STAT0013 – Stochastic Methods in Finance (2021)
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STAT0013 – Stochastic Methods in Finance
Examination Paper 2020/2021
Section A
A1 (a) Give the mathematical expression of the gamma and vega of a portfolio of derivatives.
Explain briefly the meaning of these two quantities. [3]
(b) A portfolio consists of stocks in the Asian markets. It is known that the portfolio has a negative delta. Suppose there is a small increase in the value of the stocks. Explain briefly the effect of this increase in the total value of the portfolio. [2]
(c) Find the value of delta of a 9-month European call option on a stock with a strike price equal to the current stock price (t = 0). The interest rate is 8%. The volatility is σ = 0.10. [4]
A2 A 9-months forward contract on a non-dividend paying stock is entered into when the stock price is e40 and the risk-free interest rate is 5%.
(a) What are the forward price and the value of the forward contract at the initial time? [4]
(b) Suppose that at the initial time the forward contract is being bought and sold in the market for e5, instead of being traded at the fair price. Outline a simple trading strategy to take advantage of the arbitrage opportunity, stating how much risk-free profit will be made per contract. [5]
A3 (a) Write down the Black-Scholes-Merton partial differential equation. State the boundary
condition for the case of a derivative with payoff ST(2) + 2ST + 3. [2]
(b) Consider a European put option and a European call option on the same underlying asset, with the same strike price K = $5, and same expiry date T = 1. The put is traded at $3, the call at $10, and the underlying asset at $6. The interest rate is r = 0.05.
i. Verify that put-call parity does not hold in this case. [3]
ii. Describe a portfolio that exploits the arbitrage opportunity. State the risk-free profit that the portfolio will provide. [5]
A4 Consider the Geometric Brownian Motion (GBM) process
dSt = µStdt + σStdBt, S0 = 1.
A stock price follows the above GBM, so that for the first two years, µ = 4 and σ = 2, and for the next two years, µ = 0 and σ = 2. Express the probability P [ S4 < s ], for any s > 0, as a function of the cumulative distribution function, N(·), of the standard normal distribution. Hint: You can make use of the equivalent expression St = S0 exp((µ . )t + σBt). [6]
A5 Consider a European call option on a stock. The call option will expire in 6 months. The current stock price is $30, and the strike price of the call option is $20. At the expiration date, the stock price can either be $35 or it can be $25. The risk free interest rate is 4%. What is the value of the European call option today? [6]
Section B
B1 Consider a given portfolio with delta equal to 2, 000 and vega equal to 60, 000. We plan to create a new portfolio that is both delta and vega neutral by adding to the given portfolio:
i) units of the underlying stock, and
ii) units of a traded option with delta equal to 0.5 and vega equal to 10.
How many units of the underlying stock and the traded option will we need? [5]
B2 A stock price St follows the usual model dSt = µStdt + σStdBt with expected return
µ = 0.16 and volatility σ = 0.35. The current price is e38.
(a) What is the probability that a European call option on the stock with an exercise price of e40and a maturity date in 6 months will be exercised? [5]
(b) Using the Black- Scholes formula, find the price of the call option if the risk-free interest rate is µ .
Hint: You might have already calculated quantity d2 (required for finding the price of the call) in your answer in part (a). This can save you a lot of calculations. [4]
(c) What is the probability that a European put option on the stock with the same exercise price and maturity date will be exercised? Find the price of the put option, using put-call parity. [4]
B3 Consider a binomial model with T = 2 periods, S = 100, u = 1.6 and d = 0.6. The interest rate is r = 0.1. What is the price at time t = 0 for an American put option that has exercise price K = 97?
Hint: To avoid too many calculations, you are given that the risk-neutral probability of one-step up movement is pˆ = 0.505, and that Su = 160, Sd = 60, Su2 = 256, Sd2 = 36,
Sud = 96. [9]
B4 (a) Assume in this question that all the derivatives have the same maturity date and the same underlying asset. Write explicitly the payoff function for a portfolio consisting of a short position in two European put options with exercise price e20 and a long position in
three European put options with exercise price e25. [4]
(b) Consider the following payoff function at maturity T and strike price K : Payoff = min(ST . K, 4).
i. Draw the payoff diagram, that is the plot of payoff at date of maturity versus price of underlying asset. [4]
ii. By using 1 unit of forward contract (in a long or short position) and 1 unit of call option (long or short position), create a portfolio with the payoff function given above. The strike prices of these two derivatives need not be equal to K. [4]
B5 (a) Assume that Bt corresponds to a standard Brownian motion.
i. Use It’s formula to find the SDE satisfied by the process Yt such that Yt = sin(Bt)t2 + 5.
Indicate clearly the It’s correction term, the drift term and the variance term in the SDE you have obtained. [4]
ii. We know that Xt satisfies the SDE:
dXt = dt + 2^XtdBt, X0 = 0.
Solve this SDE to obtain an analytic expression for Xt .
Hint: The solution is of the form Xt = Bt(p), for an appropriate positive integer
p > 2. [4]
(b) Assume that (Bt, t > 0) and (Wt, t > 0) are independent standard Brownian motions.
ii. Show that the process Yt such that Yt = Bt(2) . t is a fair game process. [3]
B6 Consider a portfolio that consists of: a long position on 8 shares of the underlying asset; a
short position on 5 units of risk-less bond; a long position on 6 units of European puts on the above underlying. The risk free interest rate is r = 5%. The volatility is σ = 0.1. The current value of a share of the underlying is $10. The strike price for the call is K = $12 and the expiry date is T = 1 year.
(a) Find the delta of this portfolio. [4]
(b) Find the rho of a portfolio which is as the one described above, with the difference that
it contains 0 units of European puts instead of 6 units of European puts. [3]
2023-05-20