# How does the “risk-neutral pricing framework” work?

I've struggled for a long time to understand this - What is this? And how does it affect you?

Yes I mean risk neutral pricing - Wilmott Forums was not clear about that.

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Can you please elaborate on your question a little? "how does it affect you?" Also, maybe provide a link or two to relevant resources? –  Shane Feb 1 '11 at 15:30
@ChloeRadshaw: You can accept one of the answers if you are satisfied by it :-) –  vonjd Jan 28 '13 at 16:01
You can have a look at my blog post which helped a few people grasp the concept. –  SRKX Mar 5 '13 at 10:12

I like this point of view on risk neutral pricing: risk neutral probability $q$ is such a probability that the expected possible price of the option at $t=T$ calculated with this probability and then discounted gives you today price at $t=t_0$

it is derived from today price under the assumption that all the time holding portfolio of option(buy) and instrument(sell) you are delta hedged, so it's value is known and the same in each case (rise, fall).

other nice view is: future price of the option (expected with risk free rate) is equal to it's expected value, i.e if today price is $V$ and option price tomorrow might be $V^+$or $V^-$ and risk free rate is $r$ then you can retrieve $q$ from this equation:

$(1+rdt)V=qV^++(1-q)V^-$

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A market is said to be complete if any contingent claim can be replicated by an admissible (i.e. with value process bounded from below) self-financing (i.e. all gains and losses exactly offset each other) trading strategy, a so-called replicating strategy. This strategy being constructed from primary securities - the market prices of which are unique - it must be that its price is identical to everyone, and the strategy is therefore independent of any assumptions on risk aversion. Any discrepancy between the replicating strategy's price and its underlying primary securities would be wiped out by arbitrage trades by market participants, regardless of their risk preferences.

Now, suppose you want to price a contingent claim, e.g. a European option on an equity security. Assuming the market is complete, the payoff of this security can be perfectly replicated using existing securities. Again, by the same arguments as above, the market price of the option and of the replicating strategy must be exactly the same under a no-arbitrage condition, regardless of risk preferences. Therefore, neither a positive nor a negative risk premium can be embedded into the equilibrium market price of the option, or equivalently of the replicating strategy (actually, a sort of "aggregate" risk premium is already included in the prices of the replicating strategy's primary securities, but no further risk premium is added when pricing the contingent claim).

We have shown that if the market has no arbitrage opportunities and is complete, then it must be that the option's market price is exactly equal to that of the replicating strategy, and that this price is in fact unique. This is essentially what the (Second) Fundamental Theorem of Asset Pricing (FTAP) says. Since the replicating strategy does not depend on any assumptions concerning risk preferences, it does not matter what assumptions are made on the risk preferences of the market participants. Therefore, the price in the real-world market (where risk-averse, risk-neutral and risk-seeking participants meet) must equal that in a risk-neutral market. Since it is much more convenient (and mathematically powerful, e.g. martingale theory) to work in a risk-neutral world, this is the standard pricing approach used in mathematical finance.

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The risk-netural measure has a massively important property which is worth making very clear:

The price of any trade is equal to the expectation of the trade’s winnings and losses under the risk-neutral measure.

This property gives us a scheme for pricing derivatives:

1. take a collection of prices of trades that exist in the market (eg swap rates, bond prices, swaption prices, cap/floor prices),
2. back out the set of risk-neutral probabilities that these prices imply,
3. calculate the expectation of the derivative trade’s payoff under these risk-neutral proabilities,
4. that is the price of the derivative.

The risk-neutral measure is in some sense the flip-side of the concept of risk premium.

Without even getting mixed up with stock and bond prices and suchlike, we can get a good sense of the risk-premium concept at work in a simple betting game.

The classic example, a game of coin tossing:

1. a player hands over some money, say £X, to play,
2. the host tosses an unbiased coin,
3. if it comes up heads then the player is given £2,
4. but if it comes up tails then nothing is given back.

A textbook on probability will tell you that the price of £1 per go is fair for this game because the concept of fair is defined in probability textbooks to mean that the price paid should equal the value of the expected winnings. Clearly it does for this example.

But let’s get savvy, step back from the theory, and ask how much would different players be prepared to pay for this game. Consider two different players:

1. person A that has £1.50 in their pocket but is under pressure from a traffic warden to pay £2 for a parking ticket (and nothing less than £2 will do),
2. person B that has £10 in their pocket and doesn’t really need anything more than that.

Don’t you think you could convince person A to pay up to their whole £1.50 for this game? Person B might be a harder sell, but perhaps they’d come around if we charged something like 50p a go and advertised the game as ‘potential 4 times returns on your investment’?

The important point is that the theoretical fair price may well be £1 for this game, but the actual price at which we sell the game may be something different since it will depend on the circumstances of the players we are selling it to.

The difference between the actual and theoretical price is called the risk premium. Throwing in a bit of market language, we can write this as:

the risk premium is the amount of premium (or discount) that needs to be added to the theoretical fair price in order to match the actual price of the trade in the market.

Remark: The risk-neutral measure is risk-neutral because in this alternative reality the price paid by player A for the game contains no risk premium — the price is exactly equal to the value of the expected winnings of the game.

I have written a little bit more on this in my blog if you want to go see.

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Don't just post a link to your blog (especially since this particular link goes to a sign-in page). Either give a real answer here or I'm going to assume you're spamming us. –  chrisaycock Jan 25 '12 at 3:58
I think this might just be a bad link - the right one might be this one? fermatslastspreadsheet.wordpress.com/2012/01/24/… –  vonjd Jan 25 '12 at 10:27
Fair comments. I have now fixed the link and filled out the body of my answer. –  Robert Jan 25 '12 at 15:25
@Robert This is better, though if you look around you'll notice that nobody else posts a link to his personal blog. Every answer is either self-contained or links to an established source (like a Wikipedia article, a book on Amazon, or another post within Stack Exchange). Please edit your answer again to remove the link to your personal blog. –  chrisaycock Jan 25 '12 at 17:47
@vonjd Good point about Meta. It turns out this has been asked before. Marc says that it's ok for occasional use, not as a regular occurrence. My spam bells went off when both of Robert's original answers were simply links back to his blog. To be honest, I thought it was just spam until I noticed that he has a legitimate email address. The moderators have to delete spam posts on a semi-regular basis, and Robert's answers were indistinguishable from those. –  chrisaycock Jan 25 '12 at 20:57

Suppose that you and other bettors participate in a lottery with $N$ possible outcomes; event will occur with probability $\pi_n$. There are $N$ basic contracts available for purchase. Contract $n$ costs $p_n$ and entitles you to one dollar if outcome $n$ occurs, zero otherwise.

Now, imagine that you have a contingent claim that pays a complex payoff based on the outcome, say $f(n)$. The expected value of the payoff is

$$E(f(n))=\sum_n \pi_n f(n) =E(f)$$

Now, consider a portfolio of $f(1)$ units of basic contract $1$, $f(2)$ units of basic contract $2$, etc. This portfolio has exactly the same random payoff as the contingent claim. Because of the law of one price, it must have the same price as the contingent claim. Hence, the contingent claim has price equal to

$$\text{price}(f)=\sum_n p_n f(n)$$

Define $r= 1/(\sum_{i=1}^N p_i)$ and set $\tilde p_n := r p_n$, which is a probability measure, and you can rewrite

$$\text{price}(f)=r^{-1} \sum_n \tilde p_n f(n)=r^{-1} E^*(f)$$

So the risk-neutral probabilities are essentially the normalized prices of "state-contingent claims", i.e., outcome-specific bets. And the price of any claim is the discounted expectation according to this probability distribution. $r$ is easy to identify: if the contingent claim is 1 dollar for any outcome, then it's price is the discounted value of a dollar using the risk-free interest rate. Hence $r$ is the risk-free interest rate.

Where do these prices come from? There are three ways to think about price determination:

1. They are determined by a non-arbitrage condition, where no bettor can make something for nothing almost surely;
2. They are determined by an equilibrium condition, where all bettors optimize their utility;
3. They are determined by a single-agent utility optimization problem.

All conditions imply that the prices are strictly positive. For more information, Duffie's Dynamic Asset Pricing is still the standard reference.

This basic intuition behind this framework goes back 35 years to Cox-Rubinstein. Harrison-Kreps extended the result, and since then it has further extended. The most general forms to useless level of technicality are by Delbaen and Schachermayer.

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We bet on a fair coin toss -- heads you get $\$100$, tails you get$\$0$. So the expected value is $\$50$. But it is unlikely that you'll pay$\$50$ to play this game because most people are risk averse. If you were risk neutral, then you WOULD pay $\$50$for an expected value of$\$50$ for an expected net payoff of $\$0$. A risk neutral player will accept risk and play games with expected net payoffs of zero. Or equivalently, a risk neutral player doesn't need a positive expected net payoff to accept risk. Let's say that you would pay$\$25$ to play this game. That means if you were risk-neutral, that you'd be assigning probabilities of 1/4 to heads and 3/4 to tails for an expected value of $\$25$and an expected net payoff of$\$0$.

So if we can convert from the risk probability measure $(1/2, 1/2)$ to a risk neutral probability measure $(1/4, 3/4)$, then we can price this asset with a simple expectation.

So if you can find the risk neutral measure for an asset based on a set of outcomes, then you can use this measure to easily price other assets as an expected value.

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I assume you mean risk neutral pricing? Think of it this way (beware, oversimplification ahead ;-)

You want to price a derivative on gold, a gold certificate. The product just pays the current price of an ounce in \$.

Now, how would you price it? Would you think about your risk preferences? No, you won't, you would just take the current gold price and perhaps add some spread. Therefore the risk preferences did not matter (=risk neutrality) because this product is derived (= derivative) from an underlying product (=underlying).

This is because all of the different risk preferences of the market participants is already included in the price of the underlying and the derivative can be hedged with the underlying continuously (at least this is what is often taken for granted). As soon as the price of the gold certificate diverges from the original price a shrewd trader would just buy/sell the underlying and sell/buy the certificate to pocket a risk free profit - and the price will soon come back again...

So, you see, the basic concept of risk neutrality is quite natural and easy to grasp. Of course, the devil is in the details... but that is another story.

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So risk neutral pricing means pricing an instrument which can be immediately hedged? Is nt that the same as no arbitrage law? –  Jack Kada Feb 1 '11 at 16:55
@ChloeRadshaw: It is in fact all connected: From the law of one price follows risk neutral pricing - the reason is the possibility of hedging. –  vonjd Feb 1 '11 at 17:22
I like the explaination +1 –  Kinderchocolate Feb 1 '12 at 5:32
This answer does not mention the change of measure from the real-world probability measure to the risk-neutral one, which I think is needed in order to understand the (first) fundamental theorem of asset pricing [ en.wikipedia.org/wiki/Fundamental_theorem_of_asset_pricing ]. –  William S. Wong Mar 6 '13 at 18:37
@WilliamS.Wong: The question was about risk-neutral pricing in general, i.e. understanding the concept and getting an intuition. Yet, please feel free to give another answer :-) –  vonjd Mar 7 '13 at 7:14