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Debt Crises
For Whom the Bell Tolls
Harold Cole Daniel Neuhann Guillermo Ordonez
UPenn UPenn UPenn
September 3, 2016
1 / 37
Motivation
I Debt Crises = Large jumps of spreads / Defaults
I Regular occurrence, but come and go as surprises.
I Fundamentals necessary but not sufficient.
I Contagion = Comovement of spreads across countries
I Relatively stable pattern, but not during debt crises.
I A debt crisis in a crisis sometimes affects another country, but
sometimes it does not. Maybe it matters for whom the bell tolls.
I Explore information acquisition within auction framework.
I See if this can shed some light on debt crises and contagion.
2 / 37
This paper
I Simple model of portfolio choice with information acquisition
(where investments are not fundamentally linked).
I Capital flowing across countries is enough to generate contagion.
I Information about economies generates multiple equilibria.
I Informed: With participation of informed investors.
I Uninformed: Without participation of informed investors.
I No clear pattern of contagion, as sovereign spreads depend on
I Own fundamentals and others’ fundamentals.
I Own equilibrium and others’ equilibria.
I Not only crises are contagious, also information regimes are!
3 / 37
Model
I Two periods.
I Mass 1 of investors.
I CRRA utility functions: u(c)
I Endowment W in period 1.
I Two countries i ∈ {1, 2}.I In Period 1, each country must repay debt Di (net of income).
I Roll over at price pi, so new debt is bi ≡ Di/pi.
I In Period 2, each country has income Yi and a cost of default θi
I Repayment: Yi − Dipi
. Default: (1− θi)Yi.I Repay if
Yi > Y (θi) ≡Di
piθi
4 / 37
Further Simplifying Assumptions
I Two possible costs of default (realized in period 1):
I θH w/prob. a.
I θL w/prob. 1 − a.
I Any investor can become informed about θ at utility cost K.
I Three possible levels of income (realized in period 2):
I YL w/prob. x.
I YM w/prob. z.
I YH w/prob. 1 − x− z.
6 / 37
Further Simplifying Assumptions
7 / 37
YHYMYLY (θH) Y (θL)
1− x− z
z
x
a 1− a
With probability a
the default probability is κH = x
Good state ↓
Further Simplifying Assumptions
7 / 37
YHYMYLY (θH) Y (θL)
1− x− z
z
x
a 1− a
With probability 1− a
the default probability is κL = x+ z
Bad state ↓
Auctions
I In period 1 each country rolls over its debt using auctions
I Investors submit pair-orders (p, b).
I The country fills orders in decreasing order of p until it raises D.
I If there is a marginal price p, no reason to bid any other p.
Uninformed do not learn from prices before bidding, but they know
which are the possible prices in equilibrium after the bidding!
I No short-selling for commitment and information reasons (b ≥ 0).
8 / 37
Auctions
I In period 1 each country rolls over its debt using auctions
I Investors submit pair-orders (p, b).
I The country fills orders in decreasing order of p until it raises D.
I If there is a marginal price p, no reason to bid any other p.
Uninformed do not learn from prices before bidding, but they know
which are the possible prices in equilibrium after the bidding!
I No short-selling for commitment and information reasons (b ≥ 0).
8 / 37
Uninformed Equilibrium
10 / 37
I Without knowing the state, κ = ax+ (1− a)(x+ z)
I A single price p, independent of the realized state.
I Given the price p, investors bid b to maximize
maxbU = κu(W − pb) + (1− κ)u(W − pb+ b)
FOC {b}
κpu′(W − pb)︸ ︷︷ ︸Mg. Costs
= (1− κ)(1− p)u′(W − pb+ b)︸ ︷︷ ︸Mg. Benefits
Uninformed Equilibrium
10 / 37
I Without knowing the state, κ = ax+ (1− a)(x+ z)
I A single price p, independent of the realized state.
I Given the price p, investors bid b to maximize
maxbU = κu(W − pb) + (1− κ)u(W − pb+ b)
FOC {b}
u′(W − pb+ b)
u′(W − pb)=
pκ
(1− p)(1− κ)=⇒ b( p
(−), κ(−)
)
I If p = 1− κ, then b = 0. Investors charge a risk premium!
Uninformed Equilibrium
10 / 37
I Without knowing the state, κ = ax+ (1− a)(x+ z)
I A single price p, independent of the realized state.
I Given the price p, investors buy b to maximize.
U∗ = κu(W −D) + (1− κ)u(W −D +D
p)
I Imposing the resource constraint pb = D,
u′(W −D + D
p
)u′(W −D)
=pκ
(1− p)(1− κ)
I The utility of investors decreases with p.
I FOC pins down p. Both sides increase in p and span [0, 1].
Price in Uninformed Equilibrium
0 0.14 0.28 0.42 0.560
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1
P
11 / 37
High κ Medium κ Low κ
LHS
Rollover Crisis (when u(c) = log(c))
κ > 1− DW
Price in Uninformed Equilibrium
0 0.1 0.2 0.3 0.40
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1
P
12 / 37
Low DW
Medium DW
High DW
RHSRollover Crisis (when u(c) = log(c))
DW > 1− κ
Incentives to Acquire Information
13 / 37
I Information about θ can be acquired at utility cost K.
I Benefits of deviating and acquiring information:
Buy more in the good state, since the price p is relatively low.
∆(UH) ≡ U(b( κH︸︷︷︸x
, p))− U(b(κ, p)) > 0
Buy less in the bad state, since the price p is relatively high.
∆(UL) ≡ U(b( κL︸︷︷︸x+z
, p))− U(b(κ, p)) > 0
I There are no incentives to acquire information if
a∆(UH) + (1− a)∆(UL)︸ ︷︷ ︸χU
< K
Condition for Uninformed Equilibrium
0.105 0.123 0.141 0.159 0.1770.6
0.8
1
1.2
1.4
1.6
1.8
2
2.2·10−2
z1
14 / 37
χU
Condition for Uninformed Equilibrium
36.4 42.64 48.88 55.12 61.368
8.2
8.4
8.6
8.8
9
9.2
9.4
9.6
9.8·10−3
D1
15 / 37
χU
Informed Investors
16 / 37
I Informed investors know the state, κH = x and κL = x+ z
I Same maximization as before, but knowing the state s ∈ {L,H}.
Then
u′(W − psbIs + bIs)
u′(W − psbIs)=
psκs(1− ps)(1− κs)
=⇒ bIs( ps(−), κs(−)
)
Informed Investors
16 / 37
I Informed investors know the state, κH = x and κL = x+ z
I Assume all investors are informed.
Resource constraints are psbs = D in both states. Hence
u′(W −D + D
ps
)u′(W −D)
=psκs
(1− ps)(1− κs)
I Since κH < κL, then pH > pL.
Uninformed Investors
17 / 37
I What if an investor decides to be uninformed (and save K)?
I Uninformed investors do not know the state, but they know that
the country will always sell bonds to them at pH ≥ pL.
I Maximization problem:
maxbUL ,b
UH
UU = a[κHu(W − pHbUH) + (1− κH)u(W − pHbUH + bUH)
]+(1− a)
[κLu(W − pHbUH − pLbUL ) + (1− κL)u(W − pHbUH − pLbUL + bUH + bUL )
]
Uninformed Investors
17 / 37
I FOC {bUH} They always get to buy at pH .
a[pHκHu′(W−pHbUH)] +(1−a)[pHκLu
′(W−pHbUH−pLbUL )]
= a[(1−pH)(1−κH)u′(W−pHbUH+bUH)]+(1−a)[(1−pH)(1−κL)u′(W−pHbUH−pLbUL+bUH+bUL )]
I FOC {bUL}When they get to buy at pL, they also buy part at pH .
pLκLu′(W−pHbUH−pLb
UL ) = (1−pL)(1−κL)u′(W−pHbUH−pLb
UL+bUH+bUL )
Uninformed Investors
17 / 37
I FOC {bUH} They always get to buy at pH .
a[pHκHu′(W−pHbUH)] +(1−a)[pHκLu
′(W−pHbUH−pLbUL )]
= a[(1−pH)(1−κH)u′(W−pHbUH+bUH)]+(1−a)[(1−pH)(1−κL)u′(W−pHbUH−pLbUL+bUH+bUL )]
I FOC {bUL}When they get to buy at pL, they also buy part at pH .
pLκLu′(W−pHbUH−pLb
UL ) = (1−pL)(1−κL)u′(W−pHbUH−pLb
UL+bUH+bUL )
pHbUH + pLb
UL > pLb
IL
Uninformed investors spend more in the bad state!
pHbUH < pHb
IH
Uninformed investors spend less in the good state!
No short-selling, so bUH ≥ 0 may bind!
Resource Constraints
18 / 37
Denote by n the fraction of informed investors.
npHbIH + (1− n)pHb
UH = D
npLbIL + (1− n)[pHb
UH + pLb
UL ] = D
Prices as a function of n
0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.90.6
0.62
0.64
0.66
0.68
0.7
0.72
0.74
0.76
0.78
0.8
0.82
0.84
n
19 / 37
7−→
7−→
Uninformed only bid pL
pH
pL
pU
Utilities as a function of n
0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9
n
20 / 37
U I
UU
U (Uninformed Eq)
Utilities as a function of n
0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9
n
20 / 37
U I
UU
U (Uninformed Eq)
Investors end up losing with information!
Equilibrium Multiplicity
0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9
n
21 / 37
χI ≡ U I − UU
χU
K
↖ Uninformed Equilibrium
n∗ in Informed Equilibrium
↙ (where U I −K = UU )
How Information Depends on z
0.105 0.123 0.141 0.159 0.1775 · 10−2
0.1
0.15
0.2
0.25
0.3
0.35
0.4
0.45
0.5
0.55
z1
22 / 37
n∗(z)
How Information Depends on D
36.4 42.64 48.88 55.12 61.360
5 · 10−2
0.1
0.15
0.2
0.25
0.3
0.35
0.4
0.45
0.5
D1
23 / 37
n∗(D)
Importance of Information on Prices
0.105 0.123 0.141 0.159 0.1770.56
0.58
0.6
0.62
0.64
0.66
0.68
0.7
0.72
0.74
0.76
0.78
z1
24 / 37
pH
pL
pU
E(p)
Three Regions of Equilibria!
Information induces price volatility and lower expected prices!
With a “conservative’ selection of equilibrium, past sins or virtues matter!
Debt Burden Across Equilibria
0.105 0.123 0.141 0.159 0.17798
100
102
104
106
108
110
112
z1
25 / 37
bU
E(b)
Small domestic shocks can create large changes in debt burden!
Different Components of κ
I So far we have increased κ = x+ (1− a)z by increasing z.
I What if we increase x?
I There are less incentives to acquire information (reduction in the
relative difference between states).
I What if we reduce a?
I The incentives to acquire information are non-monotonic (at the
extremes there is no uncertainty about the state).
I For information acquisition incentives, it matters how the expected
default probability increases!
26 / 37
Two Country Model
28 / 37
I Assume no investor knows the state in either country, κ1 and κ2.
I A single price in each country, p1 and p2.
I Given these prices, investors bid b1 and b2 to maximize.
maxb1,b2
U = κ1
κ2 u(W − p1b1 − p2b2)︸ ︷︷ ︸u(−−)
+(1− κ2)u(W − p1b1 + (1− p2)b2)︸ ︷︷ ︸u(−+)
+(1− κ1)
κ2 u(W + (1− p1)b1 − p2b2)︸ ︷︷ ︸u(+−)
+(1− κ2)u(W + (1− p1)b1 + (1− p2)b2)︸ ︷︷ ︸u(++)
Symmetric Simple Setting
I To hold # of prices and bids we assume that investors
1. Allocate funds between country 1 and 2.
2. Choose whether to become informed in country 1 or 2 or both.
3. Bid in each country.
I We also assume countries are completely symmetric
I Only 2 prices: pH and pL.
I Only 4 bids: biH and biL (conditional on θi only if informed).
29 / 37
Cross-Country Info Complementarities
0 0.25 0.5 0.750
1
2
3
4
5
6·10−2
30 / 37
χI (forcing the other country to be uninformed)
χI1 (allowing the other country to be symmetrically informed)
χI2
χU
K
n
Cross-Country Info Complementarities
0 0.25 0.5 0.750
1
2
3
4
5
6·10−2
30 / 37
χI2
χU
K
n
χI
χI1
If the other country is uninformed
Only uninformed equilibrium is feasible!
If the other country is symmetrically informed
Uninformed and “very” informed equilibrium coexist!
Contagion on Information Regime
0.1 0.13 0.16 0.19 0.220.45
0.5
0.55
0.6
0.65
0.7
0.75
0.8
z1
32 / 37
pU pH
pL
E(p)
Absent information feedback from the other country, only U equilibrium!
Informational Regimes?
31 / 37
.51
1.5
22.5
3sdres
2000q1 2005q1 2010q1 2015q1tq
Standard Deviation of Residuals from
Y ieldsit = (β1 + β2Ic)∆GDPit + (β3 + β4Ic) DebtGDP it
+ εit (with Country and Year FE)
Contagion on Information Regime
0.1 0.13 0.16 0.19 0.220.45
0.5
0.55
0.6
0.65
0.7
0.75
0.8
z1
32 / 37
pU pH
pL
E(p)
Remember those initial regressions?
•••••••Low sensitivity to fundamentals
Small errors when U equilibrium
Contagion on Information Regime
0.1 0.13 0.16 0.19 0.220.45
0.5
0.55
0.6
0.65
0.7
0.75
0.8
z1
32 / 37
pU pH
pL
E(p)
Remember those initial regressions?
••••••
•↙ Ireland? Greece?
Contagion on Information Regime
0.1 0.13 0.16 0.19 0.220.45
0.5
0.55
0.6
0.65
0.7
0.75
0.8
z1
32 / 37
pU pH
pL
E(p)
Remember those initial regressions?
••
•
•
•
•
•
Ireland? Greece?
Germany?Netherlands?France?
Portugal?
Spain? Italy?
Contagion on Information Regime
0.1 0.13 0.16 0.19 0.220.45
0.5
0.55
0.6
0.65
0.7
0.75
0.8
z1
32 / 37
pU pH
pL
E(p)
Remember those initial regressions?
••
•
•
•
•
•
Larger sensitivity of ↑
spreads to fundamentals
Larger positive errors
Larger negative errors
Segmentation
0.1 0.13 0.16 0.19 0.220
10
20
30
40
50
60
70
80
90
100
110
120
z133 / 37
Imagine an investor who is uninformed about country 1
bU1
bI1,H
bI1,L
Segmentation
0.1 0.13 0.16 0.19 0.220
10
20
30
40
50
60
70
80
90
100
110
120
z133 / 37
Imagine an investor who is uninformed about country 1
bU1
bI1,H
bI1,L
In the informed equilibrium he ends up bidding
only in country 2, where he is informed!
Magnification of Contagion
I So far we have discussed contagion in its purest form, but there
are magnifying forces.
I Endogenous probability of default (κi depends on pi).
I Fundamental linkages (κi depends on κ−i).
I Time-varying prudence (risk-aversion that changes with wealth).
I Market segmentation concentrates contagion.
I Structure of information costs across countries.
34 / 37
Suggestive Thoughts
I How can Japan or the U.S. sustain very large debt/GDP ratios
with low and stable spreads?
Uninformed Equilibrium?
I Why can many countries not raise their debt/GDP ratio without
triggering high volatility and increases in spreads?
Informed Equilibrium?
35 / 37
Extensions
I Extension to K states and I countries.
I Just add FOCs and resource constraints.
I Extension to a continuous distribution of Y .
I Thresholds Y (θk) are endogenous and jointly determined with the
probability of default in each state.
36 / 37
Final Remarks
I Simple model of portfolio choice with information acquisition.
I For a single country
I Information is more likely with high default probability and debt.
I Information is “bad” both for investors (waste on information) and
countries (lower prices, more debt, and higher volatility).
I Multiplicity implies that a small change in fundamentals can have
large effects on prices and debt.
I With equilibrium hysteresis, prices in two countries with the same
parameters but different past can behave very differently.
37 / 37
Final Remarks
I Simple model of portfolio choice with information acquisition.
I For many countries
I Given investor prudence, there is price and debt contagion.
I Strong cross-country complementarities on the incentives to pro-
duce information.
I Shocks in one country can cause changes of equilibrium in others.
I Information regimes affect the strength of contagion.
I Information regimes are also contagious.
37 / 37
The Effects of Prudence
C
37 / 37
Assume NO prudence
(e.g. quadratic utility)
u′(c)
c(−−) c(+−) c(−+) c(++)
�
�
�
�
E(u′(•−))
E(u′(•+))