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Conditional valuation12 min read
Martingales in Option Pricing Explained
Understand conditional expectation, why discounted tradable prices become martingales under a pricing measure, and what the concept does not imply
Prepared by Mark · Primary sources below
Direct answer
A martingale has conditional expected future value equal to its current value under specified information and measure. In option pricing, properly discounted tradable prices have this property under a risk-neutral measure
Conditional expectation is the core definition
Let Mₜ be a process and Fₜ the information available at time t. A martingale satisfies E[Mᵤ | Fₜ] = Mₜ for every later time u, with integrability conditions
The conditioning is essential. The forecast uses everything already known, not only an unconditional long-run average
The definition always names a probability measure and information filtration. A process can be a martingale under one measure but not another
A martingale can move and remain risky
Fair game does not mean the next value equals the current value. It means positive and negative conditional changes balance in expectation
Large jumps, wide distributions, and path-dependent uncertainty are compatible with the martingale property if the required expectations exist
Nor does martingale mean independent increments. Dependence may remain as long as the conditional-mean restriction holds
Discounting removes financing growth
A tradable asset normally has carry, dividends, or funding effects, so its undiscounted price need not be a martingale under a pricing measure
Divide total-return value by the chosen numeraire, such as a money-market account. Under suitable no-arbitrage assumptions, the discounted process becomes a martingale
Changing numeraire changes the associated measure and which relative prices are martingales. The unit of account is part of the statement
Option value becomes a conditional expectation
For a replicable payoff H at time T, its discounted value today equals the pricing-measure conditional expectation of the discounted payoff
This is not averaging under historical frequencies. The measure is selected to keep discounted tradable prices consistent with no arbitrage
The formula condenses a dynamic replication argument. It does not remove assumptions about trading, model states, dividends, or funding
The binomial tree shows the mechanism directly
Choose the up and down pricing weights so the discounted underlying's expected next value equals its current discounted value
Apply those same weights to the option's next-node values and discount backward. Repeating the step gives the root price
The tree's risk-neutral probability is therefore a martingale weight. It is not a claim that the actual stock has zero expected excess return
Submartingales and supermartingales encode inequalities
A submartingale has conditional expected future value at least as large as the present; a supermartingale has it at most as large
These concepts appear with constraints, consumption, American exercise, and superhedging, where exact equality may be replaced by a one-sided bound
The prefix does not by itself forecast a tradable profit. Measure, discounting, admissibility, and integrability still control the interpretation
Optional stopping requires conditions
It is tempting to think any rule for stopping a fair game preserves its expectation. Optional stopping theorems require boundedness, integrability, or related conditions
Doubling strategies can violate admissibility or require unlimited capital. They do not create a practical arbitrage from the martingale definition
American-option stopping problems use carefully defined exercise times and value processes, not an unrestricted promise that timing cannot matter
Model and market are not the same object
Observed prices include spreads, stale quotes, constraints, and discrete trading. A model martingale is a statement inside specified idealizations
Strict local martingales, bubbles, unbounded claims, and measure-existence issues show why technical conditions cannot always be skipped
Before applying a martingale formula, state the process, measure, numeraire, filtration, payoff integrability, and available trading strategies
Common questions
What is a martingale in simple terms?
Given current information, its expected future value equals its current value under the stated probability measure
Does a martingale price stay constant?
No. Its realized path can move sharply; only the conditional mean of its future value is restricted
Why are stock prices discounted in martingale pricing?
Discounting by the numeraire removes modeled financing growth so relative tradable values can satisfy the martingale condition
Is the real stock price a martingale?
Not as a measure-free statement. The relevant process, dividends, numeraire, information, and probability measure must all be specified
Sources and further reading
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