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Choosing Physical or Risk-Neutral Measures for Futures

Article Quant Q&A · Author: Joe Yurkanin

Summary

The document clarifies that asking whether futures follow a physical or risk-neutral distribution depends on the purpose of the analysis. The risk-neutral measure is a pricing tool: under suitable assumptions, prices of contingent claims can be represented through expectations under a pricing measure. The discussion cautions against treating that measure as a description of real-world likelihoods.

For valuation and Greeks, the pricing measure is appropriate; for estimating realized outcomes, exposure, or profits and losses under a hedge, use the physical measure. A second response gives futures valuation as an example: a futures price process is a martingale under the risk-neutral measure, while potential future exposure calls for a physical-measure model. The document notes that distributional choices such as normal or log-normal depend on model assumptions. It is a conceptual rule of thumb rather than a detailed derivation, and its examples assume simplified pricing conditions.

Key ideas

  • The relevant probability measure depends on whether the goal is valuation or forecasting real-world outcomes.
  • Risk-neutral measures support pricing and Greek calculations.
  • Physical measures are used to estimate realized exposure and profits or losses.
  • A futures price process is treated as a martingale under the risk-neutral measure in the described valuation setting.
  • The distributional form for future futures prices depends on the chosen model assumptions.

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Full text
# Do futures follow physical or risk-neutral distributions


# Do futures follow physical or risk-neutral distributions












I've spent a while looking for an answer to this question and while I feel it is a simple question I have not found an answer.

I know prices of option contracts follow an implied, risk-neutral distribution which is observable and equities follow an unobservable, physical distribution of returns. Now, do futures contracts follow a risk-neutral or physical distribution? Or is my thinking flawed at some point?

I'm still learning so I would greatly appreciate anyone providing me some direction with this.

## Answer by Ulysses (score 1, accepted)

https://quant.stackexchange.com/a/18727

Perhaps other memeber of qSE are going to correct me, but I think the following rule of thumb is useful. Whenever you have a doubt, try to forget that a pricing measure is a probability measure. This is just a pricing tool: originally for any option/derivative/contingent claim we'd like to know its price, so we introduce a map $\pi:X\to \Bbb R$ such that $\pi(x)$ is the current price of the contingent claim $x$. For example, $x$ can be a call option with maturity of 1 year and ATM strike, or $x$ can be the futures contract expiring in 10 days. Now, it happens that $\pi$ is a linear functional on $X$, and $\pi(1) = 1$ - that is the value of the assets that will pay us $1$ under any circumstance is $1$ (let's assume discount rates are $0$). From that we see that $\pi$ is similar to an expectation operator, so we can define a corresponding probability measure - which we call a pricing (risk-neutral) measure. There are perhaps some deeper thought underlying such a coincidence, but for all philosophical questions: use pricing measure to find the price, to find the Greeks etc. For anything else use the physical measure.

Example: let's say we want to buy an option which we know we can't hedge perfectly, and estimate whether we can afford vacation on Hawaii after expiry. We do the following:

- Price the option (use pricing measure)

- Compute Greeks to hedge (use pricing measure)

- Run Monte-Carlo to estimate our losses/profits from imperfect hedge under the imperfect hedging strategy computed in step 2. (use real measure)

## Answer by Gordon (score 3)

https://quant.stackexchange.com/a/18650

Your question is not clear. What you might want to say is what distribution should the futures price follow, under the risk-neutral or physical probability measure. In this sense, it will depend on your intention. For potential future exposure, you may want to use the physical measure for the price evolution, while the distribution will depend on your model assumption -- could be normal or log-normal. However, for valuation, risk-neutral probability measure is assumed. Moreover, the futures price process is a martingale under the risk-neutral probability measure, and is usually assumed to be log-normal.

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.