come sviluppare sistemi di rating interni alla luce dei nuovi requisiti normativi
DESCRIPTION
Comunicazioni Banda D'Italia, Consob, Ivass e Covip del 22 Luglio 2013. 1. Il panorama regolamentare 2. Rating Implicito vs Rating Tradizionale: Gestione del Rischio nel Rispetto delle Nuove Normative, a cura di Pablo Barbagallo 3. Uno sguardo al futuro, a cura di Jim Sarrail 4. Q&ATRANSCRIPT
Come sviluppare sistemi di rating interni alla luce dei nuovi requisiti normativi Comunicazioni Banda D'Italia, Consob, Ivass e Covip del 22 Luglio 2013
6 MARZO 2014
Programma
1. Il panorama regolamentare
2. Rating Implicito vs Rating Tradizionale: Gestione del Rischio nel Rispetto delle Nuove Normative, a cura di Pablo Barbagallo
3. Uno sguardo al futuro, a cura di Jim Sarrail
4. Q&A
Il Panorama Regolamentare 1
Crescente pressione regolamentare per definire, applicare e mantenere sistemi interni di rating
4
2009 2009 2011
Direttiva UCITS IV “Undertakings for
Collective Investment in Transferable Securities”
Obbligo di istituzione di una funzione
permanente di gestione del rischio
“..non si affidano esclusivamente ai rating del credito”
“…incoraggiano tali
entità a ridurre l’incidenza di tali riferimenti con
l’obiettivo di ridurre l’affidamento
esclusivo ai rating del credito”
2012
CRA III
Regolamento sulla gestione collettiva del risparmio della Banca d’Italia dell’8
Maggio 2012
2013
“… i gestori procedono ad una rivalutazione dei propri sistemi di gestione del rischio, individuando le esigenze di rafforzamento delle
procedure di selezione, monitoraggio e gestione del
rischio di credito…”
Fondi del mercato monetario dovrebbe "sviluppare sistemi
interni di rating" e "[...] condurre stress test annuali"
“...limitare il numero di agenzie di
Rating...che il rating sia short-term...”
“..anche in presenza
di rating valuti la qualitá creditizia
dello strumento...”
Regolamento (CE) n. 1060/2009
relative alle agenzie di rating
del credito
•Minore affidamento sui rating da parte degli
investitori •Regola di rotazione
•Misure aggiuntive per il rating del debito
sovrano •Responsabilità civile
per i CRA
Banca D’Italia: Comunicazione del 22-
07-2013
Proposta della Commissione Europea sui fondi comuni
monetari
Banca D’Italia, Consob, IVASS e COVIP hanno definito i requisiti regolamentari locali
5
“…effettuano la loro valutazione del rischio di credito e non si affidano esclusivamente o meccanicamente ai rating del credito per la valutazione del merito di credito di un’entità o di uno strumento finanziario”;
“Le autorità settoriali competenti incaricate della vigilanza delle entità di cui all’articolo 4, paragrafo 1, primo comma, tenendo conto della natura, della portata e della complessità delle loro attività, controllano l’adeguatezza delle loro procedure di valutazione del rischio di credito, valutano l’utilizzo di riferimenti contrattuali ai rating del credito e, se del caso, incoraggiano tali entità a ridurre l’incidenza di tali riferimenti con l’obiettivo di ridurre l’affidamento esclusivo e meccanico ai rating del credito, in linea con la specifica legislazione settoriale”;
Fonte: Banca D’Italia www.bancaditalia.it/vigilanza/normativa/norm_bi/comunicazioni/Rating22lug.pdf
-“il Regolamento sulla gestione collettiva del risparmio della Banca d’Italia dell’8 maggio 2012, ...prevede ...che il sistema di gestione dei rischi degli OICR definisca le strategie, le politiche, i processi e i meccanismi riguardanti l’individuazione, l’assunzione, la sorveglianza, l’attenuazione dei rischi ...Le SGR sono chiamate a definire, applicare e mantenere disposizioni interne, tecniche di misurazione e procedure per assicurare il corretto funzionamento del sistema di gestione dei rischi degli OICR;
Rating Implicito vs Rating Tradizionale: Gestione del Rischio nel Rispetto delle Nuove Normative 2
Rating Impliciti vs Rating tradizionali 7
Quali sono le differenze fra i Rating impliciti e tradizionali? Ratings delle agenzie
Rating impliciti o EDF
Qualitativo e a volte soggettivo
Ranking per classi per es. Aaa, Aa1, ecc.
Società diverse nello stesso gruppo
Stabile o “through the cycle”
Quantitativo ed oggettivo
Misura anche livelli numerici o “assoluti” di rischio per es. 5.01%
Granulare per es. 5.01% vs. 5.02%
Molto dinamico, aggiornamenti giornalieri
Analisi quantitativo – Possibilià di “What-if Analysis”
Informazioni provenienti da tutte le fonti disponibili: bilanci, prezzi di mercato, ecc.
Rating Impliciti vs Rating tradizionali
Equivalent Median
EDF Credit Measure Lower UpperBa1 0.08% 0.07% 0.09%
Ba2 0.10% 0.09% 0.11%
Ba3 0.14% 0.11% 0.16%
B1 0.19% 0.16% 0.23%
B2 0.27% 0.23% 0.38%
B3 0.52% 0.38% 0.71%
Caa1 0.97% 0.71% 1.32%
Caa2 1.81% 1.32% 2.32%
Caa3 2.97% 2.32% 4.87%
Ca 7.97% 4.87% 35.00%
C 35.00% 35.00% 35.00%
Implied Rating
Bound Range
Equivalent Median
EDF Credit Measure Lower UpperAaa 0.01% 0.01% 0.01%
Aa1 0.02% 0.01% 0.02%
Aa2 0.02% 0.02% 0.02%
Aa3 0.02% 0.02% 0.02%
A1 0.03% 0.02% 0.03%
A2 0.03% 0.03% 0.03%
A3 0.04% 0.03% 0.04%
Baa1 0.05% 0.04% 0.05%
Baa2 0.06% 0.05% 0.06%
Baa3 0.07% 0.06% 0.07%
Implied Rating
Bound Range
Rating implicito aggiornati periodicamente
8
Per società quotate le mapping tables vengono aggiornate mensilmente.
Mapping tables non limitate ai ratings Moody’s.
Rating Impliciti vs Rating tradizionali 9
Expected Default Frequency
Rating Impliciti vs Rating tradizionali 10
Società quotate in Borsa
Rating Impliciti vs Rating tradizionali 11
Modello Quantitativo
CreditEdge e’ un modello econometrico che calcola la probabilita’ di default
(PD) o EDF di società quotate.
CreditEdge si basa sulla teoria delle opzioni (Black-Scholes-Merton) e
l’analisi empirica per calcolare la PD o EDF (Expected Default Frequency)
di societa’ quotate.
Rating Impliciti vs Rating tradizionali 12
EDF Credit Measure for Public Firms
» EDF stands for Expected Default Frequency – the probability that a firm will default within a given time horizon by failing to make an interest or principal payment.
» We provide EDF measures for time horizons of 1 to 10 years.
» EDF Ranges from 0.01% to 35%, i.e., 1 to 3500 basis points.
Rating Impliciti vs Rating tradizionali 13
EDF Methodology Summary
Market Value of Assets
Asset Volatility
Default Point
Distance to Default
DD-EDF Mapping
EDF
Equity is a Call Option on the Assets. Solve for Market Value of Assets and
Asset Volatility.
Market Value of Equity Amount of Short and Long Term Liabilities
Amount of Short/Long Term Liabilities determine Default Point
Distance to Default is the cushion between Market Value of Assets and
Default Point, expressed as a multiple of Asset Volatility.
MKMV’s Default Database is used to empirically map DD to EDF.
EDF is the probability that the firm will default within the specified time horizon.
Implied Rating
Rating Impliciti vs Rating tradizionali
When do Firms Default?
14
Market Value of Assets
Default Point
On November 26, 2008, Woolworths Group PLC, a hundred-year-old UK retailer, appointed Deloitte as the administrator and would look for a buyer for all parts of its business.
Default
Rating Impliciti vs Rating tradizionali
When do Firms Default?
15
Market Value of Assets
Default Point
Default
Woolworths entered into administration when the AVL reached the DPT. The firm’s EDF started rising in August 2007, 13 months prior to the Default.
Rating Impliciti vs Rating tradizionali 16
Market Value of Assets
Today Time
Value
Calcolo della Distance-to-Default (in breve)
Distribution of Market Value of
Assets at Horizon (1 Year)
EDF™
1 Year
Expected Market Value of Assets
Default Point
Asset Volatility (1 Standard Deviation)
σ
Distance-to-Default (DD)
Distance-to-Default (DD) ≈ The number of Standard Deviations the Market Value of Assets is away from the Default Point
Rating Impliciti vs Rating tradizionali 17
A side-by-side comparison of a strong and a weak company illustrates the interplay between an EDF and its drivers EDFs and key inputs for Johnson & Johnson and RadioShack (as of July 2013)
Metric/Input J&J RadioShack
Default Point (100% of STD +50% of LTD) $37bn $1,095mn
Market Value of Assets $306bn $1,531mn
Market Legerage (DP/MVA) 12% 72%
Asset Volatility 9% 20%
1yr EDF 0.01% 6.96%
EDF-IR Aaa Caa3
MIS Rating Aaa Caa2
Rating Impliciti vs Rating tradizionali 18
J&J is a very low risk company, combining a large gap between its MVA and Default Point and minimal asset volatility
Time $0
$200bn
$100bn
DP = $37bn
MVA $306bn
July 2013 July 2014
$400bn
$500bn
Key drivers of J&J’s EDF
No. of Std. Dev.
% Probability
"Normal Dist" PD
1 68%
2 96% 3 99.7%
4 99.993666% 5 99.9999426697%
6 99.9999998027% <0.01% 6 99.9999998027% <0.01%
Rating Impliciti vs Rating tradizionali 19
RadioShack is a very high risk company, combining a small gap between its MVA and Default Point and excessive asset volatility
Time $0
$1,300mn
$500mn
DP $1,095mn
MVA $1,531mn
July 2013 July 2014
$2,500mn
Key drivers of RSH’s EDF
No. of Std. Dev.
% Probability
"Normal Dist" PD
1 68%
$2,000mn
2 96% 1.X 96% >2%
Rating Impliciti vs Rating tradizionali
Come tradurre la Distance-to-Default in un EDF e Rating implicito
» EDFs are derived from an empirical
mapping of DDs to historical default
rates
» Public firm EDFs were calibrated using
US corporates from 1980 to 2007,
including over 8,000 defaults. This is
being extended to take into account the
more recent experience.
DD = 4 maps to a 0.003% PD in
the simple BSM model, but to
a 0.4% EDFTM metric
Note: the EDF-DD curve in the graph is a stylized representation
of the actual DD to EDF mapping function
20
Rating Impliciti vs Rating tradizionali 21
CDS-Implied-EDF
January 2013
The SIEDF model: two model components
The SIEDF model has two components
22
CDS Term Structure for an Entity
Physical Default Probability
Risk Neutral Default Probability
Component 1 a Weibull Hazard Rate Model
Component 2 a One-factor Model for Asset Value Dynamics
January 2013
Estimating Sovereign CDS-I EDFS
23
» CDS-Implied EDF credit measures are estimated in exactly the same manner as described above, with the following two assumptions:
– We assume a 25% recovery rate (75% LGD) in the event of default for sovereigns
– Physical default probabilities for sovereigns are calculated assuming the US investment-grade or high-yield market price of risk
» Although there have been many sovereign defaults in the past several decades, there are very few since the advent of the CDS market
– Realized recovery rate data for the last decade is scarce
– We can look at CDS contracts to infer recovery/LGD rates
» The assumption of using the US investment-grade or high-yield market price of risk for all sovereigns is supported by our own research, as well as some academic research (e.g. Longstaff, Pan, Pederson, and Singleton (2008)*).
* “How Sovereign is Sovereign Credit Risk,” NBER Working Paper No. 13658
January 2013
Italy: CDS-I-EDF
24
January 2013
Spain: CDS-I-EDF
25
Rating Impliciti vs Rating tradizionali
Tutti i modelli e le analisi sono trasparenti
26
Rating Impliciti vs Rating tradizionali
Uno sguardo al futuro 3
Rating Impliciti vs Rating tradizionali
Scenari Macro-economici 28
Stronger Near-Term Rebound S1
S2 Mild Second Recession
S3 Deeper Second Recession
Protracted Slump S4
Baseline / Most Likely BL
Standard
Below Trend Long Term Growth S5
Oil Price Shock S6
Fed Baseline FB
Fed Adverse Scenario FA
EC-EBA Baseline EB
EC-EBA Adverse ES
Regulatory Driven
PRA-BoE Baseline UKB
Fed Severely Adverse FS
PRA-BoE Severe UKS
PRA-BoE Idiosyncratic UKS
Rating Impliciti vs Rating tradizionali
29
Firm- level effects
Industry-level effects
Aggregate-level effects
Idiosyncratic risk matters
Industry- & credit quality-specific sensitivities to macro drivers
Rank order of firms varies with economic conditions
Shape of economy-wide distribution of credit risk varies with economic conditions
Stress Testing of PDs
Rating Impliciti vs Rating tradizionali
0.00
0.05
0.10
0.15
0.20
0.00 0.05 0.10 0.15 0.20
Baseline vs. recession scenarios
Source: Moody’s Analytics
Current PD
Futu
re P
D
Baseline Scenario Recession Scenario
30
Stress Testing of PDs
Rating Impliciti vs Rating tradizionali
Firm-Level Stressed EDF Measure Examples
BL S1 S2 S3 S4
Source: Moody’s Analytics, September 2013
Rating Impliciti vs Rating tradizionali 32
Società non quotate
Rating Impliciti vs Rating tradizionali
Analisi Quantitativo e Qualitativo
Rating Impliciti vs Rating tradizionali
Output:
1-year e 5-year EDF: probabilità di default a 1 e a 5 anni.
Bond Default Rate Mapping: is the agency rating whose historical average default rate best matches RiskCalc’s EDF
Percentile: values (1-100%) rank the firm’s EDF relative to the EDF of the companies used to develop the model
Rating Impliciti vs Rating tradizionali
Analisi indici di bilancio
Rating Impliciti vs Rating tradizionali 36
Moody’s Alpha Factor
Rating Impliciti vs Rating tradizionali
EDFs alone don’t equate to credit spreads, of course. However, they are a key component of our modeled bond-level FVS.
Correlation of Co. asset value to market
Market Risk Premium (broad market)
Expected LGD (sector and seniority-based)
Company EDF
FVS
A simplified/stylistic view of the FVS model at the bond level
l ln=
37
Company size
Term of the bond
Expected
Lo
ss M
kt Price o
f R
isk
Co
. S
ize Facto
r
Rating Impliciti vs Rating tradizionali 38
The principal bond selection criterion for the model portfolios is the issues’ Alpha Factors
A Bond’s Alpha Factor = OAS/FVS » The Alpha Factors for a given month are based on values from the previous
month
Investment Universe:
» A member of ML Euro Investment Grade or Sterling Investment Grade Indices
» Sold by a publicly traded company with a Moody’s Analytics EDF credit measure
» Rated by Moody’s or S&P
Rating Impliciti vs Rating tradizionali
The euro IG model portfolio had positive excess returns in 64% of the months, with a bias towards strongly positive months
39
Count of Euro investment grade model portfolio excess returns by month (1/07-2/2014)
0
1
2
3
4
5
6
7
8
9
10
<=-21 -20 - -11 -10 - -5 -4 - 0 1 - 4 4 - 7 8 - 10 11 - 15 16 - 24 25 - 32 33 - 80 81>=
Count
← Underperform Outperform →Monthly Excess Return (bp)
Rating Impliciti vs Rating tradizionali
The euro IG model portfolio has outperformed strongly on a cumulative basis
40
Euro IG performance vs. the ML Euro IG Corp Index (2007-2014)
80%
100%
120%
140%
160%
80%
100%
120%
140%
160%
Dec06 May08 Oct09 Mar11 Aug12 Jan14
Alpha Factor Portfolio ML EUIG
Jan07
Average Return
Standard Deviation
Sharpe Ratio
AF portfolio 6.6 3.9 1.4
Benchmark 4.9 4.1 0.9
Rating Impliciti vs Rating tradizionali
Many new issues are sold with OAS than are less than their FVS
41
FVS vs. OAS for € , CHF new issues, 1Q 2013 (€500 minimum for Euro)
0 10 0 2 0 0 3 0 0 4 0 0 5 0 0 6 0 0
0
1
2
3
4
5
6
7
8
0
200
400
600
800
0 200 400 600
FI Corp
Fair
Valu
eSp
read
(bp)
OAS(bp)
Q&A
42
Pablo Barbagallo [email protected] Luca D’Amico [email protected] Jim Sarraill [email protected]
moodysanalytics.com
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