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550.444 Modeling and Analysis Securities and Markets

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Derived from the Stock Price process and Ito's lemma, knowing the ... rate is r-q , the expected stock price at T is S0 e(r-q) ... stock price volatility, ... – PowerPoint PPT presentation

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Title: 550.444 Modeling and Analysis Securities and Markets


1
550.444Modeling and AnalysisSecurities and
Markets
  • April 28, 2008
  • The Greeks and Sources of Option Risk

2
Where we are
  • Last Week Applying Black-Scholes-Merton Theory
    for Option Analysis of Stock Indices, Currencies,
    and Futures (Chapter 14, OFOD)
  • This Week The Greeks and Sources of Option
    Risk (Chapter 15, OFOD)
  • Final Exam Thoughts
  • Final Exam May 13th (Tuesday, 9am WH 304)

3
Assignment
  • For Apr 29th May 1st (This Week)
  • Read Hull Chapter 15
  • Problems
  • Chapter 14 4,13,23,30,3640,44

4
Plan for Today
  • Brief Review of some Recent Material
  • Black-Scholes-Merton Differential Equation
    Risk-Neutral Valuation
  • Black-Scholes Formula
  • Options on Dividend-Paying Stock, Index, and
    Currency
  • Application of Black-Scholes-Merton Theory to
    Futures Options
  • Sources of Risk In Option Positions
  • Price of Underlying, Time, Volatility, and
    Interest Rate
  • Delta, Gamma, Theta, Gamma, and Vega
  • Discuss Exam, Course, Administrative Items, etc.

5
Previous Discussion
  • Black-Scholes-Merton Differential Equation
  • Derived from the Stock Price process and Itos
    lemma, knowing the derivative is a function of
    the Stock Price process
  • Form riskless portfolio short one derivative
    long ? stock
  • Gives the differential equation
  • With boundary conditions, its solution describes
    the derivative
  • Risk-Neutral Valuation applies as equation is
    independent of variable affected by risk
    preference only S, t, s, and r
  • Principle of Risk-Neutral Valuation
  • Assume the expected return of the underlying
    asset is r , i.e. µ r
  • Calculate the expected payoff from the derivative
  • Discount the expected payoff at the risk-free
    rate, r

6
Previously The Black-Scholes Formulas
  • Black-Scholes Formulas for the Present Value of a
    European Call, c (Put, p ) with expiration T and
    strike K on a non-dividend paying stock with
    price S0
  • where
  • and

7
Last Week Option Results for a Stock paying a
known Dividend Yield
  • Extend earlier results to a stock paying a
    dividend yield q
  • Lower Bound for European calls
  • Lower Bound for European puts
  • Put-Call Parity
  • Extending Black-Scholes formulas to a stock
    paying a dividend yield q (replace S0 by S0 e-qT
    )
  • where

8
Last Week Black-Scholes Differential Equation
w/Dividend Yield
  • The Black-Scholes-Merton differential equation
    for a stock with dividend yield
  • The Black-Scholes equation is independent of all
    variables affected by risk preference
  • Only variables are S, t, s, and r no expected
    return, µ
  • Allows use of the principle of Risk-Neutral
    Valuation
  • Assume the expected total return of the
    underlying asset is r
  • The dividends provide a return of q , the stock
    price growth rate is r-q
  • Calculate the expected payoff from the derivative
  • When the growth rate is r-q , the expected stock
    price at T is S0 e(r-q)T
  • Discount the expected payoff at the risk-free
    rate, r

9
Last Week The Binomial Model for a stock paying
a Known Dividend Yield
  • Applicable to a stock paying a dividend yield, as
    covered earlier in Chapter 11
  • To match stock price volatility, set
  • Risk-neutral probability of an up move is chosen
    so the expected return is r-q over a time step
    of ?t and
  • So
  • With the derivative value

S0u u
p
S0
S0d d
(1 p )
10
Currency Options
  • Currency options (both Euro- and American-style)
    trade on the Philadelphia Exchange (PHLX)
  • There is also exists an active OTC market
  • Currency options are used by corporations to buy
    insurance when they have an FX exposure
  • Denote the foreign interest rate by rf
  • When a U.S. company buys one unit of the foreign
    currency it has an investment of S0 dollars
  • The return from investing at the foreign rate is
    rf S0 dollars
  • This shows that the foreign currency provides a
    dividend yield at rate rf

11
European-Style Currency Options
  • Foreign currency an asset with a dividend
    yield of rf
  • Use the formula for an option on a stock paying a
    dividend yield with S0, the current exchange
    rate, and q r
  • Black-Scholes gives
  • where

12
European-Style Currency Options
  • Alternatively, we can simplify the Black-Scholes
    formulas by using the forward rate, F0 , for
    maturity T
  • Now Black-Scholes gives
  • where

13
Mechanics of Futures Options
  • Futures Options are American-Style
  • When a Call futures option is exercised the
    holder acquires
  • Long position in the futures
  • Cash equal to the excess of the futures price
    over the strike price
  • When a Put futures option is exercised the holder
    acquires
  • Short position in the futures
  • Cash equal to the excess of the strike price over
    the futures price
  • If the futures position is closed out immediately
    at F0
  • Payoff from Call F0 K
  • Payoff from Put K F0

14
Futures Option Valuation from the Binomial
Approach
  • Form the portfolio short one derivative and long
    ? futures
  • The value at the end of one time period is
  • when
  • The value of the PF today is
  • as the long future has no value at inception
  • Substituting ? and simplifying gives
  • where p (1 d)/(u d) as asserted back in
    Chapter 9

F0u u
F0
F0d d
15
Futures Prices Drift in a Risk-Neutral World
  • Define Ft as the futures price at time t
  • If we enter into a futures contract today its
    value is zero
  • After a short increment, ?t , it provides a
    payoff
  • If r is the ?t risk-free rate at time 0 ,
    risk-neutral valuation gives , as
    the contract has no value
  • where denotes expectations in the
    risk-neutral world
  • Thus we have similarly for
  • so concatenating these results for any T
  • The drift of the futures price in a risk-neutral
    world is zero
  • From the stock price equation with dividend yield
    q equal to r

16
Valuing European Futures Options
  • Black-Scholes formula for an option on a stock
    paying a dividend yield
  • Set S0 current futures price, F0
  • Set q risk-free rate, r , ensures the
    expected growth of F in is 0
  • Results in
  • where

17
Summary of Key Results
  • We can treat stock indices, currencies, and
    futures like a stock paying a dividend yield of
    q
  • For stock indices, q average dividend yield on
    the index over the option life
  • For currencies, q r
  • For futures, q r

18
Example
  • A bank has sold for 300,000 a European call
    option on 100,000 shares of a nondividend paying
    stock
  • S0 49, K 50, r 5, s 20,
  • T 20 weeks, m 13
  • The Black-Scholes value of the option is 240,000
  • How does the bank hedge its risk to lock in a
    60,000 profit?

19
Naked Covered Positions
  • Naked position
  • Take no action
  • Covered position
  • Buy 100,000 shares today
  • Both strategies leave the bank exposed to
    significant risk

20
Stop-Loss Strategy
  • This involves
  • Buying 100,000 shares as soon as price reaches
    50
  • Selling 100,000 shares as soon as price falls
    below 50
  • This deceptively simple hedging strategy does
    not work well

21
Delta (Underlying Price) Delta Hedging
  • Delta (D) is the rate of change of the option
    price with respect to the underlying
  • A delta hedge involves taking a position in size
    of -D of the underlying netting a neutral
    position

22
Delta (Underlying Price) Delta Hedging
  • From the Black-Scholes formula we can find a
    closed form expression for the delta of a
    Euro-style Call
  • Black-Scholes
  • where
  • By definition
  • where and
  • Since
  • and
  • Then

23
Delta (Underlying Price) Delta Hedging
  • Similar to the derivation on the previous slide,
    for a Euro-style Put ? N(d1)-1
  • The delta of a European call on a stock paying
    dividends at rate q is ? N (d 1)e qT
  • The delta of a European put is ? e qT N (d
    1) 1
  • In practice, the ? -hedged position must be
    frequently rebalanced as delta varies over a
    range of price movement
  • Delta hedging a short option position involves a
    buy high, sell low trading rule
  • Rarely a profitable investment strategy
  • Lets look at an example (Table 15.1 15.2 on
    pages 350-351)

24
Delta (Underlying Price) Delta Hedging A
Simulation (15.2)
25
Using Futures for Delta Hedging
  • The futures price for a contract on a
    non-dividend paying stock is FTS0 erT
  • So as the price of the stock changes by ?S the
    futures price changes by ?S erT
  • The delta of a futures contract is erT due to
    daily mark-to-market
  • Contrast to the delta of a forward contract which
    is 1
  • For a futures on an asset paying a dividend yield
    we can similarly see that the delta is e(r-q)T
  • The delta of a futures contract is e(r-q)T times
    the delta of a spot contract of the asset, HF
    e(r-q)T HA
  • The position required in futures for delta
    hedging is therefore e-(r-q)T times the position
    required in the corresponding spot contract

26
Theta (Time)
  • Theta (Q) of a derivative (or portfolio of
    derivatives) is the rate of change of the value
    with respect to the passage of time
  • The theta of a call or put is usually negative.
    This means that, if time passes with the price of
    the underlying asset and its volatility remaining
    the same, the value of the option declines
  • We can develop a closed form for theta of a Euro
    Call as we did for delta from the Black-Scholes
    equation
  • Use a slightly more general form to explicitly
    affirm today
  • where

27
Theta (Time)
  • Theta is the change in value due to a change in
    the passage of time
  • as before
  • so
  • since
  • Finally

28
Theta (Time)
  • For a European Call

29
Gamma (Underlying Price)
  • Gamma (G) is the rate of change of delta (D) with
    respect to a change in the price of the
    underlying asset
  • Gamma is greatest for options that are close to
    the money
  • Again we can develop a closed form for a
    Euro-Call
  • Form for gamma is dominated by the form of the
    normal density function
  • Maximized around the strike price for a given t

30
Gamma Addresses Delta Hedging Errors Caused By
Curvature

Call price
C''
C'
C
Stock price
S
S'
31
Interpretation of Gamma
  • For a delta neutral portfolio,
  • DP Q Dt ½GDS 2

DP
DP
DS
DS
Positive Gamma
Negative Gamma
32
Gamma (Underlying Price)

33
Relationship Between Delta, Gamma, and Theta
  • The price of a single derivative on a
    non-dividend paying stock must satisfy the
    Black-Scholes differential equation
  • A portfolio ? of such derivatives must also
    satisfy that differential equation
  • When we use the risk notation we have
  • For a delta hedged portfolio (?0) so
  • When theta is large, gamma is large and negative
    ( vice versa)

34
Vega (Volatility)
  • Vega (n) is the rate of change of the value of a
    derivatives portfolio with respect to volatility
  • Vega tends to be greatest for options that are
    close to the money
  • Again, a closed form for a Euro-Call
  • is dominated by the normal distribution around
    the strike

35
Managing Delta, Gamma, Vega
  • D can be changed by taking a position in the
    underlying
  • To adjust G n it is necessary to take a
    position in an option or other derivative

36
Rho (Interest Rate)
  • Rho is the rate of change of the value of a
    derivative with respect to the interest rate
  • For currency options there are 2 rhos
  • For the Euro-Call, a closed form results as

37
Hedging in Practice
  • Traders usually ensure that their portfolios are
    delta-neutral at least once a day
  • Whenever the opportunity arises, they improve
    gamma and vega
  • As portfolio becomes larger hedging becomes less
    expensive

38
The End
  • Questions?
  • Final Exam
  • Course
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