Management 188 Introduction to Management Information Systems
Download
Report
Transcript Management 188 Introduction to Management Information Systems
http://www.evergreen.loyola.edu/~pptallon/is356.htm
IS 356
IT for Financial Services
Algorithmic Trading
Portions of this presentation are compiled from presentations
given by Morgan Stanley entitled “Algorithmic Trading: Equity
Trading vs. Futures Trading” and others by the Tabb Group.
Why should you care?
Algorithms
–
If
–
–
They are the future of securities trading
you want to work for a buy-side firm…
Expect to find algorithms in your toolbox
Have you heard about quant funds?
Not
–
–
all algorithms are the same
Some are little better than a coin-toss
Others will rock your socks off
Got
© Paul Tallon
are dominating the market
math and statistics?
July 17, 2015
2/21
TED – Ideas Worth Spreading
© Paul Tallon
July 17, 2015
3/21
Information Processing Time Falls
© Paul Tallon
July 17, 2015
4/21
Job Postings
© Paul Tallon
July 17, 2015
5/21
What is an algorithm?
A pre-defined step-by-step method to accomplish a task
A computer model that takes an order and structures a
sequence of trades that aim to achieve the stated
objectives…
– Minimize cost compared to a defined benchmark
– Maximizing fill rate
– Minimizing execution risk
Source: Morgan Stanley
July 17, 2015
6/21
Is the current trading model broken?
© Paul Tallon
July 17, 2015
7/21
Why use algorithms?
© Paul Tallon
July 17, 2015
8/21
Types of algorithms…
Source: Tabb Group
© Paul Tallon
July 17, 2015
9/21
Algorithm selection criteria
cost
© Paul Tallon
July 17, 2015
10/21
Algorithm Challenges
Not
–
great with illiquid stocks
If volume is low on a typical day, there’s not
much point in adopting an algorithm
Algorithms
–
do not react well to news releases
Humans are still needed to interpret releases
Commoditization
–
is a reality
Seen one, seen ‘em all (not quite yet)
The
return of volatility calls for quality algos
Source: Adam Sussman, Tabb Group
© Paul Tallon
July 17, 2015
11/21
Trade lifecycle
TCA
Execution
Sort
Limit Order Prog.
Crossing vs.
Liquidity Pool
Trade/Trajectory Planning
Benchmark Determination
Execution Evaluation
Source: Morgan Stanley
12
July 17, 2015
12/21
Benchmark Determination
Order(s)
Trade Structure
Development
More Structured
Schedule Based
VWAP
Less Structured
Flexible
Volume Participation
TWAP
Dynamic
Arrival Price
Price React
Source: Morgan Stanley
13
July 17, 2015
13/21
Trade/Trajectory Planning
The VWAP strategy creates a
trade plan that emulates the
historic volume distribution
(either all day or interval).
Trajectories are static from the
beginning of the trade and do
not respond to changes in
intraday liquidity.
Volume Weighted Average Price
Parameters
Available for VWAP
are:
1. Price Limits
2. Duration Limits
3. Volume % Limits
Source: Morgan Stanley
14
July 17, 2015
14/21
Trade/Trajectory Planning
Order quantities are determined
for individual time sub intervals
and scheduled for execution
according to continuously updated
forecasts of volume
Target Percent of Volume
Parameters
Available for TPOV
Orders:
1. Price Limits
2. Duration Limits
Source: Morgan Stanley
15
July 17, 2015
15/21
Trade/Trajectory Planning
The trader decides a level of execution urgencyget done, high, medium, or low.
Trajectory is based on continuously updated
forecasts of volatility, liquidity and spread, and
changes dynamically during execution with the
changing market conditions.
Order quantities are determined for individual
time sub intervals and scheduled for execution.
Arrival Price: Low Urgency
Arrival Price: High Urgency
Parameters
Available for Arrival
Price Orders:
1. Urgency Level
2. Price Limits
3. Duration Limits
4. Volume % Limits
Source: Morgan Stanley
16
July 17, 2015
16/21
NSX /
CINN
ISE Stock
Exchange
CBOE
BeX
BATS
EDGX /
EDGA
TRAC /
DATA
ONTD
CHX
BTRD
PHLX
Pipeline
AMEX
NASDAQ
INET
POSIT
NYSE
Arca
SMART ORDER
ROUTING TECHNOLOGY
Liquidnet
SORT
NYFIX
Millennium
NYSE
LEH
LCX
BIDS
NASDAQ
Crossing
Network
CITI
ACE
UBS
PINS
Matchpoint
Fidelity
Cross
Stream
CS
Cross
Finder
GS
Sigma
X
MS
Trajectory
Crossing
Morgan
Stanley
POOL
LeveL
Instinet
(CBX,
etc.)
July 17, 2015
ITG Now
ISE
Midpoint
Match
ITG Block
Alert
17/21
Source: Morgan Stanley
Post Trade Analysis
18
July 17, 2015
18/21
http://www.thetrade.ltd.uk/ALGO_PART_1.pdf
Insights…
© Paul Tallon
July 17, 2015
19 /21
http://www.pdf-search-engine.com/algorithmic-trading-pdf.html
For more information…
© Paul Tallon
July 17, 2015
20/21
For Next Class…
Read
© Paul Tallon
–
The second blog is due on October 9
–
First case write-up is due at the start of class on October 2
–
Midterm on October 16
July 17, 2015
21 /20