Upload
dangdien
View
234
Download
1
Embed Size (px)
Citation preview
Bank risk management
1
Lecture notes – Set 4
Dr Nikolaos I. Papanikolaou
University of Sussex
School of Business, Management and Economics
Based on Risk, Management, and Financial Institutions, 3rd Edition, John C. Hull 2012
2
Basel Committee on Bank Supervision was set up in 1974.
Banks were regulated using only balance sheet measures such as the ratio of capital to assets.
Minimum levels for bank capital were imposed.
Definitions and required ratios varied from country to country.
Enforcement of regulations varied from country to country.
Regulation paid little attention to the different types of bank risk.
Bank leverage increased during the1980s and 1990s.
Off-balance-sheet derivatives trading also increased.
The pre-1988 era
3
a) Asset-to-capital ratio had to be less than 20.
b) The Cooke ratio based on the risk-weighted-capital was introduced:
Both on- and off-balance-sheet items were considered.
Each on-balance-sheet item was assigned a risk weight reflecting its credit risk (e.g., 0% to cash and government bonds; 20% to claims on OECD banks; 50% to residential mortgages; 100% to corporate loans, corporate bonds).
The total Risk-Weighted-Assets (RWA) for N on-balance-sheet items was equal to:
where Li is the principal amount of the ith item and wi is its risk weight.
BIS Accord (Basel I): 1988
N
i
ii LwRWA1
4
For each off-balance-sheet item, we first calculate a credit equivalent amount and then apply a risk weight.
The credit equivalent amount is the loan principal that is considered to have the same credit risk. For an OTC derivative product (e.g., interest rate swap, futures contract), the credit equivalent amount is equal to:
Cj = max(Vj,0) + ajLj
where Vj is value, Lj is the principal and aj is an add-on factor
The first term shows the current exposure. If the counterparty
defaults today and V is positive, the derivatives contract is an asset
to the bank and is liable to lose V.
If the counterparty defaults today and V is negative , the contract
is an asset for the counterparty and there will be neither a gain or
a loss to the bank.
BIS Accord (Basel I): 1988
5
Consider the following two cases:
a) The value of the transaction is zero.
b) The value of the transaction is -$10 million
The current exposure is zero fro the bank in both cases. Therefore,
under Basel I, the capital required is the same in both cases.
In the first case any increase in the value of the transaction will lead
to an exposure since V will become positive.
In the second case, the transaction has to increase in value by more
than $10 million before there is an exposure.
BIS Accord (Basel I): 1988
6
The second term is called add-on amount and is an allowance for the possibility of the exposure increasing in the future.
It allows for a possibility that the exposure can increase prior to a bad event.
The add on factor α varies from instrument to instrument (e.g. 0.5% for a 1-5 year interest rate swap; 5.0% for a 1-5 year foreign currency swap) and among different maturities to capture the various levels of the underlying risk in different derivatives.
Example: A $100 million swap with 3 years to maturity worth $5 million would have a credit equivalent amount of $5.5 million.
The add-on amount does not depend on V.
BIS Accord (Basel I): 1988
7
The total RWA for a bank with N on-balance-sheet items and M off-balance-sheet items was:
Regulatory capital had to be 8% of risk weighted amount. At least 50% of the regulatory capital had to be Tier 1.
Tier 1 Capital: it is the core measure of a bank’s financial strength from a regulator’s viewpoint. It absorbs losses without the bank being required to cease trading. It mainly consists of common equity, disclosed reserves, non-cumulative perpetual preferred shares.
Tier 2 Capital: It is a supplementary bank capital that includes items such as revaluation reserves, undisclosed reserves, hybrid instruments and subordinated term debt, cumulative preferred stock, etc.
BIS Accord (Basel I): 1988
j
N
i
M
j
jii CwLwRWA
1 1
*
8
Components of Tier 2 Capital can be split into two levels: upper and lower. Upper Tier 2 maintains characteristics of being perpetual, and senior to preferred capital and equity. Lower Tier 2 is relatively cheap for banks to issue; it has coupons not deferrable without triggering default; and has subordinated debt with a maturity of a minimum of 10 years.
A bank's reserve requirements include its Tier 2 capital in its calculation, but it is considered less reliable than its Tier 1 capital. A bank with high Tier 1 capital is considered more stable, better able to sustain future losses and less likely to collapse. The bank itself has complete control over Tier 1, so there is low risk of unpleasant surprises.
BIS Accord (Basel I): 1988
9
Netting:
It refers to a clause in derivatives Master Agreements that were
signed by participants in the OTC markets, which stated that if
a company defaulted on one transaction it should default on all
transactions.
Consider a bank that has three swap transactions outstanding
with a particular counterparty.
Transactions worth +$24m, -$17m, and +$8m for the bank.
If the counterparty defaults on its outstanding obligations, it
would default on the first and third transaction, but not on the
second implying that the bank would incur a loss of $32m.
With netting, the counterparty defaults on all three
transactions and, hence, the bank has a loss of $15m.
BIS Accord (Basel I): 1988
10
The Amendment of Basel I was implemented in 1998.
It required banks to measure and hold capital for market risk for
all instruments in the trading book including those off balance
sheet.
Marking-to-market practices or Fair Value Accounting (FVA) was
introduced.
Banks were required to use FVA for all assets and liabilities that
were held for trading purposes (e.g., derivatives, marketable
equity securities, foreign currencies, etc.). Those items referred
to the bank’s trading book.
Banks were not required to use FVA for assets which referred to
the baking book (e.g., non-securitised loans, non-market debt
securities, etc.)
The Basel I Amendment
11
The Amendment introduced a capital charge for the market risk
associated with all items in the trading book.
Banks started using the Internal model-based approach for
setting market risk capital.
That approach involved the calculation of VaR and its conversion
into a capital requirement using a formula specified by the
Amendment.
where mc is a multiplicative factor chosen by regulators (at least
3), VaR is the 99% 10-day value at risk, and SRC is the specific
risk charge for idiosyncratic risk related to specific companies.
VaRt-1 is the most recently calculated VaR and VaRavg is the
average VaR over the last 60 days.
The Basel I Amendment
SRC)VaR,max(VaR avg1- ct m
12
The total capital required was equal to:
Total Capital = 0.08 x (Credit Risk RWA +Market Risk RWA)
A bank had more flexibility in the type of capital it used for
market risk.
It could use Tier 1 and Tier 2 Capital together with the newly-
established Tier 3 Capital.
Tier 3 Capital consisted of short-term subordinated debt with an
original maturity of at least two years that was unsecured and
fully paid up.
The Basel I Amendment
13
Basel II was implemented in 2007 and consisted of three pillars:
I. New minimum capital requirements
II. Supervisory review
III. Market discipline
I) New CARs:
A new capital charge for operational risk was introduced
The general requirement in Basel I that banks must hold a total
capital equal to 8% of RWA remained unchanged.
The total capital required was equal to:
Total Capital = 0.08 x (Credit Risk RWA + Market Risk RWA +
Operational Risk RWA)
Basel II
14
II) Supervisory review
It is concerned with the supervisory review process, allowing regulators in different countries some degree of discretion in how rules are applied.
Similar amount of thoroughness in different countries
Importance of early intervention stressed
III) Market discipline
It required banks to disclose more information about the way they allocated capital and the risks they took. Banks were required to disclose:
Scope and application of Basel framework
Nature of capital held
Regulatory capital requirements
Nature of institution’s risk exposures
The idea was for banks to subject to added pressure with the purpose to make sound risk management decisions if shareholders and potential shareholders had more information about their decisions.
Basel II
15
For Credit Risk, Basel II specified two main approaches:
a) The Standardised Approach
b) The Internal Ratings Based (IRB) Approach
The Standardised Approach is similar to Basel I except for the
calculation of risk weights (e.g., bank and corporations were
treated similarly, the OECD status of a bank or a country was no
longer considered important).
Supervisors can choose to base capital requirements on the rating
of the country in which the bank is incorporated.
Basel II
16
It may be better for a country, bank, or corporation to have no
credit rating at all than a very poor credit rating.
Basel II
Risk weights as a % of principal for exposures to countries,
banks, and corporations under Basel II’s standardised approach
17
Under the IRB approach, regulators base the bank capital
requirements on the 99.9% Worst Case Default Rate (WCDR):
where:
PDi is the probability that the counterparty (borrower/investor) i
will default within one year
ρ is the correlation between the various counterparties and is given
by the following formula:
Basel II
.NPDN
NWCDR-
i
-
i
1
)9990()( 11
]1[12.0 50 PDe
18
Under the IRB approach, the required bank capital relies on the
difference between WCDR and the Expected Loss as shown
graphically below:
Basel II
0 1 2 3 4
Expected
Loss
X% Worst
Case Loss
Required
Capital
Loss over time
horizon
0 1 2 3 4
Expected
Loss
X% Worst
Case Loss
Required
Capital
Loss over time
horizon
19
The formula for the required bank capital on the basis of the IRB approach is given by:
𝐸𝐴𝐷𝑖 ∗ 𝐿𝐺𝐷𝑖 ∗ 𝑊𝐶𝐷𝑅𝑖 − 𝑃𝐷𝑖 ∗ 𝑀𝐴
where:
𝐸𝐴𝐷𝑖is the Exposure At Default of the ith counterparty and shows the amount that is expected to be owed by the ith counterparty at the time of default. If, e.g., there is a single loan outstanding to the ith counterparty, this will be equal to the principal amount outstanding on the loan.
𝐿𝐺𝐷𝑖 is the Loss Given Default for the ith counterparty, showing the proportion of 𝐸𝐴𝐷𝑖 that is expected to be lost in the event of default. For example, if the bank is expected to recover 30% of the amount owed in case of default of the ith counterparty, then 𝐿𝐺𝐷𝑖will be equal to 70%.
Basel II
20
MA is the Maturity Adjustment and is defined as:
MA is designed to allow for the fact that, if an instrument lasts
longer than one year, there is a one-year credit exposure arising
from a possible decline in the creditworthiness of the
counterparty as well as from a possible default by the
counterparty.
Basel II
urityaveragematM
PDb
b
b
2)]ln(05478.011852.0[
:where
5.11
)5.2M(1MA
21
The RWA is given by the following formula:
RWA = 12.5 ∗ 𝐸𝐴𝐷𝑖 ∗ 𝐿𝐺𝐷𝑖 ∗ 𝑊𝐶𝐷𝑅𝑖 − 𝑃𝐷𝑖 ∗ 𝑀𝐴
The required total (Tier 1 and Tier 2) capital is equal to 8% of the
RWA. At least half of this must be Tier 1 capital.
Basel II
22
Suppose that the assets of a bank consist of $500 million of
loans to BBB-rated corporations.
The PD for the corporations is estimated as 0.3%.
The average maturity is three years and the LGD is 60%.
What is the total risk-weighted assets for credit risk under the
Basel II advanced IRB approach?
How much total (Tier 1 and Tier 2) capital is required?
What is the risk weight under the Basel II standardised approach
and under Basel I? Calculate the capital in each case.
Basel II
23
Stress testing is an analysis conducted under unfavourable
economic scenarios which is designed to determine whether a
bank has enough capital to withstand the impact of adverse
developments.
Stress tests can either be carried out internally by banks as part
of their own risk management, or by supervisory authorities as
part of their regulatory oversight of the banking sector.
These tests are meant to detect weak spots in the banking system
at an early stage, so that preventive action can be taken by the
banks and regulators.
Scenario Analysis and Stress Testing
24
Stress tests focus on a few key risks – such as credit risk, market
risk, and liquidity risk – to banks' financial health in crisis
situations.
The results of stress tests depend on the assumptions made in
various economic scenarios, which are described by the
International Monetary Fund as "unlikely but plausible."
Bank stress tests attracted a great deal of attention in 2009, as the
worst global financial crisis since the Great Depression left many
banks and financial institutions severely under-capitalised.
Scenario Analysis and Stress Testing
25
Key Questions
How do we generate the scenarios?
How do we evaluate the scenarios?
What do we do with the results?
Generating the scenarios
Stress individual variables
Choose particularly days when there were big market
movements and stress all variables by the amount they moved
on those days
Form a stress testing committee of senior management and ask
it to generate the scenarios
Scenario Analysis and Stress Testing
26
If scenario generated involves only a few “core” variables, regress
other “peripheral” variables on the core variables to determine
their movements.
Ideally the relationship between peripheral and core variables
should be estimated for stressed market conditions.
Do regulators provide their own scenarios to be used by all
banks?
Part of the Basel Committee’s consultative document suggests
that it is thinking about this as a possibility.
There is a danger that, if the scenarios are announced in advance,
financial institutions will hedge only against the scenarios
Scenario Analysis and Stress Testing
Credit risk arises from the possibility that borrowers, bond issuers, counterparties in derivatives transactions and the like may default.
As discussed, regulators require banks to hold capital for credit risk.
Banks use their own estimates of default probabilities to determine the amount of capital they are required to keep.
There are several different approaches to estimate credit risk and the relevant default probabilities. The most common are:
Use of historical data
Use of Credit Default Swaps
Use of Credit spreads (other than CDS)
Use of the Black-Scholes-Merton’s model
Credit Risk: Estimating Default Probabilities
27
Historical data:
They are mainly provided by rating agencies and can be used to estimate the probability of default. The table below shows the Cumulative Average Default Rates % (1970-2010, Moody’s).
A company with an initial credit rating of Baa has a probability of 0.181% of defaulting by the end of the first year, 0.510% by the end of the second year, and so on.
For a company that starts with a good credit rating default probabilities tend to increase with time
For a company that starts with a poor credit rating default probabilities tend to decrease with time
Credit Risk: Estimating Default Probabilities
28
Time (years)
1 2 3 4 5 7 10
Aaa 0.000 0.013 0.013 0.037 0.104 0.244 0.494
Aa 0.021 0.059 0.103 0.184 0.273 0.443 0.619
A 0.055 0.177 0.362 0.549 0.756 1.239 2.136
Baa 0.181 0.510 0.933 1.427 1.953 3.031 4.904
Ba 1.157 3.191 5.596 8.146 10.453 14.440 20.101
B 4.465 10.432 16.344 21.510 26.173 34.721 44.573
Caa 18.163 30.204 39.709 47.317 53.768 61.181 72.384
Credit Default Swaps (CDS) The buyer of the instrument acquires protection from the
seller against a default by a particular company or country (the reference entity).
Example: the buyer pays a premium of 90 bps per year for $100 million of 5-year protection against company X.
Premium is known as the credit default spread. It is paid for the life of the contract or until default.
If there is a default, the buyer has the right to sell bonds with a face value of $100 million issued by company X for $100 million.
The seller agrees to buy back the instrument when a credit event occurs.
The CDS markets: Allow credit risks to be traded in the same way as market risks
Can be used to transfer credit risks to a third party.
Can be used to diversify credit risks.
Credit Risk: Estimating Default Probabilities
29
Credit Risk: Estimating Default Probabilities
30
An estimate of the average probability of default between two
specific points in time using CDS is given by the following
formula:
where:
𝜆 is the average hazard rate between time 0 and time T
s(t) is the credit spread calculated for a maturity of t
R is the recovery rate: it is defined as the examined asset 30 days
after default as a percent of the asset’s face value
R
ts
1
)(
Credit spreads
The credit spread is the additional rate of interest per annum required by investors for bearing credit risk.
CDS spreads are just one type of credit spread.
Another key type is the bond yield spread.
Bond yield spread refers to the amount by which the yield on a corporate bond exceeds the yield on a similar risk-free bond.
Credit Risk: Estimating Default Probabilities
31
Credit spreads-Example
A company has one- and two-year bonds outstanding, each providing a coupon of 8% per year payable annually.
The yields on the bonds (expressed with continuous compounding) are 6.0% and 6.6%, respectively.
Risk-free rates are 4.5% for all maturities.
The recovery rate is 35%.
Defaults can take place half way through each year.
Estimate the risk-neutral default rate each year.
Credit Risk: Estimating Default Probabilities
32