Summarization of The pricing of options and corporate liabilities
There's a formula used by the most profitable firms in the world, including Jane Street, Citadel, Optiver, and many others. Yes, you know it: it's the Black-Scholes model. They had written the paper in 1973, and it's still the GOAT formula. In this article, we're going to break down the paper and make it easier to understand.
Assumption
First, the Black & Scholes model brought out a hypothesis: If options are correctly priced, you should not be able to have risk-free profit by combining stock + option positions. This is the idea of no arbitrage.
Then it shows that the same logic applies to corporate liabilities such as warrants, equity, and debt. They share the same characteristics as options, which are default matters.
What is an option
The figure shows the relation between option value and stock price. A few things can be seen:- Higher stock price → Higher call value
- If the stock price is far below the strike near expiration, the call is near worthless
- If the expiration is far away from now, the call value approaches the stock value when the strike is very low (deep ITM long maturity intuition)
The valuation formula
The assumptions made for derivation are:
- Stock price follows a continuous-time and log-normal random walk with a constant variance
- Interest rate is known as a constant
- Short selling is allowed, which means borrowing or short-selling can be done at the risk-free rate
- There is no transaction cost and dividends
- The option is European style exercise only, meaning it can only be exercised at maturity
Under these assumptions, the value of the option depends only on the stock price and time. Therefore, we can let the option value be , where is the stock price and is the time. And the hedged position consists of long 1 stock + short a number (this number is what we now call delta, but it's not yet introduced in this paper) of options. So the problem is: how can we choose the delta so that the stochastic part cancels?
We choose the number of shares to short when the risk of longing the stock is hedged, in other words, the position is riskless, so we can earn the risk-free rate.