Title: Hedging
1Hedging
2Basic Idea Hedging under Ito Processes Hedging
Poisson Jumps Complete vs. Incomplete
markets Delta and Delta-Gamma hedges Greeks and
Taylor expansions Complications with Hedging
3Hedging
Hedging is about the reduction of risk.
We will consider dynamic hedging in which a
portfolio is dynamically traded in order to
reduce risk.
Simply put, a portfolio is hedged against a
certain risk if the portfolio value is not
sensitive to that risk.
4The Basic Idea
Choose the amounts of the other assets, a1...a2,
in order to eliminate the risk in the
portfolio.
Itos lemma will tell us how much risk the
portfolio has over the next instantaneous dt.
5Basic Idea Hedging under Ito Processes Hedging
Poisson Jumps Complete vs. Incomplete
markets Delta and Delta-Gamma hedges Greeks and
Taylor expansions Complications with Hedging
6Example Hedging a call option with the
underlying stock
We are long the option and would like to hedge
our risk with the stock.
7Example Hedging a call option with the
underlying stock
Underlying stock
Option
We are long the option and would like to hedge
our risk with the stock.
Portfolio
Portfolio change
The portfolio is hedged over the next
instantaneous dt.
8Black-Scholes
Provided we can trade continuously, we have
formed a riskless portfolio
Since this is riskless, it must earn the risk
free rate
9Example Hedging an interest rate derivative
We are long B1 and would like to hedge with B2.
Portfolio change
10Example Hedging an interest rate derivative
Short rate
Asset 1
Asset 2
We are long B1 and would like to hedge with B2.
11Basic Idea Hedging under Ito Processes Hedging
Poisson Jumps Complete vs. Incomplete
markets Delta and Delta-Gamma hedges Greeks and
Taylor expansions Complications with Hedging
12Hedging assets with Poisson jumps
13Hedging assets with Poisson jumps
Portfolio change
14Hedging assets with Poisson jumps
This hedge doesnt really work so well. With big
jumps in assets values, we cant exactly say that
we have eliminated risk.
15Basic Idea Hedging under Ito Processes Hedging
Poisson Jumps Complete vs. Incomplete
markets Delta and Delta-Gamma hedges Greeks and
Taylor expansions Complications with Hedging
16Complete versus Incomplete markets
Broadly speaking, a complete market is one in
which you can replicate any desired payoff by
trading assets in the market.
A market is incomplete when this is not possible.
17Incompleteness generally comes from two main
sources
- There are not enough assets in the market to
span the uncertainty. (An example would be
standard stochastic volatility.) - Trading strategies are limited or not ideal
- discrete trading
- transaction costs, short selling constraints, etc.
When we cannot replicate a payoff perfectly, we
cannot argue for a unique price determined by a
replicating portfolio.
Any price will implicitly depend on risk
preferences. This is why we saw the market price
of risk emerging in certain problems. The market
was incomplete.
18Basic Idea Hedging under Ito Processes Hedging
Poisson Jumps Complete vs. Incomplete
markets Delta and Delta-Gamma hedges Greeks and
Taylor expansions Complications with Hedging
19Example Hedging a call option with the
underlying stock
So lets set the partial derivative of the
portfolio with respect to S equal to zero.
20Example Hedging an interest rate derivative
Set the partial derivative of the portfolio with
respect to r equal to zero
21More generally, we can look at the sensitivity of
a portfolio over time Dt through a Taylor
expansion
Approach eliminate as many random terms as
possible
22Delta hedged call option
Still left with higher order risk...
23Delta hedge in pictures
24A delta-gamma hedge
A Taylor Expansion
25A delta-gamma hedge
We have a derivative which is a function of a
factor
We will hedge the stock and another derivative on
it
and
Eliminate DS and (DS)2 terms
26Delta-Gamma hedge in pictures
Current Price S 10, Risk Free Rate r 0.05
Hedged Call Option Parameters (K10, T0.2,
s0.3)
2nd Call Option Parameters (K8, T0.4, s0.25)
27Delta-Gamma hedge in pictures
Current Price S 10, Risk Free Rate r 0.05
Hedged Call Option Parameters (K10, T0.2,
s0.3)
2nd Call Option Parameters (K8, T0.4, s0.25)
28Basic Idea Hedging under Ito Processes Hedging
Poisson Jumps Complete vs. Incomplete
markets Delta and Delta-Gamma hedges Greeks and
Taylor expansions Complications with Hedging
29The Greeks
30European Call Option Price
(S10, K10, T0.2, r0.05, s0.2)
31European Call Option Delta
(S10, K10, T0.2, r0.05, s0.2)
32European Call Option Gamma
(S10, K10, T0.2, r0.05, s0.2)
33European Call Option Theta
(S10, K10, T0.2, r0.05, s0.2)
34European Call Option Rho
(S10, K10, T0.2, r0.05, s0.2)
35European Call Option Vega
(S10, K10, T0.2, r0.05, s0.2)
36Just as we set up Delta and Delta-Gamma hedges,
we can hedge against changes in other parameters.
However, normally it is difficult and expensive
to try to hedge all these parameters. Instead,
you might delta hedge and monitor the other
Greeks, only taking action when needed.
In general, the Greeks provide an important
summary of the sensitivity of a portfolio to
underlying uncertainties.
37Basic Idea Hedging under Ito Processes Hedging
Poisson Jumps Complete vs. Incomplete
markets Delta and Delta-Gamma hedges Greeks and
Taylor expansions Complications with Hedging
38Options with discontinuous payoffs tend to be
very difficult to hedge, especially close to the
discontinuities.
The problem is that the holdings in the hedged
portfolio are extremely sensitive to small
changes in the underlying asset.
A digital option provides a good example of
this...
39Digital Option Price
T0.01
T0.05
(S10, K10, r0.05, s0.25)
40Digital Option Delta
T0.01
T0.05
(S10, K10, r0.05, s0.25)
41Digital Option Gamma
T0.01
T0.05
(S10, K10, r0.05, s0.25)
42The End!