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Conditional valuation12 min readAug 27, 2026

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

In this guide

  1. Conditional expectation is the core definition
  2. A martingale can move and remain risky
  3. Discounting removes financing growth
  4. Option value becomes a conditional expectation
  5. The binomial tree shows the mechanism directly
  6. Submartingales and supermartingales encode inequalities
  7. Optional stopping requires conditions
  8. Model and market are not the same object

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

  • [1]Harrison and Kreps: Martingales and Arbitrage in Multiperiod Securities Markets
  • [2]Harrison and Pliska: Martingales and Stochastic Integrals in Continuous Trading
  • [3]Cox, Ross, and Rubinstein: Option Pricing—A Simplified Approach

What to remember

  1. A martingale is defined by conditional expectation under a specified measure and information set
  2. Option pricing usually applies the martingale property to properly discounted tradable values
  3. Martingale does not mean constant, riskless, independent, or automatically exploitable by a stopping rule

Apply this idea to an option

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