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WTF is Market MICROSTRUCTURE??? by marketstack

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· @marketstack ·
$287.88
WTF is Market MICROSTRUCTURE???
<center>
![](https://steemitimages.com/DQmTN1JkC79rn3ViQuZNafBWUzPEsXwS9jY35TXRZ6NrPVZ/image.png)
Just like the highways of a city, markets are connected by pathways...
</center>

No market exists in isolation. GDAX is connected to Binance and Bittrex not by physical arteries but by invisible connections. [Arbitrageurs](https://en.wikipedia.org/wiki/Arbitrage) connect the prices on each exchange, making sure trades don't deviate too far from one trading venue to another.

<h4>The flipside is that a big order on one exchange can be _transmitted_ to other exchanges.</h4>

This dynamic is an example of a broader umbrella subject known as _market microstructure_ which studies the pathways that money takes and tries, uniquely in economics, to find the impact that small rules have on trading and investing activity. 

While market microstructure might appear to be a small part of the overall financial picture, its effect can be profound.

Some people use microstructure to make a tremendous amount of money. These are often some of the fastest traders on the planet.

<h4>How can someone make money using the minute structure of financial markets alone???</h4>

Let's assume for a moment you possess a "fast" algorithm. Fast is in quotes because that definition depends to a certain degree on the market in which you are trading. For the sake of this example, assume you are one of the top three fastest firms in the market.

<strong>What is the simplest algorithm that could make you money in this scenario?</strong>

Intermarket arbitrage? Too many moving parts. Suppose I want something really <del>stupid </del>simple that will generate cash: <strong>it trades one product in one market. </strong>

Surely even blazing speed can't squeeze blood from a stone? But that sort of thinking would be incorrect...

This next strategy goes by many names. <strong>A version has no doubt existed since the beginning of trading pits</strong>. We can assure you we did not invent this, nor did any of the firms we have worked for in the past that might lay claim to it. In its most general sense, this strategy illustrates a simple way to extract what market makers call <em>book edge</em>: or the edge you gain from leaving an order sitting in the book.

Let's define the strategy for our strategy's bid (the ask is a mirror image).

<strong>Quoting logic:</strong>
<ol>
	<li>Place a new order on the inside bid if the inside bid has greater than or equal to B contracts in total</li>
	<li>Modify your standing order to the inside bid - N ticks if the inside bid has less than B contracts in total</li>
</ol>
<strong>Trade management logic</strong> (what happens upon a fill):
<ol>
	<li>Is your fill price == the current bid?
<ul>
	<li>YES: Place profit order at fill price + 1 tick</li>
	<li>NO: Place exit order at fill price</li>
</ul>
</li>
	<li> Upon every update you receive, check whether: 1) is the inside bid the same as last time? AND 2) is the total number of contracts on the inside bid is greater than or equal to B_exit?
<ol>
	<li>YES: sit tight and wait</li>
	<li>NO: Modify your order down (i.e. sell into the bid, or pull order into new ask if bid has disappeared and repeat (2))</li>
</ol>
</li>
</ol>
To understand how this can make money we must realize that <strong>each order in the book provides value in two distinct ways</strong>:
<ul>
	<li>The first, and most intuitive, is the<strong> value it provides to the owner</strong> of the order</li>
	<li>The second is the <strong>value it provides to other market participants</strong></li>
</ul>

Your order in the book has value to you because you legitimately want to buy. Your order in the book also has value to my strategy because <strong>it acts like a "free" put option</strong>, capping the max loss for my strategy as long as it remains in the book.

Thus, if my order to buy gets filled ahead of your buy order, I can "lean" on your order. As long as you and enough other interested parties want to buy on the bid, I can safely place my order to sell on the inside ask and wait to get randomly filled (or not and just dump my position on the bid) then repeat the process over again. <strong>The strategy's only true dangers are "sweeps" </strong>-- orders that remove multiple levels from the order book at the same time -- and latency. Sweeps can be minimized by avoiding specific times of day, or by including volatility filters which remove the strategy from the market under volatile conditions.

The lower your latency the more you can trust your market data and the smaller B and B_exit can be, all other factors remaining equal.

<strong>How can I maximize the chances of getting filled ahead of the pack?</strong> Again, this depends on the market, but in a FIFO market (first in first out) it is the relative age of your order that determines when the matching engine dispenses a fill. You may have noticed the line of logic:
<ul>
	<li>Modify order to the inside bid - N ticks if inside bid has less than B contracts</li>
</ul>

This increases <strong>the book edge of my order, i.e. the probability that any given 1 lot trading into the bid will get dispensed to my strategy</strong>. If an inside bid gets knocked out of the book by a large order, my strategy's order could become the best inside bid for an instant, exposing my bid to great fills ahead of newer orders on the bid.

In other markets the process is far simpler. Some markets have Pro-rata components: i.e. <strong>the bigger the size of your order relative to other orders the more fills your algorithm will receive from the matching engine</strong>. E.g. if your order is 100 and there are 900 contracts you will get 10% of the fills that execute against that bid. A lot of interest rate markets are like this (treasury roll contracts, short term interest rates, the two year US treasury...), as well as options, FX, and other markets that like to attract huge posted size.

You can think of this like an arms race: if you show more I have to show more and so does everyone else. <strong>In these types of markets you can see a 20-lot trade into the bid and see 20000 orders cancel from the bid</strong>. 20 is all anyone ever really wanted, but to get any fill you have to post big size. Sweeps get particularly disastrous in these markets.

Some equity markets have toyed with orders specifically that confer a higher probability of fill ahead of the pack. We are not talking about this kind of nonsense, but are referring instead to "legitimate" ways to extract value from the order book. By legitimate we mean its not just given away by a desperate exchange.

This is obviously a spectrum with many shades, as we've known of some <strong>major futures exchanges in the past which unwittingly conferred an advantage to algos which chopped up their orders into many parts</strong> (e.g. its better to show 100 1-lots than 1 100-lot) and other situations where such order trickery is endemic. We know impropriety when we see it but its hard to provide an all encompassing definition in this situation.

The main takeaway here is that this strategy, theoretically, creates an asymmetric payout structure: it has shifted the payout on the downside outcome to 0 (minus transaction costs) and the upside remains in tact. While this strategy only exists on its own in specific markets, you can bet your bottom dollar that <strong>versions of this logic are embedded in the majority of more complicated liquidity providing strategies</strong> in some form or another. Why would anyone not want free money, from a mathematical expectation perspective?

That being said,<strong> to describe strategies like this as "zero risk" obscures the true risk these strategies take</strong>. This type of strategy exhibits <em>extreme</em> tail risk; each day it must earn money from the market (rent) in order to pay for the occasional hurricane of sweeps or execution failure that will cost the firm dearly.

If used as part of another liquidity providing strategy, extracting book edge in this fashion can be a smart decision for the systems developer. If used on its own, <strong>strap on your safety belts and make sure you have logic for the times when</strong> a sweep + communication error with the exchange loads your strategy up with 5x its max position limit. Remember, if you trade all the time the probability of seeing a tail event is 100%

<h4>Disclaimer: If you have to ask if you're fast enough to implement this, you're not. Please do your own due diligence. We are not responsible for the things you do at any speed.</h4>

<hr>

<center>

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<h3>Follow @marketstack for more updates about trading, finance, and technology</h3>

</center>
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@abdulmanan ·
Thanks for sharing this informative article <3
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@adeyemidrey ·
$0.07
This piece is so informative,  Kudos for the great work done . The research work would have take your time.  Keep the good work flowing man and. Thank for usual support
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@altcoingamer ·
$0.56
Absolutely fascinating, what did you do before Crypto markets?
👍  
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@marketstack · (edited)
prop trader, interest rates e.g. US treasuries, Bund, Bobl, Schatz, Long Gilt, STIRs...
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@bgreza ·
Wanderful track in big city
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@cesareur88 ·
Good information, excelent
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@cnaranha ·
hotlist
Congratulation marketstack! Your post has appeared on the hot page after 28min with 20 votes.
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@codingart ·
$0.18
Not easy to understand!
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vote details (1)
@marketstack ·
yeah i know this is next level shit no joke

basic idea is that this strategy utilizes 1) this thing called book edge and 2) shear speed

book edge is something that every _limit order_ can possess. this is a concept that might seem wierd at first but is fundamental to scalping. the concept was developed by the [locals](https://www.investopedia.com/terms/l/local.asp) who scalped in trading pits 

in a FIFO order book like the crypto or stock markets, a general rule is the older your order the more book edge it posesses
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@delowar4181 ·
The market may seem to be a small part of the overall financial picture of the microstructure, posters know a lot. @marketstack Thanks
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@eduards ·
You are right. I support you.Stotya very cognitive. Good luck.
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@joagawu · (edited)
$0.40
>Some people use microstructure to make a tremendous amount of money. These are often the fastest traders on the planet.

That ought to be. Since such people sit back and studied the paths that money usually takes and the rules guiding trade and investment.
I wish to belong to that categories of people who studied the money markets and the rules governing it before investing.

Thanks for sharing this amazing topic @marketstack but i must confess this topic is in depth and well detailed
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@marketstack · (edited)
> That ought to be. Since such people sit back and studied the paths that money usually takes...

i appreciate your comment! this is a viewpoint not often shared outside trading floors, but i agree: people who invest time and effort in understanding the flow of money should earn a return from that investment.

> I wish to belong to that categories of people who studied the money markets and the rules governing it

just keep studying, i remember when i was a young kid reading about the trading strategies of established market wizards and wondering how i could learn what they know. 

then one day, over a decade later... after hard work i realized _my_ trading desk was expanding into the old offices of one of the very market wizards i had read about. i helped pry his name off the door. it was surreal

the markets are a unique place where greats can become has-beens in a short time. 

the upshot is that nobodies can become greats at a similarly breathtaking pace!
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@joagawu ·
Thanks for the amazing feedback....following up your blog continuously....i don't i would ever made mistake in trading.
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@murtaza78 ·
$0.24
Good information you shared here brother...
👍  ,
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@marketstack ·
$0.66
thanks dude!
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vote details (1)
@musemeza · (edited)
That's right
No market exists in isolation.
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@riezaldi ·
I love to read the information about trade here. I have not understood much about trade information, but I will continue to follow your next development. thank you marketstack
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@roselover ·
Very wonderful explanation on the market
I wish to invest in some of the processes you have chosen for us
I trust you so much my friend
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@rtytf · (edited)
$1.39
a Great posting with amazing contents. Thanks!!!!
>Let's assume for a moment you possess a "fast" algorithm. Fast is in quotes because that definition depends to a certain degree on the market in which you are trading. For the sake of this example, assume you are one of the top three fastest firms in the market.

Is it possible for us to utilize it?
👍  , ,
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vote details (3)
@marketstack · (edited)
$0.71
every _limit_ order you place can benefit from book edge. at its simplest, book edge is just getting filled ahead of other people because your order has been in the book longer. 

but to implement _this_ strategy from a practical standpoint you would need to do a number of things to make  your speed as fast as possible. if you want to read no further, i would point you to the disclaimer above LOL

> Disclaimer: If you have to ask if you're fast enough to implement this, you're not.

however the info that follows are the basic steps. i've been paid a lot of money to tell people this in the past, but i think at this point its pretty common info in most trading shops. if anyone reading this is at a trading firm and this is NEW to you, send me a message and I'll give you a detailed walkthru. 

i would not recommend doing this unless youre highly technically proficient, have a expert knowledge of market microstructure, and have $50k-100k to invest in just the trading infrastructure 

first and foremost you need a computer colocated at whatever exchange you're trading on. the colocation facility will be different for each exchange

for NYSE and Nasdaq thats a number of [equinix data centers](https://www.equinix.com/locations/united-states-colocation/new-york-data-centers/ny4/) in new jersey. for the CME / CBOT its in aurora illinois. but like i said each exchange will be different

this type of trading strategy is just on one exchange, but if you were trading exchange to exchange you would need some kind of high speed connection between your computers at each colocation facility. this will either be a [dark fiber network](https://en.wikipedia.org/wiki/Spread_Networks) or [point to point microwave](https://arstechnica.com/information-technology/2016/11/private-microwave-networks-financial-hft/).

as for the computer, you will need to rent a place for it to live within the colocation facility, and you'll have to pay for some kind of cross connection, literally a physical wire connecting u to the exchange matching engine (which is another computer at the colocation facility). the cross connect and rent will be a few grand a month or so depending on the size of the cross connect.

the trading computer itself needs to be pretty beefy, CPU and RAM wise.

but it also needs some hot-rod modifications on the networking side.

for HFT you cant just use the same networking stack as everyone else. if a packet has to bubble up from the NIC thru your OS you're already too slow.

in HFT you need to do whats called a kernel bypass. there's a number of ways to do it but most people use a hardware appliance called an [FPGA](https://www.solarflare.com/Media/Default/PDFs/SF-116017-CD-LATEST_Solarflare_SFN8522_Product_Brief.pdf)

then after that you've got to code your strategy up in something fast as fuck like C

then you've done pretty much 95% of the work at that point. the rest is just answering how you will remotely connect to the computer and control it.

again, its not something i'd recommend for most people. but its not like you need a million dollars to set this up either.
👍  , ,
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vote details (3)
@rtytf ·
$0.06
wow!!! Thank you so much for your answer. So detailed.
Let me go over your explanation few more times.
Very interesting!!!
👍  
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vote details (1)
@sanjoy22 · (edited)
### Hello sir,  @marketstack 

Thanks for sharing your investing sir. I like your analysis about market. It's really help us. keep sharing sir.
Wishing you all the best.
👍  
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vote details (1)
@simnrodrguez ·
Hello @marketstack
I love your publications ... they have a lot of valuable information that is important to read ... I would like to know if you are interested in having your content written in Spanish, I would be very interested in taking charge of this task! I think it's valuable information for the Hispanic community!
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@marketstack ·
how would that work?
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@simnrodrguez ·
Do you have a user in Discord?
the publications would be headed with a clarification that they are the Spanish version of the articles that you have produced ...
I usually request that the publications be voted by the original author so that they have greater visibility and have some kind of reward for the work!
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@steemitboard ·
Congratulations @marketstack! You have completed some achievement on Steemit and have been rewarded with new badge(s) :

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@tipu77 ·
information is very good
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@transparencybot · (edited)
<h3>This post, with over $50.00 in bidbot payouts, has received votes from the following:</h3>

minnowbooster payout in the amount of $245 STU, $516 USD.
appreciator payout in the amount of $29 STU, $61 USD.
upmewhale payout in the amount of $20 STU, $42 USD.
smartsteem payout in the amount of $20 STU, $42 USD.

**For a total calculated bidbot upvote value of $314 [STU,](http://steem.supply/rewards) $660 USD before curation, with approx. $78 USD curation being earned by the bidbots.**

This information is being presented in the interest of transparency on our platform @marketstack **and is by no means a judgement of your work.**
👍  
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@tts ·
To listen to the audio version of this article click on the play image.
[![](https://s18.postimg.org/51o0kpijd/play200x46.png)](http://ec2-52-72-169-104.compute-1.amazonaws.com/marketstack__wtf-is-market-microstructure.mp3)
Brought to you by [@tts](https://steemit.com/tts/@tts/introduction). If you find it useful please consider upvote this reply.
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@upmewhale ·
$0.07
re-marketstack-wtf-is-market-microstructure-20180505t153620243z
You got a 22.62% upvote from @upmewhale courtesy of @marketstack!

Earn 100% earning payout by delegating SP to @upmewhale. Visit http://www.upmewhale.com for details!
👍  
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vote details (1)
@vox00 ·
cool
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