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Presentation for the panel “Is the euro crisis over?”
EUI-nomics, Florence, 25 April 2014
Simone Manganelli
Head of Financial Research
European Central Bank
ECB-UNRESTRICTED
DRAFT
Rubric
www.ecb.europa.eu ©
Overview
6
1
2
3
Sovereign stress and risks
Financial fragmentation
Systemic stress in the financial system
1.1 The CISS Indicator
Rubric
www.ecb.europa.eu ©
1.1 The CISS Indicator
• Based on the work of Holló, Kremer, and Lo Duca (2012), "CISS - a composite indicator of
systemic stress in the financial system," ECB WP No. 1426.
• The CISS indicator is based on a total of 15 raw indicators of financial stress in 5 different
market segments:
– Money market (MM): realised volatility of 3 month Euribor; spread Euribor/T-bill (3 month maturity);
recourse to the marginal lending facility at the ECB.
– Bond market, sovereign and non-financials (BM): realised volatility of 10y Bund; spread corporate
A-rated versus government bonds; 10y interest rate swap spread.
– Equity market, non-financials (EM): realised volatility of equity returns; CMAX; stock-bond
correlation
– Financial intermediaries (FI): realised volatility of idiosyncratic returns of the banking index; spread
A rated financials/non-financials; CMAX interacted with book-price ratio for the financial sector equity
index.
– Foreign exchange market (FX): realised volatility of US/EUR, JPY/EUR, GBP/EUR.
An indicator of contemporaneous stress in the financial system:
CISS = Composite Indicator of Systemic Stress
Rubric
www.ecb.europa.eu ©
The CISS Indicator transformation
The 15 raw stress indicators are transformed on the basis of order statistics (“probability
integral transform”):
•replace each value of the raw indicator by its empirical quantile;
•yields homogeneous set of standard uniform distributed indicators;
•trades off distributional consistency and likely gains in robustness against loss of cardinal
information;
•the aggregation method takes into account the time-varying cross-correlations between the 5
subindices: situations in which stress prevails in several markets segments are given more
weight, thus capturing the idea that financial stress is more systemic.
4
ECB-PUBLIC
DRAFT
ECB-UNRESTRICTED
DRAFT 1.1 The CISS Indicator
Rubric
www.ecb.europa.eu ©
Euro area CISS and major financial stress events
Holló, D., Kremer, M. & Lo Duca, M. (2012), "CISS - a composite indicator of systemic stress in the financial system,"
Working Paper Series 1426, European Central Bank.
ECB-UNRESTRICTED
DRAFT 1.1 The CISS Indicator
Rubric
www.ecb.europa.eu ©
6
1
2
3
Sovereign stress and risks
Financial fragmentation
Systemic stress in the financial system
2.1 The Sovereign CISS indicator
2.2 Sovereign default risk
Overview
Rubric
www.ecb.europa.eu ©
A composite indicator monitoring stress in the euro area
sovereign bond markets
• SovCISS aims to measure the level of stress in euro area sovereign bond markets
– Composite stress indicator for the euro area as a whole;
– Decomposition into country-specific indicators
(11 countries: AT, BE, DE, ES, FI, FR, GR, IE, IT, NL, PT);
• Combines data from short- and long-end of the yield curve (2-year and 10-year
maturity bonds):
– 2 spreads b/w sovereign yield and euro swap interest rate (absolute spreads);
– 2 realised yield volatilities (weekly average of absolute daily changes);
– 2 bid/ask bond price spreads (in % of mid-price);
• Aggregation into country-specific and EA-aggregate SovCISS follows Hollo, Kremer
and Lo Duca (2012)
7
ECB-PUBLIC
DRAFT
ECB-UNRESTRICTED
DRAFT 2.1 The Sovereign CISS Indicator
Rubric
www.ecb.europa.eu © 8
Note: SovCISS is a composite indicator that measures the level of sovereign bond market stress in 11 individual euro area
countries and in the euro area as a whole. It combines data from the short- and the long-end of the yield curve (2-year and 10-
year maturity bonds), namely the absolute spreads b/w sovereign yields and euro swap interest rates; realised yield volatilities;
and bid/ask bond price spreads (in % of mid-price).
Source: ECB and Garcia and Kremer (2014), Beyond spreads: measuring sovereign market stress in the euro area, mimeo.
2.1 The Sovereign CISS Indicator
Rubric
www.ecb.europa.eu ©
6
1
2
3
Sovereign stress and risks
Financial fragmentation
Systemic stress in the financial system
2.1 The Sovereign CISS indicator
2.2 Sovereign default risk
Overview
Rubric
www.ecb.europa.eu ©
2.2 Sovereign default risk
10
• Lucas, A., Schwaab, B., and X. Zhang (2012) developed an indicator based on
observed prices for credit default swaps on sovereign debt;
• Country-specific risks are estimated from CDS quotes directly, while a time varying
dependence function is inferred from the co-movement in CDS Spreads;
• The euro area is proxied by ten member countries for which liquid CDS quotes are
available, i.e. Austria, Belgium, France, Germany, Greece, Ireland, Italy, the Netherlands,
Portugal, and Spain.
• The joint probability estimate is based on risk neutral probabilities of default, which are
higher than actual or historical probabilities.
A framework to assess the probability of joint and conditional default of
euro area member states
Rubric
www.ecb.europa.eu ©
2.2 Sovereign default risk
11
Lucas, A., Schwaab, B., and Zhang, X. (2012), “Conditional probabilities for euro area sovereign default risk”,
ECB working paper.
0
2
4
6
8
10
12
14
16
18
20
0%
5%
10%
15%
20%
25%
01/01/2008 01/01/2009 01/01/2010 01/01/2011 01/01/2012 01/01/2013 01/01/2014
Jo
int
pro
bab
ilit
y,
risk n
eu
tral
(CD
S-i
mp
lied
)
26 Jul 2012
Draghi's London
speech
6 Sep 2013
OMT details
2 Aug 2012
OMT announcement
Perceived probability of two or more credit events,
1 year horizon
Rubric
www.ecb.europa.eu ©
Overview
6
1
2
3
Sovereign stress and risks
Financial fragmentation
Systemic stress in the financial system
3.1 Money markets
3.2 Corporate bond markets
Rubric
www.ecb.europa.eu ©
A simple measure of market fragmentation
13
• Law of one price: Financial markets should not charge different rates for loans to
counterparties located in different countries, after controlling for counterparty risk.
,spreadit i ct rt it ò
Country risk premium
Rating control
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www.ecb.europa.eu © 14
Note: Estimated country risk premium banks pay on overnight loans, after controlling for their own risk.
Source: Garcia, Hoffmann and Manganelli (2013).
3.1 Money Markets
-25
0
25
50
75
100
Jun 08 Dec 08 Jun 09 Dec 09 Jun 10 Dec 10 Jun 11 Dec 11 Jun 12 Dec 12 Jun 13
An indicator of fragmentation in the interbank market (based on TARGET2 data)
Average premium for stressed countries (bps)
Rubric
www.ecb.europa.eu ©
Overview
6
1
2
3
Sovereign stress and risks
Financial fragmentation
Systemic stress in the financial system
3.2 Corporate bond markets
3.1 Money markets
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www.ecb.europa.eu © 16
3.2 Corporate bonds markets
-2
-1
0
1
2
3
4
5
Jan-04 Jan-05 Jan-06 Jan-07 Jan-08 Jan-09 Jan-10 Jan-11 Jan-12 Jan-13 Jan-14
ES FR IT
Premia depend on the country
Country premia w.r.t German firms, controlled for ratings effects
Note: Estimated country risk premium corporates pay on bonds, after controlling for their own risk.
Source: Horny, Manganelli and Mojon (2014).
Rubric
www.ecb.europa.eu ©
1. Overall level of financial distress in the euro area returned to pre-crisis levels
2. Sovereign risk
a. reached its acute phase in the first half of 2012
b. has been brought under control with the announcement of OMT
c. has not yet returned to pre-crisis levels
3. Financial fragmentation
a. Evidence of acute stress in money markets at end 2011, brought under
control by the 3-year LTRO
b. Corporates continue to pay significant premium due to their geographic
location
17
Conclusion