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Anatomy of a Spike

By Guy Ellis of DeltaT1.com*

On Tuesday, August 3, 2004, at 21:51 ET, in after-hours trading, the ES spiked down 6.50 points. Here is the 1-minute ES chart showing how, in that minute, the price opened at 1095.50 and closed at 1094.25 (-1.25 points) after having been down 6.50 points. A total of 1,511 contracts was traded in that minute.

Let’s take a closer look. Thumbnail 1

What makes a spike in the ES like that?

This spike is a small one and is after hours with low volume relative to RTH trading and, as such, makes an ideal candidate for analysis. Subsequently, I have included a number of time and sales printouts in chronological order. I have annotated each one of them with what I think happened (i.e., These are my version of the truth in each instance -- or at least what I read into it.). All times are ET.

Remember that, when reading the time and sales printouts, you should read from the bottom up. The prices are pushed down the screen as they occur.

Example 1

The market was trading at equilibrium. At 21:51:22 with 104 contracts bid at 1095.00 and 125 contracts offered at 1095.25.

For whatever reason, 105 contracts where sold at market or offered at a limit of 1095.00 in 19 trades. We see that 18 trades, totaling 104 contracts (the 104 that had been bid at 1095.00), hit the market at 21:51:25, and the last trade / contract is shown at 21:51:26 as the 1 contract left on the offer side at that time.

At 21:51:29, four contracts are bought at 1095.00, and there are, then, 49 contracts bid at 1094.75 and 22 offered at 1095.00.

Example 2 Thumbnail 2

If we use a Depth-of-Market (DOM/DOME) screen, we are able to see the number of orders bid and asked (offered) at the five closest prices to the last traded price. What we can't see are the number of resting stop loss orders.

In my opinion, and for whatever reason, a lot of traders had their stop loss sell orders sitting at 1094.75. This means that, once this price is traded (touched), their orders are released into the market as market orders to sell their positions. I know that I talked to at least 2 traders on that morning who had stop loss orders at 1094.75. It just so happened that everyone thought that this was a good place for a stop loss.

So, what we are seeing is a single contract being sold at market (or limit of 1094.75) at 21:51:31, and the touching of that price caused all these other resting stop orders to be released into the market, which ended up being "sell at market orders."

The next 4 print-outs show you the action in that 1 second recorded as 21:51:31.

At the beginning of this article, I stated that the price of the ES dropped 6.50 points (0.6%) in one minute. If you take the first traded price at 21:51:31 as 1094.75 and the low during that second of 1089.00, you see that the ES actually dropped 5.75 points (0.53%) in one second.

(For your information, the red prices are where the ES is being traded at the bid and the black prices are where it's being traded inside the bid / offer.) 


Examples 3, 4, 5 and 6 Thumbnail 3

As all the bids at each price level are traded and the next price down is touched, it causes more stop loss orders to hit the market causing a cascading effect.

Within 9 seconds of that drop, the market regained equilibrium and came to rest with a bid / offer 4.25/4.50 points above the low 9 seconds earlier.

So, what questions does this answer and what questions does it leave unanswered?

How can we protect ourselves from needlessly being stopped out if we're long?

This is a very difficult question to answer. I use the term hard stop to refer to a stop loss order that is placed in the market and a soft stop to refer to one that you execute yourself by calling your broker or hitting the buy / sell button. Thumbnail 4

The problem with leaving a position on overnight is that you have a predefined maximum loss that you're prepared to tolerate / risk on this position. If unexpected news hits the market, a price shock will cause the markets to move unexpectedly in a certain direction and by an unexpectedly large amount. This will cause a spike. We don't know if the market will recover from that spike or not.

In the case I’ve been describing in this article, we have a spike caused by cascading stops being hit. It all happens in one second, and five seconds later the market is already recovering. So, this spike was caused by hard stops being left in the market. Unless you were sitting glued in front of your screen, you wouldn't have been able to execute a soft stop before the market had already recovered.

So, for your average trader, there isn't much of a solution. Your choices are:

  • Place a hard stop before you leave the trading room.
  • Stay in front of the screen all night with your finger over the sell / buy button (soft stop).
  • Don't use stops (dangerous).

Traders who use hard stops overnight often use soft stops during RTH while at their trading screens. This allows them to move the stops and quickly reverse positions if the structure (signals) of the market changes. This will prevent traders from getting stopped out if this sort of action happens in one second in RTH. However, this sort of action (cascading stops) is unlikely to happen in RTH because the traders who were using hard stops overnight are using soft stops during the day.

Notice how most of the orders that went through during this one second were small orders. During that one second, the largest single order was for 33 contracts. So, where were all the big traders? Where were all the traders who were holding 250 contracts long overnight? Why weren't their orders triggered? Don't they use stops?

Half a percent move in the ES in one second is a big move. Half a percent move in any market in one second is enormous. Thumbnail 5

I don't have sure answers to these questions, but I can take some guesses.

The bigger players have traders or themselves watching the market and are using soft stops. They see the small orders flowing through the market as a result of stops being hit, and they "know" that it's an overreaction and that it will recover and so sit tight and wait.


Do you see how, five seconds later, the next 9 orders that go through the market (at a higher price, so I assume that is buying action) are each for 20 contracts or more, the largest being 75 contracts?

It's also possible that the bigger and more sophisticated traders have bots (robots) watching the market for them and telling them what the anatomy of the spike is. The software can see that the trades causing the spike (1) are small (2) happen in one second and (3) aren’t happening in other electronic markets, such as the NQ. (The move in the NQ from open to low in this one minute was 1.00 point or the equivalent of 0.07%)

These bots can be programmed to release orders into the market and, if they "see" that the move down is caused by large volume, over a wider time period and in all markets they will start issuing orders to close out positions without human intervention. This, of course, will exacerbate the move just as the cascading stops did in this case.

How can we take advantage of it and make money if we're not in a position? Thumbnail 6

If you're at your trading screen, and you hear your alarms go off and manage to work out what had happened, you can buy the market like the handful of traders five seconds later did.

If you have automated trading software with built-in rules, such as those discussed previously, it could buy the market for you.

Feedback

I've had some feedback since I published this and have decided to add my opinions on that feedback here to keep this article in one place and answer further questions.

Fat Finger

Some people have suggested that this spike is the result of a Fat Finger.

First off, what is a fat finger? A fat finger is when someone accidentally buys / sells more contracts than he or she had intended to. It's called a fat finger because, when the trader types in the number of contracts to buy / sell, his or her finger hits an extra number or two, and the person ends up buying / selling 10 or 100 times more contracts than he or she had intended.

If someone wanted to buy 1 contract and accidentally bought 10 or 100, this wouldn't affect a market such as the ES (much). However, if the order was for 1,000 contracts, and the trader executed 10,000 or 100,000, this would cause all the resting bid / ask orders to be absorbed into that one order for many price levels. Also, the effect would be exacerbated by the fact that many stop orders would then flood the market, as well add to the selling / buying pressure.

Fat finger spikes do happen and look just like this spike. However, I do not believe that this was a fat finger spike and here's why:

A fat finger spike starts with an abnormally large number of contracts hitting the market and being executed at the start of the spike. So, how can we tell if that happened in this case? Well, at 21:51:29, there were 4 contracts bought at 1095.00. Then, at 21:51:31, 1 contract was sold at 1094.75 and, subsequently, a number of small groups of contracts hitting the market at 1094.75. Thumbnail 7

These (in my opinion) were stops being triggered. If this had been a fat finger, we would have seen all the orders that were bid at 1094.75 being absorbed into a single trade that was hit at that price.

So, at 21:51:29, we have a bid / offer size of 49 x 22 contracts. This means that there were 49 contracts bid at 1094.75 and 22 contracts offered at 1095.00. We can see this on the Time and Sales printout shown previously in this article. If a fat finger trade had been executed (let's assume a fat finger of 200 contracts, which isn't really much but enough for this hypothesis and obviously any number larger than 49 will work for the purposes of an example), we would have seen the full 49 contracts that were being offered at 1094.75 absorbed in 1 single trade at that price at that time. Likewise, it would have also absorbed all the orders at 1094.50 and 1094.25 etc. as single orders equivalent to the size that was bid at that price, and you wouldn't have seen lots of small orders being released into the market as we have in this case.

Remember that the market order to sell at 1094.75 will be executed before any stops are released into the market. So, the CME order processing system can't say, "Hey, there's a sell order at market (1094.75) coming in. Let me execute the stops first." Stops are triggered by a price being touched and that price can only be touched if orders are executed at it.

So, if 49 contracts had been executed at 1094.75 in one trade, I would say that, yes, it could have been a fat finger. In this case, we can see, though, that it was a series of lots of little orders that look like stop orders being released into the market and cascading stops to lower levels.

Running the stops

This is also the reason that you cannot (and will never be able to) see the resting stops in the market but only the resting limit orders. If you could see both, and you noticed that stops outnumbered limit orders, it would be easy for a trader with enough buying / selling power (or an automated system) to run the stops.

In this case, we know that all that was required to run the stops was the execution of 1 sell order at 1094.75. This means that there were stop orders for at least 49 contracts at that price and only 49 limit orders. The 49th contract that couldn't execute at 1094.75 sold one tick lower at 1094.50, and this caused all the stops to be executed at this level, and so on, all the way down to 1089.00.

Where are stops held? It is my understanding that stops can be held in one of four places. I am now talking specifically about trading the E-Mini S&P. Those four places are:

The CME order execution server at the exchange
The broker's server
The client's (trader's) computer
The client's (trader's) head (The trader must physically click a button to execute an order at market to close his or her position.)
 
Let's assume, for a moment, that we do know where the stops are and that they are published by the exchange, in this case, the CME. So, we can see all the stop orders sitting on the CME server but, obviously, not any of the stop orders from the other 3 sources (which would obviously increase the number we would be able to see).

I've created a hypothetical DOM / DOME screen live trade table to illustrate this: 

 Stops Bid  Ask
   1095.00 22
 49 49 1094.75 
 21 20 1094.50 
 33 2 1094.25 
 91 70 1094.00 
 27 23 1093.75 
 81 33 1094.50 

The time is 21:51:29, and the price of 1094.75 has not been touched yet. You are a trader watching the screen, and you suddenly see that, at every level from 1094.75 upward, the stops either equal or outnumber the limit order at every level from 1094.75 down to 1089.00.

All you need to do to create a cascade effect and run the stops is to execute a sell of 1 single contract at 1094.75, and the 49 contracts that are stop triggers at that level will hit the other 48 bid at that level, and the last one will cascade into the 1094.50 level, triggering those stops, and so on.

You are a very small trader and only trade 1 contract, so you put in a bid at 1089.25 (because the stops cease to outnumber the bids at 1089.00) and then you sell 1 contract at market (1094.75). In one second, you make 5.50 points.

Perhaps you put in a 2-contract bid at 1089.25 because you "know" that the market is going to reverse to equilibrium because this is a stop run and not a fundamental shift in the market caused by a news event. So, you make your 5.50 points on the way down and many more points on the way up.

If a 1-contract trader could do this to the market with this sort of knowledge, imagine what sort of chaos a big player could cause by running the stops. In my opinion, a 1-contract trade at market caused this move /s spike although I can't believe that the trader who executed that 1 contract knew that there were that many stops that were going to hit the market as a result. Otherwise, I'm sure that he or she would have sold a few more contracts.

*Reprinted (and modified) with permission from Guy Elllis

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