Black-Scholes-Merton Model
Black-Scholes-Merton
Model
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Summaries
A.
BSM Model is a
continuous version of the binomial model used to evaluate the options. Thus, it
uses a instantaneously risk-free portfolio (compared
to 1 period risk-free).
Assumptions:
- Price of underlying assets has
lognormal distribution
- risk-free rate is known and
constant (so not good for interest and bond options)
- Volatility of underlying assets
is constant and known.
- Market is frictionless
- European options only
B. Equations:
C0
= S0N(d1) – X exp(-RfcT)N(d2)
d1
= [ln(S0/X)+(Rfc + (0.5sigma2))T]/(sigma
* sqrt(T))
d2
= d1 – (sigma * sqrt(T)
T time to
maturity (365 days basis)
S0
asset price
X exercise price
Rfc continuously compounded risk-free rate
Sigma volatility
of continuously compounded return on the stock
N()
cumulative normal probability
C. So you can see the BSM model has 5
inputs: Asset price, Exercise Price, Time to maturity,
Risk free rate and Volatility of return.
Greeks:
(For European option with no cash flow)
Delta –
relationship between Option price and Asset price (+ve
for call, -ve for put)
Vega – relationship
between Option price and Volatility of Return (+ve
for call, +ve for put) (Most
sensitive)
Theta – relationship
between Option price and Passage of time (-ve for call, -ve for put)
Exercise price
(-ve for call, +ve for put)
D. Delta ~ N(d1),
Change of option ~ N(d1) x change of stock
Must understand the European Call/Put option payoff curves at/prior to
expiration.
E. Dynamic Hedging
Just as
what we learnt in binomial model,
we can form a portfolio (long stock and short call) to hedge the risk of stock
value change. By definition,
Delta =
change of option value / change of stock value
Therefore,
if we are talking about hedging the stock, the hedge ratio = 1/Delta. It means
we have to short “hedge ratio amount” of option for each stock in
order to hedge the risk. (If we are hedging options, then the hedge ratio
should be Delta because then we are calculating the # of stock for each option
to be hedge)
Since delta
changes as the stock price changes, the hedging ratio is changing. Therefore
dynamic hedging is required to maintain a risk free portfolio.
F.
Gamma measures the change
of Delta as the stock changes (so it is the 2nd derivative of option
price)
Put and
Call have the same Gamma curves.
Gamma is
maximum at-the-money (and closed to expiration) (thus needs very active dynamic
hedging management)
G. When there is cash flow for the
stocks (dividend), the call option value will decrease and put option value
increase. This is similar to what we have learnt from binomial model. We can
substitute S0 => S0 exp(-d_c*T)