jt, j ∈ {L, U}
- Constant local share of variation (α), time-varying XS variance:
Vart(log ωLi,t) = ασ2
ω,t Vart(log ωUi,t) = (1− α)σ2
ω,t
I Borrowers with ωUi,t < ωU
t optimally default. Banks seize housing capitaland erase debt of defaulting borrowers.
- Default rate: ZD,t = ΓUω,t(ω
Ut ).
- Frac. housing retained: ZK,t =∫
ωUi,t>ωU
tωU
i,t dΓUω,t.
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Mortgage Contract: Overview
I State variables: principal balance (MBt ), promised interest payment (AB
t ),borrower-owned housing (KB
t ).
I Transition laws:
MBt+1 = π−1ζp,t+1
[ZR,t(1− ZD,t)M∗t + δ(1− ZR,t)(1− ZD,t)MB
t
]AB
t+1 = π−1ζp,t+1
[ZR,t(1− ZD,t)r∗t M∗t + δ(1− ZR,t)(1− ZD,t)AB
t
]KB
t+1 = ZR,t(1− ZD,t)K∗t + (1− ZR,t)ZK,tKBt
1. Costly debt renewal at endog. rate ZR,t.
2. Default and foreclosure at endog. rate ZD,t.
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Indexation: Basics
I Define a borrower’s initial leverage as λ = M/pωK, where p is nationalhouse price, and ω is relative value of individual house.
I Housing wealth hit by two forces that shift leverage:
pωK→(
p′
p
)·(
ω′
ω
)· pωK, λ′ =
(1
p′/p
)·(
1ω′/ω
)λ
for idiosyncratic shock ω.
I Indexation scales mortgage debt, dampening shocks to leverage:
M→ ζp · ζω ·M, λ′ =
(ζp
p′/p
)·(
ζω
ω′/ω
)λ
I Full indexation (ζp = p′/p, ζω = ω′/ω) implies λ′ = λ.
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Indexation: ImplementationI SAM: index by scaling both principal balance and payment
1. Aggregate: ζp,t =(
ptpt−1
)2. Individual/local: ζω(ωi,t) =
(ωL
i,tωL
i,t−1
)I Transition laws:
MBt+1 = π−1ζp,t+1
[ZR,t(1− ZD,t)M∗t + δ(1− ZR,t)(1− ZD,t)MB
t
]AB
t+1 = π−1ζp,t+1
[ZR,t(1− ZD,t)r∗t M∗t + δ(1− ZR,t)(1− ZD,t)AB
t
]KB
t+1 = ZR,t(1− ZD,t)K∗t + (1− ZR,t)ZK,tKBt
I Default threshold (“Q” terms are average continuation values/costs):
ωUi,t =
1ωL
i,t· QA,tAt + QM,tMt
QK,tKBt
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Indexation: ImplementationI SAM: index by scaling both principal balance and payment
1. Aggregate: ζp,t =(
ptpt−1
)2. Individual/local: ζω(ωi,t) =
(ωL
i,tωL
i,t−1
)I Transition laws:
MBt+1 = π−1ζp,t+1
[ZR,t(1− ZD,t)M∗t + δ(1− ZR,t)(1− ZD,t)MB
t
]AB
t+1 = π−1ζp,t+1
[ZR,t(1− ZD,t)r∗t M∗t + δ(1− ZR,t)(1− ZD,t)AB
t
]KB
t+1 = ZR,t(1− ZD,t)K∗t + (1− ZR,t)ZK,tKBt
I Default threshold (“Q” terms are average continuation values/costs):
ωUi,t =
1ωL
i,t· QA,tAt + QM,tMt
QK,tKBt
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Indexation: ImplementationI SAM: index by scaling both principal balance and payment
1. Aggregate: ζp,t =(
ptpt−1
)2. Individual/local: ζω(ωi,t) =
(ωL
i,tωL
i,t−1
)I Transition laws:
MBt+1 = π−1ζp,t+1
[ZR,t(1− ZD,t)M∗t + δ(1− ZR,t)(1− ZD,t)MB
t
]AB
t+1 = π−1ζp,t+1
[ZR,t(1− ZD,t)r∗t M∗t + δ(1− ZR,t)(1− ZD,t)AB
t
]KB
t+1 = ZR,t(1− ZD,t)K∗t + (1− ZR,t)ZK,tKBt
I Default threshold (“Q” terms are average continuation values/costs):
ωUi,t =
(ωLi,t)
ιω
ωLi,t· QA,tAt + QM,tMt
QK,tKBt
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BorrowersI Perfect sharing of nondurable consumption and housing services risk
within borrower family =⇒ aggregation.
I Rep. borrower chooses consumption (CBt , HB
t ), new mortgage balancesM∗t and assoc. houses K∗t , refinancing rate ZR,t, and default rate ZD,t tomaximize VB
t , subject to laws of motion, budget constraint
CBt = (1− τ)YB
t︸ ︷︷ ︸disp. income
+ZR,t
(ZN,tM∗t − δZA,tMB
t
)︸ ︷︷ ︸
net new borrowing
− (1− δ)ZA,tMBt︸ ︷︷ ︸
principal payment
− (1− τ)ZA,tABt︸ ︷︷ ︸
interest payment
− pt
[ZR,tZN,tK∗t +
(νK − ZR,t
)ZK,tKB
t
]︸ ︷︷ ︸
owned housing
− ρt
(HB
t − KBt
)︸ ︷︷ ︸
rental housing
−(Ψ(ZR,t)− Ψt
)ZN,tM∗t︸ ︷︷ ︸
net transaction costs
− TBt︸︷︷︸
lump sum taxes
and loan-to-value constraint on new borrowing: M∗t ≤ φKptK∗t
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Intermediaries
I Intermediary sector consists of banks, REO firms, and households
I Intermediary households receive endowment income and hold equityof banks and REO firms
I Banks maximize SHV, pay dividends to intermediary households
I Enjoy limited liability and deposit insurance
I Subject to regulatory capital requirement
I REO firms maximize SHV, pay dividends to intermediary households
Complete Problem
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Intermediaries
I Intermediary sector consists of banks, REO firms, and households
I Intermediary households receive endowment income and hold equityof banks and REO firms
I Banks maximize SHV, pay dividends to intermediary households
- Issue new loans to borrowers
- Take deposits from depositors
- Seize foreclosed properties and sell to REO firms at price pREOt < pt
- Trade mortgages on the secondary market (IO + PO strips)
I Enjoy limited liability and deposit insurance
I Subject to regulatory capital requirement
I REO firms maximize SHV, pay dividends to intermediary households
Complete Problem
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Intermediaries
I Intermediary sector consists of banks, REO firms, and households
I Intermediary households receive endowment income and hold equityof banks and REO firms
I Banks maximize SHV, pay dividends to intermediary households
I Enjoy limited liability and deposit insurance
- Receive idiosyncratic profit shocks and optimally default
- Government assumes all assets and liabilities of defaulting banks
- Fraction η of bankrupt banks’ assets are DWL to society
I Subject to regulatory capital requirement
I REO firms maximize SHV, pay dividends to intermediary households
Complete Problem
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Intermediaries
I Intermediary sector consists of banks, REO firms, and households
I Intermediary households receive endowment income and hold equityof banks and REO firms
I Banks maximize SHV, pay dividends to intermediary households
I Enjoy limited liability and deposit insurance
I Subject to regulatory capital requirement
deposits ≤ φI(MV of mortgage securities)
I REO firms maximize SHV, pay dividends to intermediary households
Complete Problem
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Intermediaries
I Intermediary sector consists of banks, REO firms, and households
I Intermediary households receive endowment income and hold equityof banks and REO firms
I Banks maximize SHV, pay dividends to intermediary households
I Enjoy limited liability and deposit insurance
I Subject to regulatory capital requirement
I REO firms maximize SHV, pay dividends to intermediary households
- Buy foreclosed houses from banks
- Maintain REO housing stock (νREO > ν)
- Rent current REO stock to borrowers
- Slowly sell REO properties back to borrowers
Complete Problem
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Depositors and Government
Depositors:
I More patient than borrowers and intermediaries
I Only invest in deposits
Government:
I Discretionary spending: Gt = τ(
Yt − ZA,tABt
)︸ ︷︷ ︸
income net of interest
I Funds deposit shortfall of failing banks through lump-sum taxation,proportional to population shares
Tjt = χj · bailoutt
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EquilibriumI Given prices and parameters, three households, banks, and REO firms
maximize their value functions subject to budget and borrowingconstraints
I Markets clearI New mortgages (→mortgage rate)I Secondary mortgage market (→mortgage bond price)I Housing purchases (→ house price)I REO purchases (→ REO house price)I Housing services (→ rental rate)I Deposits and government debt (→ riskfree rate)
I Resource constraint
Yt = CONSt + GOVt + νKpt(K− KREOt )︸ ︷︷ ︸
regular housing maint.
+ νREOptKREOt︸ ︷︷ ︸
REO housing maint.
+ DWLt︸ ︷︷ ︸bank failures
Details
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State Variables and Solution MethodI Exogenous states
- Persistent aggregate income Yt
- Persistent disp. of idio. housing (uncertainty) shock: σω,t (by regime)
- Persistent housing (demand) shock: ξt (by regime)
I Five endogenous states: housing stock, mortgage principal, mortgagepayments, deposits, intermediary wealth
- Wealth distribution matters for asset prices due to incomplete markets
- Intermediary wealth is a key state variable
I Nonlinear global solution method: policy time iteration
- Occasionally binding intermediary constraint
- Risk premia have important implications for welfare results
- Non-linear dynamics when intermediaries are constrained
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State Variables and Solution MethodI Exogenous states
- Persistent aggregate income Yt
- Persistent disp. of idio. housing (uncertainty) shock: σω,t (by regime)
- Persistent housing (demand) shock: ξt (by regime)
I Five endogenous states: housing stock, mortgage principal, mortgagepayments, deposits, intermediary wealth
- Wealth distribution matters for asset prices due to incomplete markets
- Intermediary wealth is a key state variable
I Nonlinear global solution method: policy time iteration
- Occasionally binding intermediary constraint
- Risk premia have important implications for welfare results
- Non-linear dynamics when intermediaries are constrained
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State Variables and Solution MethodI Exogenous states
- Persistent aggregate income Yt
- Persistent disp. of idio. housing (uncertainty) shock: σω,t (by regime)
- Persistent housing (demand) shock: ξt (by regime)
I Five endogenous states: housing stock, mortgage principal, mortgagepayments, deposits, intermediary wealth
- Wealth distribution matters for asset prices due to incomplete markets
- Intermediary wealth is a key state variable
I Nonlinear global solution method: policy time iteration
- Occasionally binding intermediary constraint
- Risk premia have important implications for welfare results
- Non-linear dynamics when intermediaries are constrained
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Calibration
I Quarterly calibration targeting sample 1991.Q1 - 2016.Q1
1. Demographics (pop., income) from 1998 SCF
- ‘‘Borrower” is mortgagor with LTV ≥ 30% (hold 89% of debt).
- Intermediary income based on FIRE sector.
- Housing shares = income shares.
2. Exogenous shocks
3. Mortgage debt: realistic calibration of prepayment and credit risk
4. Banks: match average FDIC bank failure rate, receivership costs
5. Preferences: EZ utility with EIS 1
All parameters
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Calibration
I Quarterly calibration targeting sample 1991.Q1 - 2016.Q1
1. Demographics (pop., income) from 1998 SCF
2. Exogenous shocks
- Income: AR(1), match detrended labor income persistence, vol.
- Uncertainty: two regimes, transition probs match fraction of time inforeclosure crisis, vols to match conditional default rates.
- Housing demand: same two regimes, match average expenditureshare, house price vol.
3. Mortgage debt: realistic calibration of prepayment and credit risk
4. Banks: match average FDIC bank failure rate, receivership costs
5. Preferences: EZ utility with EIS 1
All parameters
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Calibration
I Quarterly calibration targeting sample 1991.Q1 - 2016.Q1
1. Demographics (pop., income) from 1998 SCF
2. Exogenous shocks
3. Mortgage debt: realistic calibration of prepayment and credit risk
- Choose refi cost parameters following Greenwald (2018)
- Max LTV at origination 85%
- REO maint. νREO to match loss given default on mortgages of 40%
4. Banks: match average FDIC bank failure rate, receivership costs
5. Preferences: EZ utility with EIS 1
All parameters
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Calibration
I Quarterly calibration targeting sample 1991.Q1 - 2016.Q1
1. Demographics (pop., income) from 1998 SCF
2. Exogenous shocks
3. Mortgage debt: realistic calibration of prepayment and credit risk
4. Banks: match average FDIC bank failure rate, receivership costs
5. Preferences: EZ utility with EIS 1
All parameters
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Calibration
I Quarterly calibration targeting sample 1991.Q1 - 2016.Q1
1. Demographics (pop., income) from 1998 SCF
2. Exogenous shocks
3. Mortgage debt: realistic calibration of prepayment and credit risk
4. Banks: match average FDIC bank failure rate, receivership costs
5. Preferences: EZ utility with EIS 1
- βB = βI = 0.95: match borrower VTI
- βS = 0.998: mean rf of 3% (ann.)
- γ = 5: standard value
All parameters
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RESULTS
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Financial Recession ExperimentI Two sources of house price risk for lenders
1. Fall in aggregate house price pt (housing utility shock).
2. Increase in cross-sectional dispersion (“uncertainty”) σω,t
𝜔
𝑓(𝜔)
ഥ𝜔𝑡
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Financial Recession ExperimentI Two sources of house price risk for lenders
1. Fall in aggregate house price pt (housing utility shock).
2. Increase in cross-sectional dispersion (“uncertainty”) σω,t
𝜔
𝑓(𝜔)
ഥ𝜔𝑡
↓ 𝑝𝑡
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Financial Recession ExperimentI Two sources of house price risk for lenders
1. Fall in aggregate house price pt (housing utility shock).
2. Increase in cross-sectional dispersion (“uncertainty”) σω,t
𝜔
𝑓(𝜔)
ഥ𝜔𝑡
↑ 𝜎𝜔,𝑡
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Financial Recession: Prices and DefaultsI Drop in house prices and short rate, spreads + defaults up.
I Sharp reduction in bank equity and spike in bank failures
0 5 10 15 20 250
0.01
0.02
0.03
0.04Def. rate
0 5 10 15 20 250
0.005
0.01
0.015
0.02
0.025
0.03Mortgage spread
0 5 10 15 20 25-20
-15
-10
-5
0
510-3 Risk free real rate
0 5 10 15 20 258.2
8.4
8.6
8.8
9
9.2House price
0 5 10 15 20 250.14
0.15
0.16
0.17
0.18
0.19
0.2Bank equity
0 5 10 15 20 250
0.002
0.004
0.006
0.008
0.01
0.012Bank failures
No ShocksRecessionFinancial Rec.
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Financial Recession: Allocations
I Consumption shifts from B, I→ D as financial sector contracts.
0 5 10 15 20 250.99
0.992
0.994
0.996
0.998
1Output
0 5 10 15 20 25
0.35
0.352
0.354
0.356
0.358
0.36Consumption B
0 5 10 15 20 250.05
0.055
0.06
0.065
0.07
0.075Consumption I
0 5 10 15 20 250.36
0.37
0.38
0.39
0.4Consumption D
0 5 10 15 20 252.4
2.45
2.5
2.55
2.6
2.65
2.7Mortgage debt
0 5 10 15 20 252.25
2.3
2.35
2.4
2.45
2.5
2.55Deposits
No ShocksRecessionFinancial Rec.
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Aggregate Indexation: Financial FragilityI Comparison: baseline vs. full aggregate indexation (ζp = p′/p)
I Foreclosures ↓ (indiscriminate debt relief), bank failures ↑↑.
0 5 10 15 20 250.32
0.33
0.34
0.35
0.36Consumption B
0 5 10 15 20 250.02
0.03
0.04
0.05
0.06
0.07
0.08Consumption I
0 5 10 15 20 250.36
0.37
0.38
0.39
0.4Consumption D
0 5 10 15 20 257.5
8
8.5
9House price
0 5 10 15 20 250
0.01
0.02
0.03
0.04Loan defaults
0 5 10 15 20 250
0.1
0.2
0.3
0.4Bank failures
No IndexAgg. Index
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Financial Fragility: Mechanism
I Capital requirements: bank losses =⇒ credit contraction.
I Feedback: larger losses =⇒ higher rates =⇒ lower house prices.
I Traditional mortgage: no forced delevering =⇒ much less feedback.
ShockHousePrices
Mort.Rates
BankEquity
CreditSupply
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Aggregate Indexation: Financial FragilityI Immediate financing of bailouts =⇒ sharp consumption drops.
I Would tax smoothing help? No! Gov’t debt crowds out deposits.
0 5 10 15 20 250.32
0.33
0.34
0.35
0.36Consumption B
0 5 10 15 20 250.02
0.04
0.06
0.08
0.1Consumption I
0 5 10 15 20 25-0.04
-0.03
-0.02
-0.01
0
0.01Real riskfree
0 5 10 15 20 25
7.5
8
8.5
9House price
0 5 10 15 20 250
0.01
0.02
0.03
0.04Loan defaults
0 5 10 15 20 250
0.1
0.2
0.3
0.4
0.5Bank failures
No IndexAgg. IndexAgg + Tax Smoothing
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Local Indexation: Financial StabilityI Comparison: baseline vs. full local indexation (ζω = ω′L/ωL)
I Local share of variance (α): 25%.
0 5 10 15 20 25
0.35
0.352
0.354
0.356
0.358
0.36
Consumption B
0 5 10 15 20 250.05
0.055
0.06
0.065
0.07
0.075Consumption I
0 5 10 15 20 250.36
0.37
0.38
0.39
0.4Consumption D
0 5 10 15 20 258.2
8.4
8.6
8.8
9
9.2
9.4House price
0 5 10 15 20 250
0.01
0.02
0.03
0.04Loan defaults
0 5 10 15 20 250
0.002
0.004
0.006
0.008
0.01
0.012Bank failures
No IndexLocal Index
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Local Indexation: Financial StabilityI Foreclosures ↓↓ (targeted debt relief)
I Bank failures ↓↓, financial fragility reduced
0 5 10 15 20 25
0.35
0.352
0.354
0.356
0.358
0.36
Consumption B
0 5 10 15 20 250.05
0.055
0.06
0.065
0.07
0.075Consumption I
0 5 10 15 20 250.36
0.37
0.38
0.39
0.4Consumption D
0 5 10 15 20 258.2
8.4
8.6
8.8
9
9.2
9.4House price
0 5 10 15 20 250
0.01
0.02
0.03
0.04Loan defaults
0 5 10 15 20 250
0.002
0.004
0.006
0.008
0.01
0.012Bank failures
No IndexLocal Index
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Model Moments by Indexation Regime (Quarterly)
I Regional model: aggregate + local indexation.
I Defaults: no indexation > agg. indexation >> local indexation.
No Index Aggregate Local Only Regional
Mortgage default rate 0.95% 0.92% 0.49% 0.47%
Bank equity ratio 7.09% 7.33% 7.13% 7.25%Fraction leverage constr. binds 99.35% 90.16% 99.90% 90.92%Bank failure rate 0.33% 0.84% 0.22% 0.50%
Mortgage rate 1.46% 1.54% 1.30% 1.35%Risk-free rate 0.71% 0.66% 0.74% 0.75%Mortgage excess return 0.34% 0.49% 0.35% 0.40%
House price 8.842 8.595 9.042 8.784Mortgage debt 259.59% 252.53% 274.88% 267.74%Deposits 2.454 2.381 2.599 2.526
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Model Moments by Indexation Regime (Quarterly)
I Agg. indexation: extra capital insufficient against higher risk.
I Local indexation: reduced defaults prevent bank failures.
No Index Aggregate Local Only Regional
Mortgage default rate 0.95% 0.92% 0.49% 0.47%
Bank equity ratio 7.09% 7.33% 7.13% 7.25%Fraction leverage constr. binds 99.35% 90.16% 99.90% 90.92%Bank failure rate 0.33% 0.84% 0.22% 0.50%
Mortgage rate 1.46% 1.54% 1.30% 1.35%Risk-free rate 0.71% 0.66% 0.74% 0.75%Mortgage excess return 0.34% 0.49% 0.35% 0.40%
House price 8.842 8.595 9.042 8.784Mortgage debt 259.59% 252.53% 274.88% 267.74%Deposits 2.454 2.381 2.599 2.526
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Model Moments by Indexation Regime (Quarterly)
I Higher financial fragility =⇒ higher spreads, profits.
I Smaller financial sector + precautionary saving pushes rf ↓.
No Index Aggregate Local Only Regional
Mortgage default rate 0.95% 0.92% 0.49% 0.47%
Bank equity ratio 7.09% 7.33% 7.13% 7.25%Fraction leverage constr. binds 99.35% 90.16% 99.90% 90.92%Bank failure rate 0.33% 0.84% 0.22% 0.50%
Mortgage rate 1.46% 1.54% 1.30% 1.35%Risk-free rate 0.71% 0.66% 0.74% 0.75%Mortgage excess return 0.34% 0.49% 0.35% 0.40%
House price 8.842 8.595 9.042 8.784Mortgage debt 259.59% 252.53% 274.88% 267.74%Deposits 2.454 2.381 2.599 2.526
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Model Moments by Indexation Regime (Quarterly)
I Lower risk/rates =⇒ higher house prices =⇒ debt, deposits ↑.
I Reduced risk under local indexation despite higher debt loads.
No Index Aggregate Local Only Regional
Mortgage default rate 0.95% 0.92% 0.49% 0.47%
Bank equity ratio 7.09% 7.33% 7.13% 7.25%Fraction leverage constr. binds 99.35% 90.16% 99.90% 90.92%Bank failure rate 0.33% 0.84% 0.22% 0.50%
Mortgage rate 1.46% 1.54% 1.30% 1.35%Risk-free rate 0.71% 0.66% 0.74% 0.75%Mortgage excess return 0.34% 0.49% 0.35% 0.40%
House price 8.842 8.595 9.042 8.784Mortgage debt 259.59% 252.53% 274.88% 267.74%Deposits 2.454 2.381 2.599 2.526
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Model Moments by Indexation Regime (Quarterly)
I Regional model (agg. + local) has lowest default rates.
I But gives up many of the Local Only stability gains.
No Index Aggregate Local Only Regional
Mortgage default rate 0.95% 0.92% 0.49% 0.47%
Bank equity ratio 7.09% 7.33% 7.13% 7.25%Fraction leverage constr. binds 99.35% 90.16% 99.90% 90.92%Bank failure rate 0.33% 0.84% 0.22% 0.50%
Mortgage rate 1.46% 1.54% 1.30% 1.35%Risk-free rate 0.71% 0.66% 0.74% 0.75%Mortgage excess return 0.34% 0.49% 0.35% 0.40%
House price 8.842 8.595 9.042 8.784Mortgage debt 259.59% 252.53% 274.88% 267.74%Deposits 2.454 2.381 2.599 2.526
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Comparing Indexation Regimes: WelfareI Agg. indexation: borrowers lose, intermediaries gain!
No Index Aggregate Local Only Regional
Aggregate welfare 0.821 +0.17% +0.06% +0.32%Value function, B 0.379 -0.57% +0.43% +0.27%Value function, D 0.374 -0.07% +0.07% +0.47%Value function, I 0.068 +5.66% -2.11% -0.21%Consumption, B 0.359 -0.3% +0.3% +0.1%Consumption, D 0.372 -0.6% +0.1% +0.3%Consumption, I 0.068 +6.1% -2.9% -0.4%
Consumption gr vol, B 0.42% +351.3% +15.9% +189.0%Consumption gr vol, D 1.11% -10.4% -26.5% -15.4%Consumption gr vol, I 4.47% +392.9% -54.1% +282.5%Wealth gr vol, I 0.035 +1366.8% -1.8% +679.3%log (MU B / MU D) vol 0.025 -4.6% -10.4% -21.5%log (MU B / MU I) vol 0.061 +145.7% -36.8% +101.8%
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Comparing Indexation Regimes: WelfareI Higher spreads, bailouts =⇒ higher intermediary consumption.
No Index Aggregate Local Only Regional
Aggregate welfare 0.821 +0.17% +0.06% +0.32%Value function, B 0.379 -0.57% +0.43% +0.27%Value function, D 0.374 -0.07% +0.07% +0.47%Value function, I 0.068 +5.66% -2.11% -0.21%Consumption, B 0.359 -0.3% +0.3% +0.1%Consumption, D 0.372 -0.6% +0.1% +0.3%Consumption, I 0.068 +6.1% -2.9% -0.4%
Consumption gr vol, B 0.42% +351.3% +15.9% +189.0%Consumption gr vol, D 1.11% -10.4% -26.5% -15.4%Consumption gr vol, I 4.47% +392.9% -54.1% +282.5%Wealth gr vol, I 0.035 +1366.8% -1.8% +679.3%log (MU B / MU D) vol 0.025 -4.6% -10.4% -21.5%log (MU B / MU I) vol 0.061 +145.7% -36.8% +101.8%
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Comparing Indexation Regimes: WelfareI Agg. indexation sharply increases consumption vol for B, I.
No Index Aggregate Local Only Regional
Aggregate welfare 0.821 +0.17% +0.06% +0.32%Value function, B 0.379 -0.57% +0.43% +0.27%Value function, D 0.374 -0.07% +0.07% +0.47%Value function, I 0.068 +5.66% -2.11% -0.21%Consumption, B 0.359 -0.3% +0.3% +0.1%Consumption, D 0.372 -0.6% +0.1% +0.3%Consumption, I 0.068 +6.1% -2.9% -0.4%
Consumption gr vol, B 0.42% +351.3% +15.9% +189.0%Consumption gr vol, D 1.11% -10.4% -26.5% -15.4%Consumption gr vol, I 4.47% +392.9% -54.1% +282.5%Wealth gr vol, I 0.035 +1366.8% -1.8% +679.3%log (MU B / MU D) vol 0.025 -4.6% -10.4% -21.5%log (MU B / MU I) vol 0.061 +145.7% -36.8% +101.8%
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Comparing Indexation Regimes: WelfareI Improved risk sharing under local indexation.
No Index Aggregate Local Only Regional
Aggregate welfare 0.821 +0.17% +0.06% +0.32%Value function, B 0.379 -0.57% +0.43% +0.27%Value function, D 0.374 -0.07% +0.07% +0.47%Value function, I 0.068 +5.66% -2.11% -0.21%Consumption, B 0.359 -0.3% +0.3% +0.1%Consumption, D 0.372 -0.6% +0.1% +0.3%Consumption, I 0.068 +6.1% -2.9% -0.4%
Consumption gr vol, B 0.42% +351.3% +15.9% +189.0%Consumption gr vol, D 1.11% -10.4% -26.5% -15.4%Consumption gr vol, I 4.47% +392.9% -54.1% +282.5%Wealth gr vol, I 0.035 +1366.8% -1.8% +679.3%log (MU B / MU D) vol 0.025 -4.6% -10.4% -21.5%log (MU B / MU I) vol 0.061 +145.7% -36.8% +101.8%
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Comparison: Interest vs. Principal IndexationI Some proposals envision only indexing interest payments
I Ganong + Noel (17): principal reductions ineffective in HAMP
No Index Regional Regional IO Regional PO
Mortgage default rate 0.95% 0.47% 0.80% 0.49%Bank failure rate 0.33% 0.50% 0.30% 0.31%Refi Rate 3.84% 3.74% 3.84% 3.76%
Mortgage rate 1.46% 1.35% 1.41% 1.32%Mortgage excess return 0.34% 0.40% 0.35% 0.38%
House price 8.842 8.784 8.806 8.900Mortgage debt 259.59% 267.74% 261.60% 270.80%Household leverage 64.41% 65.80% 65.09% 65.63%Deposits 2.454 2.526 2.484 2.553
Consumption, B 0.359 +0.1% +0.1% +0.3%Consumption, I 0.068 -0.4% -1.1% -1.7%
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Comparison: Interest vs. Principal IndexationI Interest-only indexation has much more modest impact on defaults.
I Why? Interest payments only matter until next refi.
No Index Regional Regional IO Regional PO
Mortgage default rate 0.95% 0.47% 0.80% 0.49%Bank failure rate 0.33% 0.50% 0.30% 0.31%Refi Rate 3.84% 3.74% 3.84% 3.76%
Mortgage rate 1.46% 1.35% 1.41% 1.32%Mortgage excess return 0.34% 0.40% 0.35% 0.38%
House price 8.842 8.784 8.806 8.900Mortgage debt 259.59% 267.74% 261.60% 270.80%Household leverage 64.41% 65.80% 65.09% 65.63%Deposits 2.454 2.526 2.484 2.553
Consumption, B 0.359 +0.1% +0.1% +0.3%Consumption, I 0.068 -0.4% -1.1% -1.7%
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Comparison: Asymmetric ContractsI Many SAM proposals are asymmetric, only adjust downward.
I Our implementation: index mortgages by min(ζ, 1).
No Index Regional Reg. Asym. Reg. Asym. IO
Mortgage default rate 0.95% 0.47% 0.12% 0.55%Bank failure rate 0.33% 0.50% 0.94% 0.34%Refi Rate 3.84% 3.74% 4.42% 3.56%
Mortgage rate 1.46% 1.35% 2.37% 1.56%Mortgage excess return 0.34% 0.40% 0.49% 0.35%
House price 8.842 8.784 8.488 8.663Mortgage debt 259.59% 267.74% 231.85% 260.24%Household leverage 64.41% 65.80% 58.35% 62.85%Deposits 2.454 2.526 2.196 2.373
Consumption, B 0.359 +0.1% +1.9% +0.5%Consumption, I 0.068 -0.4% -1.6% -2.9%
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Comparison: Asymmetric ContractsI Financial fragility ↑↑.
I High ω dispersion causes losses in crash.
No Index Regional Reg. Asym. Reg. Asym. IO
Mortgage default rate 0.95% 0.47% 0.12% 0.55%Bank failure rate 0.33% 0.50% 0.94% 0.34%Refi Rate 3.84% 3.74% 4.42% 3.56%
Mortgage rate 1.46% 1.35% 2.37% 1.56%Mortgage excess return 0.34% 0.40% 0.49% 0.35%
House price 8.842 8.784 8.488 8.663Mortgage debt 259.59% 267.74% 231.85% 260.24%Household leverage 64.41% 65.80% 58.35% 62.85%Deposits 2.454 2.526 2.196 2.373
Consumption, B 0.359 +0.1% +1.9% +0.5%Consumption, I 0.068 -0.4% -1.6% -2.9%
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Comparison: Asymmetric ContractsI House prices, mortgage debt, deposits ↓↓. Mortgage rates ↑↑.
I Forgiveness ' shorter maturity. Lower leverage means defaults ↓↓.
No Index Regional Reg. Asym. Reg. Asym. IO
Mortgage default rate 0.95% 0.47% 0.12% 0.55%Bank failure rate 0.33% 0.50% 0.94% 0.34%Refi Rate 3.84% 3.74% 4.42% 3.56%
Mortgage rate 1.46% 1.35% 2.37% 1.56%Mortgage excess return 0.34% 0.40% 0.49% 0.35%
House price 8.842 8.784 8.488 8.663Mortgage debt 259.59% 267.74% 231.85% 260.24%Household leverage 64.41% 65.80% 58.35% 62.85%Deposits 2.454 2.526 2.196 2.373
Consumption, B 0.359 +0.1% +1.9% +0.5%Consumption, I 0.068 -0.4% -1.6% -2.9%
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Comparison: Asymmetric ContractsI Asym-IO: same effects (lower leverage) but more moderate.
I Interesting twist: interest forgiveness reduces incentives to refi.
No Index Regional Reg. Asym. Reg. Asym. IO
Mortgage default rate 0.95% 0.47% 0.12% 0.55%Bank failure rate 0.33% 0.50% 0.94% 0.34%Refi Rate 3.84% 3.74% 4.42% 3.56%
Mortgage rate 1.46% 1.35% 2.37% 1.56%Mortgage excess return 0.34% 0.40% 0.49% 0.35%
House price 8.842 8.784 8.488 8.663Mortgage debt 259.59% 267.74% 231.85% 260.24%Household leverage 64.41% 65.80% 58.35% 62.85%Deposits 2.454 2.526 2.196 2.373
Consumption, B 0.359 +0.1% +1.9% +0.5%Consumption, I 0.068 -0.4% -1.6% -2.9%
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Comparison: Asymmetric ContractsI Asym-IO lowers defaults with little fragility. But need indexation?
I Political economy obstacle: intermediaries hate it.
No Index Regional Reg. Asym. Reg. Asym. IO
Mortgage default rate 0.95% 0.47% 0.12% 0.55%Bank failure rate 0.33% 0.50% 0.94% 0.34%Refi Rate 3.84% 3.74% 4.42% 3.56%
Mortgage rate 1.46% 1.35% 2.37% 1.56%Mortgage excess return 0.34% 0.40% 0.49% 0.35%
House price 8.842 8.784 8.488 8.663Mortgage debt 259.59% 267.74% 231.85% 260.24%Household leverage 64.41% 65.80% 58.35% 62.85%Deposits 2.454 2.526 2.196 2.373
Consumption, B 0.359 +0.1% +1.9% +0.5%Consumption, I 0.068 -0.4% -1.6% -2.9%
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Conclusion
I General equilibrium model of intermediated mortgage market allowingfor indexed mortgage contracts.
I Effect depends on type of indexation:
- Aggregate indexation: amplifies intermediary sector instability.
- Local indexation: dampens intermediary sector instability.
I Costs of indexation partly born by taxpayer
I Nature of indexation matters for macro implications
- Indexing principal more effective than interest.
- Asymmetric indexation has potent effects, but largely through leverage.
- Misalignment between bank, social incentives may be major obstacle.
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Strategic vs. Liquidity Defaults
I Liquidity shocks only turn into defaults when borrower is underwater(double trigger).
I Reducing principal burden may be most effective way to preventliquidity defaults.
1994 1999 2004 2009 20140.0
0.5
1.0
1.5
2.0
2.5
Char
ge-O
ff Ra
te
4
5
6
7
8
9
10
Unem
ploy
men
t Rat
e
(a) Charge-Offs vs. Unemp.
1994 1999 2004 2009 20140.0
0.5
1.0
1.5
2.0
2.5
Char
ge-O
ff Ra
te0.35
0.40
0.45
0.50
0.55
Aggr
egat
e LT
V
(b) Charge-Offs vs. LTV
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Incorporating Liquidity Defaults
I Our implementation: receive liquidity shock with probability θ, need toleave house.
- If home equity is positive, sell.
- If home equity is negative, default.
I Add utility cost of default to reduce number of strategic defaults.
I Results with over 50% liquidity defaults nearly identical to baseline.
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Equilibrium: DetailsOptimizing allocation and price vector (r∗t , qA
t , qMt , qf
t , pt, pREOt , ρt) such that
markets clear:
New mortgages: ZR,tZN,tM∗t = L∗tPO strips: MI
t = MIt
IO strips: AIt = AI
t
Deposits: BIt+1 = BD
t+1
Housing Purchases: ZR,tZN,tK∗t = SREOKREOt + ZR,tZK,tKB
t
REO Purchases: IREOt = (1− ZK,t)KB
t
Housing Services: HBt = KB
t + KREOt = KB
Resources: Yt = CBt + CI
t + CDt + Gt + ηδ(1− ZR,t)ZA,t
(qA
t AIt + qM
t MIt
)︸ ︷︷ ︸
DWL from bank failures
+ νKpt(ZK,tKBt + KI + KD) + νREOpt
[KREO
t + (1− ZK,t)KBt
]︸ ︷︷ ︸
housing maintenance expenditure
Back
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Interest vs. Principal IndexationI Comparison: regional indexation vs. regional interest-only indexation
vs. regional principal-only indexation.
0 5 10 15 20 250.33
0.335
0.34
0.345
0.35
0.355
0.36Consumption B
0 5 10 15 20 250.02
0.03
0.04
0.05
0.06
0.07
0.08Consumption I
0 5 10 15 20 250.36
0.365
0.37
0.375
0.38
0.385
0.39
Consumption D
0 5 10 15 20 258
8.5
9
9.5House price
0 5 10 15 20 250
0.005
0.01
0.015
0.02
0.025
0.03
Loan defaults
0 5 10 15 20 250
0.05
0.1
0.15
0.2
0.25
0.3Bank failures
RegionalRegional-IORegional-PO
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Asymmetric IndexationI Asymmetric indexation: cap upward indexation at 20% for each
component.
0 5 10 15 20 250.32
0.33
0.34
0.35
0.36
0.37
0.38Consumption B
0 5 10 15 20 250.02
0.03
0.04
0.05
0.06
0.07
0.08Consumption I
0 5 10 15 20 250.365
0.37
0.375
0.38
0.385
0.39
0.395Consumption D
0 5 10 15 20 257.8
8
8.2
8.4
8.6
8.8
9House price
0 5 10 15 20 250
0.005
0.01
0.015
0.02
0.025Loan defaults
0 5 10 15 20 250
0.1
0.2
0.3
0.4Bank failures
RegionalRegional AsymRegional Asym IO
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Transition Comparison: Asymmetric ContractsI Black: response on impact. Blue: steady state response.
No Index Regional Reg. Asym. Reg. Asym. IO
Welfare 0.821 +0.61% (+0.32%) +0.90% (+0.73%) +0.28% (+0.25%)VB 0.379 +0.68% (+0.27%) +1.76% (+1.85%) +0.36% (+0.53%)VD 0.374 +0.54% (+0.47%) +0.11% (+0.07%) +0.47% (+0.37%)VI 0.068 +0.53% (-0.21%) +0.51% (-1.91%) -1.25% (-2.02%)CB 0.359 +0.50% (+0.08%) -1.00% (+1.92%) -0.18% (+0.51%)CD 0.372 +0.82% (+0.26%) +0.47% (+0.05%) +2.42% (+0.44%)CI 0.068 +4.63% (-0.40%) +18.26% (-1.65%) +0.35% (-2.88%)
Deposits 2.454 +5.98% (+2.90%) -8.34% (-10.52%) +3.79% (-3.31%)p 8.842 +2.30% (-0.66%) -2.11% (-4.01%) +0.73% (-2.03%)MB 2.596 +4.76% (+3.14%) +4.76% (-10.69%) +4.76% (+0.25%)r∗ 1.46% -0.04pp (-0.11pp) +0.80pp (+0.91pp) +0.06pp (+0.09pp)Refi Rate 3.84% -0.00pp (-0.09pp) -0.82pp (+0.59pp) -0.15pp (-0.27pp)Loss Rate 0.40% -0.33pp (-0.20pp) +0.42pp (+0.51pp) -0.11pp (-0.05pp)Failures 0.33% -0.24pp (+0.16pp) -0.29pp (+0.60pp) -0.20pp (+0.01pp)
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Transition Comparison: Interest vs. PrincipalI Black: response on impact. Blue: steady state response.
No Index Regional Regional IO Regional PO
Welfare 0.821 +0.61% (+0.32%) +0.36% (+0.20%) +0.51% (+0.18%)VB 0.379 +0.68% (+0.27%) +0.61% (+0.30%) +0.83% (+0.33%)VD 0.374 +0.54% (+0.47%) +0.34% (+0.25%) +0.28% (+0.21%)VI 0.068 +0.53% (-0.21%) -0.95% (-0.61%) -0.03% (-0.75%)CB 0.359 +0.50% (+0.08%) +0.78% (+0.11%) +1.11% (+0.29%)CD 0.372 +0.82% (+0.26%) +1.49% (+0.28%) +0.32% (+0.17%)CI 0.068 +4.63% (-0.40%) -1.09% (-1.07%) +3.00% (-1.65%)
Deposits 2.454 +5.98% (+2.90%) +5.84% (+1.20%) +6.52% (+4.02%)p 8.842 +2.30% (-0.66%) +2.58% (-0.40%) +3.55% (+0.66%)MB 2.596 +4.76% (+3.14%) +4.76% (+0.77%) +4.76% (+4.32%)r∗ 1.46% -0.04pp (-0.11pp) -0.05pp (-0.05pp) -0.07pp (-0.14pp)Refi Rate 3.84% -0.00pp (-0.09pp) +0.07pp (+0.01pp) +0.10pp (-0.08pp)Loss Rate 0.40% -0.33pp (-0.20pp) -0.24pp (-0.08pp) -0.33pp (-0.20pp)Failures 0.33% -0.24pp (+0.16pp) -0.19pp (-0.03pp) -0.21pp (-0.02pp)
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Borrower Complete Problem Back
maxCBt ,HB
t ,M∗t ,K∗t ,ZD,t,ZR,tVB(KB
t , ABt , MB
t )
subject to
CBt = (1− τt)YB
t︸ ︷︷ ︸income
+ZR,t
((1− ZD,t)M∗t − δZM,tMB
t
)︸ ︷︷ ︸
net new borrowing
− (1− δ)ZM,tMBt︸ ︷︷ ︸
principal payment
− (1− τ)ZM,tABt︸ ︷︷ ︸
interest payment
− pt
[ZR,t(1− ZD,t)K∗t +
(νK − ZR,t
)ZK,tKB
t
]︸ ︷︷ ︸
owned housing
− ρt
(HB
t − KBt
)︸ ︷︷ ︸
rental housing
−(
Ψ(ZR,t)− Ψt
)(1− ZD,t)M∗t︸ ︷︷ ︸
net transaction costs
− TBt︸︷︷︸
lump-sum taxes
and
MBt+1 = π−1ζp,t+1
[ZR,t(1− ZD,t)M∗t + δ(1− ZR,t)ZM,tMB
t
]AB
t+1 = π−1ζp,t+1
[ZR,t(1− ZD,t)r∗t M∗t + δ(1− ZR,t)ZM,tAB
t
]KB
t+1 = ZR,t(1− ZD,t)K∗t + (1− ZR,t)ZK,tKBt
M∗t ≤ φKptK∗tGreenwald, Landvoigt, Van Nieuwerburgh Financial Fragility with SAM? Fed Board, September 2018 8 / 10
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Bank Complete Problem Back
VI(WIt ,S I
t ) = maxL∗t ,MI
t ,AIt ,BI
t+1
WIt − JI
t
+ Et
[ΛI
t,t+1 FIε
(VI(WI
t+1,S It+1)
) (VI(WI
t+1,S It+1)− εI,−
t+1
)]subject to
BIt+1 ≤ φI
(qA
t AIt + qM
t MIt
)JIt = (1− r∗t qA
t − qMt )L∗t︸ ︷︷ ︸
net new debt
+ qAt AI
t︸ ︷︷ ︸IO strips
+ qMt MI
t︸ ︷︷ ︸PO strips
− qft BI
t+1︸ ︷︷ ︸new deposits
WIt+1 =
[Xt+1 + ZA,t+1
((1− δ) + δZR,t+1
)]MI
t+1 + ZA,t+1AIt+1︸ ︷︷ ︸
payments on existing debt
+ δ(1− ZR,t+1)ZA,t+1
(qA
t+1AIt+1 + qM
t+1MIt+1
)︸ ︷︷ ︸
sales of IO and PO strips
− π−1t+1BI
t+1︸ ︷︷ ︸deposit redemptions
where Xt =(1−ZK,t)KB
t (pREOt −νREOpt)
MBt
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Calibration: All Parameters Back
Parameter Name Value Target/SourceAgg. income persistence ρTFP 0.977 Real per capita labor income BEAAgg. income st. dev. σTFP 0.008 Real per capita labor income BEAHousing st. dev. (Normal) σω,L 0.200 Mortg. delinq. rate US banks, no crisisHousing st. dev. (Crisis) σω,H 0.250 Mortg. delinq. rate US banks, crisisProfit shock st. dev. σε 0.070 FDIC bank failure rateFraction of borrowers χB 0.343 SCF 1998 population share LTV>.30Fraction of intermediaries χI 0.020 Stock market cap. share of finance sectorBorr. inc. and housing share sB 0.470 SCF 1998 income share LTV>.30Intermediary inc. and housing share sI 0.067 Employment share in financeTax rate τ 0.147 Personal tax rate BEAHousing stock K 1 NormalizationInflation rate π 1.006 2.29% CPI inflationMortgage duration δ 0.996 Duration of 30-yr FRMPrepayment cost mean µκ 0.370 Greenwald (2018)Prepayment cost scale sκ 0.152 Greenwald (2018)LTV limit φK 0.850 LTV at originationMaint. cost (owner) νK 0.006 BEA Fixed Asset TablesBank regulatory capital limit φI 0.940 Financial sector leverageDeadweight cost of bank failures ζ 0.085 Bank receivership expense rateMaint. cost (REO) νREO 0.024 REO discount: pREO
ss /pss = 0.725REO sale rate SREO 0.167 Length of foreclosure crisisBorr. discount factor βB 0.950 Borrower debt/value, SCFIntermediary discount factor βI 0.950 Equal to βBDepositor discount factor βD 0.998 2% real rateRisk aversion γ 5.000 Standard valueEIS ψ 1.000 Standard valueHousing preference ξ 0.220 Borrower value/income, SCF
Greenwald, Landvoigt, Van Nieuwerburgh Financial Fragility with SAM? Fed Board, September 2018 10 / 10