Thursday, April 02, 2009

Tracking Large Traders by Tracking Large Trades


If you click on the chart above, you'll see a unique display that I was using to track weakness in the ES futures during the afternoon. Major props to Trevor Harnett of Market Delta for his assistance in setting this up.

In the top pane, we see the Market Delta "footprint" chart. The numbers inside each of the five-minute bars represent the number of trades--not volume--of 50 contracts or greater at each price. So we're only looking at the trades placed by relatively large traders. That is crucial market information, as I explained in an earlier post.

Actually there are two numbers within each bar, such as 11 x 4. The first number represents the number of large trades that occurred at the market's bid price. The second number represents the number of large trades that occurred at the market's offer price. Thus, in the above example, we have 11 large trades at the bid and 4 at the offer at that price and at that five minute period.

When we have more large trades occurring at the bid, it tells us that professional traders are eager to get out of their positions. Instead of working an order to exit at the market's offer price, they are "hitting the bid" and accepting the lower price as the cost of getting out right away. (They could also be aggressive short sellers initiating positions). Conversely, when we have more large trades occurring at the offer, it tells us that professional traders are eager to get into their long positions or out of their shorts. They are "lifting the offer" and accepting the higher price as the cost of going long or covering a short position right away.

Note how the bars are color coded green if more trades are occurring at the offer price and red if the majority of trades are occurring at the bid price. The total number of large trades at each time and price tells us how active large traders are in the market at any one time--a key insight if we're trying to gauge the market's potential for movement (volatility).

By parceling volume into the number of contracts or shares transacted at the bid vs. offer, we gain insight into the moment-to-moment sentiment of traders. What makes the chart above unique is that we're eliminating all of the small trades and just focusing on the trade location of the largest market participants. I find that this view provides us with a unique perspective on the sentiment of the traders who truly move the markets.

Notice in the chart above how the distribution of large trades shifted dramatically a little after 11:30 AM CT. The bottom pane histogram shows us the net volume of trades at the bid vs. offer during each five-minute period. When the value is positive and color-coded green, we have more volume at the offer (bullish sentiment); when the value is negative and color-coded red, we see more volume transacted at the bid price.

A look within the bars from 11:35 AM CT forward shows us that large traders began hitting bids around 840 in the ES contract. The balance between trades at the bid vs. offer became even more skewed as the market moved lower, showing that large sellers had taken control. This dynamic was clear well before we started seeing significant selling pressure in the NYSE TICK.

While I find the NYSE TICK to be an invaluable measure of general market sentiment, as it assesses the number of stocks trading on upticks minus downticks, the Market Delta numbers--especially filtered for large traders--provide us with a more sensitive assessment of sentiment in a specific trading instrument. We can have large traders hitting bids in the ES futures even as traders overall are not selling the broad market. Locating sentiment for the symbols we're trading and placing it in the context of general market sentiment is quite useful in catching market turns.

And, oh yes. The red line at the bottom of the top pane is VWAP in real time. (Even with the weakness we were trading above the volume-weighted average price for the day). The vertical histogram at right is the distribution of volume at each price, which gives us a Market Profile-like distribution of activity. That is very helpful in detecting the emerging structure of the market day.
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21 comments:

Mr. said...

This is great, very useful, thanks! Would love to have that chart live during trading hours!

Any possibility that some of this buying and selling is a portfolio-insurance/hedge type play though?

guardian1 said...

I tried twice to read your graph and type it to study it as it appeared to be interesting, but when I printed it ,it was blurry. also since I like your articles, where the problem lies is trying to print them to read later, for example it took me 4 pages to get one page of text on selection, why don't you have a select print on your blog? Thanks for all you do for traders.

Richard said...

Ah, this is one of my favorite trading topics! I always have a picture of the big traders on-screen when I trade.

It's not unusual at all to see the larger traders move ahead of the market. At eotpro we've found that tracking the trade count or volume is useful, but for micro-momentum trading (scalping tick charts for instance) you might want to also do some analysis of the temporal dynamics of the data. We gauge what we call "commitment" of the big traders because we find that when they are about to really push price around there is a bit of a one-sided frenzy that we can detect and display. To us this plays out differently than a more let's say "orderly" moment-to-moment big trader activity.

Another thing you might want to try (though we've had mixed results from it) is to dynamically adjust what you consider a "big" trader. In some slow times, the 25-contract traders might be the big fish, while at others 200 is more representative. Again, this is an area that we sometimes research, but we have yet to see big gains from it. I haven't given up, though!

And though it's kind of meaningless because they usually account for so little of the volume, it's fun (and informative) to isolate the small traders and see how often they are pushing in the wrong direction. We even invert the graph to show our clients what they "should" have done! :-)

Benko said...

Thank you Dr. Steenbarger,

As always, very insightful information. What scares me a little however is that my VWAP reading for ES at around 12:40 differs from yours (Mine was ca. 831). I will have to investigate this issue.

All the best from Germany,

Benko

SteveInChicago said...

This is excellent stuff, and it's something I've been looking for. Which service provides this chart?

Dean said...

SteveInChicago, that's a MarketDelta chart - http://marketdelta.com. I like their charts a lot and wish I could do something similar in Tradestation.

Ziad said...

Just one issue with tracking the large trades. These days a lot of institutions are using things like iceberg orders that parcel big trades out into small lots. So filtering just for big trades could give you a very wrong picture if a lot of volume is being done this way. How can we trust what we see from the filters when so much order flow is fragmented?

SteveInChicago said...

Thanks, Dean! It's a little too spendy for me at the moment, but the MarketDelta stuff looks great!

adan said...

"very" interesting stuff

as per several comments already posted, if you can point us to an online chart of this, that'd be great

also, re the "...VWAP in real time...(Even with the weakness we were trading above the volume-weighted average price for the day....)

do you think this is a meaningful divergence?

where would the above volume-weighted avg price trading come from, if not from the larger traders?

only thing i can think of, from an obviously limited perspective, is it might be like when the tide is changing:

waves are still coming ashore strongly, but the rip tide undertow is signally high tide's peaked

anyway, super stuff; thank you much!

mflambert said...

Brett,

I sent you a tweet on automatically adding daily pivots to MD charts. I know youre busy, but you might want to share this with your readers.

Mike

John said...

Dr. S.

Along similar lines, another tell was the relatively vast amount of transactions going off BELOW the bid in the e-mini S&P. In a 17 second period in the 12:53 - 12:54 ET time frame ~3000 contracts executed in 850, 311, 635, 788, and 450 lot sizes as shown in a time and sales window filtered for 100 lot or greater size.

The visual on a one minute chart showed a "fake out break out" to the upside and a veritable slapping down of the prior upward momentum.

They didn't ring a bell at the top but they did light up the T&S.

I find this a fairly reliable pattern that occurs after the upward push in the AM and seems to signal the beginning of 1-3 hour countertrend move.

Thanks for all the invaluable contributions you make for the trading community.

jp

bobdobalino said...

How may we go about enter a particular stock in your charting system?

Cheers.

IDkit aka Ana said...

Market Delta has now upgraded to new features and I have also upgraded my subscription having found it has given me an edge to my taking a trade with its TRUE volume of trades effected.

For those who wish to find out more:

http://www.viddler.com/explore/marketdelta/videos/112/

Brett Steenbarger, Ph.D. said...

Hi Mr.,

Yes, some is undoubtedly part of a hedge trade; I've found that such trade affects the statistics for ETFs more than for the futures--

Brett

Brett Steenbarger, Ph.D. said...

Hi Guardian1,

I have a new version of screen capture software and new software for charting, so I'll be working on the quality of the charts going forward; thanks--

Brett

Brett Steenbarger, Ph.D. said...

Hi Benko,

I believe the software was set to calculate VWAP from the actual start of the day, not the start of regular trading hours. That might account for the difference--

Brett

Brett Steenbarger, Ph.D. said...

Hi Ziad,

You're correct; institutions typically break up their orders with execution software. If you know the typical ways that the software break up the orders, you can set the filter on Market Delta accordingly... ;-)

Brett

Brett Steenbarger, Ph.D. said...

Hi Adan,

I don't know of any online charts for these data. If a market falls after a large rise, the VWAP can still be rising even as price is declining. I haven't studied whether such a pattern has trading significance--

Brett

Brett Steenbarger, Ph.D. said...

Thanks, Mike. You're right: Market Delta users can utilize (or contact the support staff for) a variety of indicators, including relative volume and customized pivot targets.

Brett

Brett Steenbarger, Ph.D. said...

Thanks for the observations, JP--

Brett

Brett Steenbarger, Ph.D. said...

Hi Bobdobalino,

The charting software is Market Delta, and it will break down volume patterns for any futures contract, stock, or ETF.

Brett