Risk Management
Risk Management
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Managers should
exploit familiar risk but avoid unfamiliar risk.
Risk Management
Process:
- Identify risks
- Setting tolerance levels
- Reporting risk exposure
- Monitoring and take necessary actions
Risk governance:
centralized (enterprise risk management (ERM) or decentralized.
Financial or
non-financial risks
Market risk (F) (not
necessarily systematic)
Liquidity risk (F) (not
able to liquidize at fair price)
Settlement risk (NF)
(one side paying the other side not)
Credit risk (F) (default
of counterpart)
Operation (NF) risk
Model (NF) risk
Sovereign (NF) risk
Regulatory (NF) risk
Responding to risk
problem:
Aberration? Long-term/fundamental/ERM?
New risk? Wrong model? (e.g. changes of sensitivities)
Active risk =
tracking risk = tracking error volatility = track error (see information ratio)
Financial Risk:
changes of asset values due to changes in interest rates, exchange rates,
equity prices and commodity prices.
Non-financial risk:
difficult to measure so buy insurance
Value at risk (VAR) – minimum loss amount with confident
level over a time
period
e.g. 5% VAR of $100 next month, 95% confidence
will not loss more than $100 over next month
analytical VAR: remember daily sigma =
annual_sigma/sqrt(250) = monthly/sqrt(22) (only true if assume zero expected
return)
Historical VAR: no
need to assume normality; assume history repeats
Monte Carlo VAR
Other measurements:
Incremental VAR –
differences of adding a new asset
Cash flow at risk
(CFAR), Earning at risk (EAR)
Tail value at risk
(TVAR) – expected return in the tail part
Stress
Testing:
Scenario Analysis
Stressing Models
(Factor Push Analysis, Worst Case Scenarios, Maximum Loss optimization)