30 Jun ou need to use excel and @risk( Monte Carlo)
NOTE: For any @RISK output, please copy and paste as an image or paste as values in
adjacent cells. Please also display your primary formulas using FORMULATEX.
Part 1: Market Timing
This question explores uncertainty in investing. Assume you plan to invest in a broad-based
equity index. You start with a zero balance account. Each year, you plan to contribute an extra
$10,000 at year-end. (Assume annual compounding and uncorrelated market returns from year
to year.)
a. If you invest (and contribute) for 30 years and the equity index return each year is
normally distributed with expected return of 10% and standard deviation 20% (i.e., a
different realized return each year), what is the expected value of your investment
account in 30 years (just after your last payment)?
b. What is the likelihood that you end up with less than $600,000 in 30 years (i.e., twice
what you contributed)?
c. How does the expected balance and likelihood change if you move your money to cash in
years where the realized index return in the previous year was negative? (Note: You still
make a contribution to your account every year, but your allocation to the market is zero
in years where the prior year realized market return was negative.)
d. Letβs explore the assumption of uncorrelated market returns. The accompanying
spreadsheet provides annual realized market excess returns. Run the following regression
of current year returns on last-year returns (youβll need to lag the returns one year to form
the x-variable):
π π‘ πππ‘ = π + ππ π‘β1
πππ‘ + π
What is the estimate and t-statistic for the coefficient π? What is the estimate and t-
statistic for the intercept π? Please interpret both economically and statistically.
(see page 2 for Part 2)
Part 2: Option Pricing
With @Risk, we now have the tools to price derivatives. Recall that a call option is the right, but
not the obligation, to buy a stock at a predetermined strike price K. The payoff of a call option
as a function of the stock price at maturity is max(ππ‘ β πΎ, 0):
Similarly, a put option is the right, but not the obligation, to sell a stock at a predetermined strike
price K. The put option payoff as a function of the stock price at maturity is max(πΎ β ππ‘, 0):
In this question, we will simulate stock prices and find the values of call and put options using
simulation and using the Black-Scholes formula. A common way to simulate stock prices is by
assuming future stock prices are log-normal. In particular, the (random) future stock price is:
ππ‘ = π0expβ‘[(ππ β 0.5π 2) β π‘ + πβπ‘ β π§β‘]
where ππ is the risk-free rate, t is the time to maturity of the option (expressed in years), and π is
the annual volatility. z is a standard normal variable, and this will be the source of randomness
in the model.
a. The first step in the model is to draw z using RiskNormal(0,1).
b. Using @Risk, create a formula that calculates a random future stock price 3 months in
the future (t=0.25 years) using the expression above and the parameters in the
accompanying spreadsheet. Define this cell as an @Risk output.
Payoff
Stock Price (ππ‘)
SSSSSS(S(ei
Call
K
Payoff
Stock Price (ππ‘)
Put Option
K
c. A call option pays off only if the stock price at maturity is greater than the strike price, K.
Its payoff function is: max(ππ‘ β πΎ, 0). Create a cell with the call option payoff formula
in 3-monthβs time and define this as an @Risk output.
d. A put option pays off only if the stock price at maturity is less than the strike price, K. Its
payoff function is: max(πΎ β ππ‘, 0). Create a cell with the put option payoff formula in 3-
monthβs time and define this as an @Risk output.
Simulate the future stock price using 5000 iterations.
e. What is the probability that the future stock price is above the strike price (i.e., the call
option is in the money)?
f. Paste images of the distributions of the future stock price, the call payoff, and the put
payoff.
g. What is the expected payoff of the call at maturity?
h. Calculate the current call price by discounting the average future call payoff (its expected
value) to the present at the risk-free rate:
πΆπππ0 = exp(βππ β π‘) β πΈπ₯ππππ‘ππβ‘πΉπ’π‘π’ππβ‘πΆπππβ‘ππππ’π
i. What is the expected payoff of the put at maturity?
j. Calculate the current put price by discounting the average future put payoff (its expected
value) to the present at the risk-free rate:
ππ’π‘0 = exp(βππ β π‘) β πΈπ₯ππππ‘ππβ‘πΉπ’π‘π’ππβ‘ππ’π‘β‘ππππ’π
Now letβs calculate the Black-Scholes call price. The Black-Scholes formula for a call option is:
πΆπππ0 = π0π(π1) β πΎ β exp(βππ β π‘) π(π2)
where π1 = [ln ( π0
πΎβ ) + (ππ + 0.5 β π 2) β π‘] πβπ‘β and π2 = π1 β πβπ‘. π(β ) denotes the normal
cumulative distribution, which can be evaluated in Excel using the NORM.S.DIST(β ,1) function.
Similarly, the Black-Scholes formula for a put option is:
ππ’π‘0 = πΎ β exp(βππ β π‘) π(βπ2) β π0π(βπ1)
k. What are the Black-Scholes call and put prices? How do they compare to the call and
option prices calculated from simulated stock prices?
l. What is the value of π(π2)? How does it compare to the probability that the simulated
stock price is above the strike price (from (e))?
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