Greeks- Theory and Illustrations
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Transcript Greeks- Theory and Illustrations
Greeks : Theory and Illustrations
By A.V. Vedpuriswar
June 14, 2014
Introduction
Greeks help us to measure the risk associated with derivative
positions.
Greeks also come in handy when we do local valuation of
instruments.
But Greeks are not useful to get an aggregated view of risk.
1
Delta
Delta is the rate of change in option price with respect to the
price of the underlying asset.
It is the slope of the curve that relates the option price to the
underlying asset price.
A position with Delta of zero is called Delta neutral.
Since Delta keeps changing, the investor’s position may remain
delta neutral for only a relatively short period of time.
The hedge has to be adjusted periodically.
This is known as rebalancing.
The delta of European call option is N(d1) in the Black Scholes
equation.
The delta of a European put option is N(d1) – 1 in the Black
Scholes equation.
2
Gamma
The gamma is the rate of change of the portfolio’s
respect to the price of the underlying asset.
delta with
It is the second partial derivative of the portfolio price with
respect to the asset price.
If gamma is small, it means delta is changing slowly.
So adjustments to keep a portfolio delta neutral can be made
relatively infrequently.
However, if gamma is large, the delta is highly sensitive to the
price of the underlying asst.
It is then quite risky to leave a delta neutral portfolio
unchanged for any length of time.
3
Theta
Theta of a portfolio is the rate of change of value of the
portfolio with respect to change of time.
Theta is also called the time decay of the portfolio.
Theta is usually negative for an option.
As time to maturity decreases with all else remaining the
same, the option loses value.
4
Vega
Vega is the rate of change of the value of the portfolio with
respect to the volatility of the underlying asset.
High Vega means high sensitivity to small changes in
volatility.
A position in the underlying asset has zero Vega.
The Vega can be changed by adding options.
To make the portfolio Gamma and Vega neutral, two traded
derivatives dependent on the underlying asset are needed.
5
Rho
Rho of a portfolio of options is the rate of change of value of
the portfolio with respect to the interest rate.
If interest rate increases, value of call increases. Why?
6
Problem
A bank has a $ 25 million par position in a 5 year zero coupon
bond with a market value of $ 19,059,948. What is the
modified duration of the bond?
19,059,948=25,000,000/[(1+r)^5]
r = .0558
Modified duration = 5/{1 + .0558/2} = 4.86 years
7
Problem
An investor holds the following bonds in her portfolio. Calculate the duration.
$ 2,000,000 par value of 10 year bonds, duration of 6.95 ,price 95.5
$3,000,000 par value of 15 year bonds, duration of 9.77, price 88.6275
$ 5,000,000 par value of 30 year bonds, duration of 14.81, price 115.875
Market value of Bond 1 = 2,000,000 x .955
= 1,910,000, weight = .19
Market value of Bond 2 = 3,000,000 x .886275 = 2, 658,825, weight = .26
Market value of Bond 3 = 5,000,000 x 1.15875 = 5,793,750, weight = .56
Portfolio duration = 6.95x.19 + 9.77x .26 + 14.81x.56 = 12.15
8
Problem
If all the spot interest rates are increased by one basis point,
the value of a portfolio of swaps will increase by $ 1100. How
many Euro dollar futures contracts are needed to hedge the
portfolio?
A Eurodollar contract has a face value of $ 1 million and a
maturity of 3 months. If rates change by 1 basis point, the
value changes by (1,000,000) (.0001)/4= $ 25.
So the number of futures contracts needed = 1100/25=44
9
Problem
A bank has sold USD 300,000 of call options; with strike price
of 50 on 100,000 shares currently trading at 49.5.How should
the bank do delta hedging?
Current delta = -.5x 300,000 + 100,000 = - 50,000
So she must buy 50,000 shares.
10
Problem
Suppose an existing short option position is delta neutral and
has a gamma of -6000. Here, gamma is negative because
we have sold options. Assume there exists a traded option
with a delta of 0.6 and gamma of 1.25. Create a gamma and
delta neutral position.
Solution
To gamma hedge, we must buy 6000/1.25 = 4800 options.
Then we must sell (4800) (.6) = 2880 shares to maintain a
gamma neutral and original delta neutral position.
11
Problem
A delta neutral position has a gamma of -3200. There is
an option trading with a delta of 0.5 and gamma of 1.5.
How can we generate a gamma neutral position for the
existing portfolio while maintaining a delta neutral
hedge?
Solution
Buy 3200/1.5
=
2133 options
Sell (2133) (.5)
=
1067 shares
12
Problem
Suppose
a
portfolio
is
delta
= - 5000 and vega = - 8000. A traded option has
delta = 0.6. How do we achieve vega neutrality?
neutral,
with
gamma
gamma = .5, vega = 2.0 and
To achieve Vega neutrality we can add 4000 options.
Delta increases by (.6) (4000) = 2400
So we sell 2400 units of asset to maintain delta neutrality.
As the same time, Gamma changes from – 5000 to
(.5) (4000) – 5000 = - 3000.
If there is a second traded option with gamma = 0.8, vega = 1.2, delta = 0.5.
if w1 and w2 are the weights in the portfolio,
w1 = 400
- 5000 + 0.5w1 + 0.8w2 = 0
- 8000 + 2.0w1 + 1.2w2 = 0
w2 = 6000.
This makes the portfolio gamma and vega neutral.
But delta = (400) (.6) + (6000) (.5) = 3240
3240 units of the underlying asset will have to be sold to maintain delta neutrality.
Ref : John C Hull, Options, Futures and Other Derivatives,
13
The Black Scholes Model and the Greeks
For a European call option on a non dividend paying
stock,
Delta =
N(d1)
For Put,
Delta =
N(d1) -1
For a dividend paying stock,
For Call,
Delta =
e-qt N(d1)
For Put,
Delta =
e-qt [N(d1) – 1]
14
The Black Scholes Model and the Greeks
For a European call or put option on a non dividend
paying stock,
e d1 2 2
S 0 T 2
1
Gamma
=
For a European call or put option on a dividend paying
2
stock,
qT d1 2
e e
Gamma
= S 0 T 2
15
Problem
Stock price = 49
Strike price = 50; Volatility = 20%
Risk free rate = 5%; Time to exercise = 20 weeks
Using Deriva Gem spreadsheet, we get :
Call option price
= 2.40
Delta
= .522/$
Gamma
= .066/$/$
Vega
= .121/%
Theta
= -.012/day
Rho
= .089/%
16
Problem
Strike price = 25; Risk free rate of interest = 6%
Time to maturity = 0.5 years; Stock volatility = 30%
Establish the relationship between option price, delta, gamma and underlying
price.
Stock price
Call price
Intrinsic
value
Delta
Gamma
10
.00001
0
0
0
15
.01626
0
0.0153
.0121
20
.45875
0
0.2106
.0680
25
2.47066
0
.5977
.0730
27.5
4.17428
2.5
.757
.0536
30
6.21317
5
.8658
.0340
32.5
8.46707
7.5
.9311
.0192
35
10.844409
10.0
.9666
.0100
40
15.75
15
.9931
.0023
45
20.7425
20
.9987
.0004
17
Problem
Calculate the delta of an at-the-money 6-month European call option on a nondividend-paying stock when the risk-free interest rate is 10% per annum and the
stock price volatility is 25% per annum.
In this case S0 = K, r = 0.1, σ = 0.25, and T = 0.5. Also,
ln(S0 / K ) (0.1 0.252 / 2)0.5
0.3712
d1
0.25 0.5
The delta of the option is N(d1) or 0.6450.
We can also calculate using Deriva Gem.
Ref : John C Hull, Options, Futures and Other Derivatives,
18
Problem
What is the delta of a short position in 1,000 European call options on silver
futures? The options mature in 8 months, and the futures contract underlying the
option matures in 9 months. The current 9-month futures price is $8 per ounce,
the exercise price of the option is $8, the risk-free interest rate is 12% per
annum, and the volatility of silver is 18% per annum.
The delta of a European futures option is usually defined as the rate of change
of the option price with respect to the futures price (not the spot price).
It is
e-rT N(d1)
In this case F0 = 8, K = 8, r = 0.12, σ = 0.18, T = 0.6667
ln(8 / 8) (0.182 / 2) 0.6667
d1
0.0735
0.18 0.6667
N(d1) = 0.5293 and the delta is e-0.12x0.6667 x 0.5293 = 0.4886
The delta of a short position in 1000 futures options is therefore -488.6.
Ref : John C Hull, Options, Futures and Other Derivatives,
20