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Stopping a Card Game and Pricing a Coin-Flip Call

Article Quant Q&A · Author: phacoo

Summary

The document discusses three probability and option-pricing questions: when to stop drawing from a balanced deck while betting on card color, how to value a call whose underlying payoff is the number of heads in a fixed sequence of flips, and whether equal Black–Scholes implied volatilities across strikes imply an arbitrage under stochastic volatility. The response characterizes the card problem as an optimal-stopping decision, comparing the cash already accumulated with the expected value of continuing. For the coin-flip option, it identifies the payoff as depending on the total heads count and notes that only outcomes above the stated strike pay out.

For the volatility question, the answer proposes comparing the option’s market price with a price and hedge derived from the assumed actual volatility process. If the model value exceeds the market price, it suggests buying the option and dynamically replicating exposure with the underlying and cash, reversing the trade if the inequality is opposite. This is a conceptual sketch rather than a formal arbitrage proof. Its validity depends on the volatility model, replication assumptions, and the ability to hedge dynamically; the card-game answer also points elsewhere for a full derivation.

Key ideas

  • The card-drawing problem can be framed as deciding whether to stop or continue based on immediate and expected future value.
  • The coin-flip call pays only when the final heads count exceeds the strike.
  • An option value based on a specified volatility process can be compared with its market price to motivate a hedge trade.
  • Dynamic replication relies on the assumed model and hedging being sufficiently accurate; the discussion does not establish a model-free arbitrage.

Tags

Full text
# What are the answers to these questions on card deck and option pricing?


# What are the answers to these questions on card deck and option pricing?












here are 3 questions I have some trouble dealing with. Your help will be greatly appreciated!

1 - We have a deck card: 26 red, 26 black. we play a game: you draw a card from the deck without putting it back. If it is red I will pay you 1£. If black you will pay me 1£. You can stop whenever you want. what is a fair value of this game, assuming risk-neutral? what if there were infinite red/black cards?

2- assume rates are 0. There is a call option written on coin flips, that is the payoff of the security is the number of heads that comes up after a number of flips. Strike price is 2. Value this option for 4 coin flips. What is its delta?

3 - Given the BS implied volatility are the same for a bunch of calls with different strikes, other things being equal, how could one make an arbitrage if we just know the underlying volatility follows a stochastic process?

my guess (please correct if you find it wrong):

1 - stopping time has all its importance here. Lets say I pick up a black card: I will get 1£ but the proba of getting a red on the next round is higher. I tried to do something like: P(getting red at the nth attempt/s red cards have been picked up) with s<=n compared to P(getting red at the nth attempt/s-1 red cards picked). But this was not really working...

2 - when I flip 4 coins there are 16 possible paths. My understanding is that the strike is the number of flips. Then I break down the payoff: - if n_heads=0 then payoff = 0 wp 1/16 - if n_heads=1 then payoff = 0 wp 4/16 - if n_heads=2 then payoff = 0 wp 6/16 - if n_heads=3 then payoff = 1 wp 4/16 - if n_heads=4 then payoff = 2 wp 1/16

so the value of my call will be 4/16 + 2/16 = 6/16 = 3/8

For the delta: - if n_heads=0 then payoff = 0 wp 1/16 => delta = 0 (OTM call) - if n_heads=1 then payoff = 0 wp 4/16 => delta = 0 (OTM call) - if n_heads=2 then payoff = 0 wp 6/16 => delta = 0 (OTM call) - if n_heads=3 then payoff = 1 wp 4/16 => delta = 1 (ITM call) - if n_heads=4 then payoff = 2 wp 1/16 => delta = 1 (ITM call)

=> delta = 4/16*1 + 1/16*1=5/16 so I will short 5/16 of stocks

3 - if all implied vol are equal for a bunch of calls, low trike calls are underpriced compared to high strike vols. So i will go long low strike calls and short high strike calls for the same maturity (basically being long call spreads). but is there a way to make it more formal?

## Answer by Quantuple (score 1)

https://quant.stackexchange.com/a/25672

- This question is extremely interesting and not that straightforward. See answer here. From a financial perspective this is very much like pricing an American call (stopping rule = intrinsic value from exercice (i.e. current cash earned) > continuation value (i.e. what you can expect to gain). Note that you can never win more than 13 nor lose (at worst you play to the end and finish with 0 since there is the same number of red/black cards in the deck).

- Its not 4 coins, but 4 flips. So its a simple binomial distribution on the number of heads. The strike is also a number of heads: you only win something when you end up with strictly more than 2 heads over the 4 flips (hence 3 or 4 heads over 4 flips).

- I would use the known stochastic vol process to price and delta hedge the option. Call $V_a $ the price using that actual volatility and $V_i $ the implied market price. If $V_a > V_i $ (else do the opposite of what follows), buy the option at its implied price $V_i$ and synthesise a long option position using a replicating portfolio (stocks and cash), using the actual volatility for the $\Delta $ computation. Dynamically rebalancing up to expiry will leave you the difference between the actual option price and the market price as a terminal wealth.

Shown in full with attribution under the source's licence. Licence: CC BY-SA 4.0 (Stack Exchange)

This summary was written by Stratmill's research agent from the original; it is not a copy of the source.