1. “Perpetual Alpha: Idea for a New Fund?”
By: John F. C. Cheong, Ph.D.
Feedback and comments to: johnc@spacemachine.net.Rev.2016.0503
“I’d rather write programs to write programs than write programs.”
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2. “Perpetual Alpha: Idea for a New Fund?”
By: John F. C. Cheong, Ph.D.
1. Academic Arbitrage: A Modest Beginning...
2. Decentralized FX Market Trades Round-the-Clock 24/6
3. Complexities in Equities and FX are Inverted
4. Quick! Here’s an Anomaly… How Fast Can You Code?
5. Active Management: Continuous Search for Alpha
6. Alpha Decay: All Good Things Must Come to an End
7. Where to Find a Reliable & Continuous Source of Alpha?
8. Irrationality + Inattention: Rich Sources of Alpha?
9. How Might a “Perpetual Alpha” Fund Be Organized?
10. Fund Objectives? “Consistent Profitability” + “Liquidity”!
11. Identifying New Opportunities Along the Value Chain…
12. Retool? Review of Prop Trading vs. Fund Management
13. Perpetual Alpha: A Multi-Strategy Fund Powered by
“Academic Arbitrage” Betting Against Human Rationality.
Feedback and comments to: johnc@spacemachine.net.
8. Alpha Decay: All Good Things Must Come to an End
I quit.
Here’s your
$1.5B back!
9. Alpha Decay: All Good Things Must Come to an End
I quit.
Here’s your
$1.5B back!
10. “Imagine every day you have to figure out a small part of the world. You develop fantastic
machines, which can measure everything, and you deploy them to track an object falling. You
analyze a million occurrences of this falling event, and along with some of the greatest minds
you know, you discover gravity. It's perfect: you can model it, define it, measure it, and predict it.
You test it with your colleagues and say, 'I will drop this apple from my hand, and it will hit the
ground in 3.2 seconds,' and it does. Then two weeks later, you go to a large conference. You
drop the apple in front of the crowd...and it floats up and flies out the window. Gravity is no
longer true; it was, but it isn't now. That's HFT. As soon as you discover it, you have only a few
weeks to capitalize on it; then you have to start all over.”
“HFT was measurably harder by 2010. Most of our models at that time were running at half-lives
of three to six months.”
— Jacob Loveless (“Barbarians at the Gateways”, Oct 16, 2013)
Alpha Decay: All Good Things Must Come to an End
Back to Beta
in < 3~6 mo.?
The horror!
11. Where to Find a Reliable & Continuous Source of Alpha?
Source: Streambase 2011 FX Technology Survey.
Model-based approach works best!
Only if one can find a reliable source of alpha…
13. How Might a “Perpetual Alpha” Fund Be Organized?
Prediction
Methods
Financial and
Economic Data
Returns, Spreads,
Volatility,etc.
{ }{ }{ } HOWwe
Predict
WHAT we
predict WITH
WHAT we
predict→ →
14. How Might a “Perpetual Alpha” Fund Be Organized?
“Trading Desk”
(Auto-Pilot Most Times)
LD4
NY4
CH2
“Trading Venues”
(All in the Cloud)“The Invisible Hand”
(Works Like Magic, as Always!)
“Swarm Work”
(Crowd-Sourced)
Betting on
human traders
being irrational?
We’re all in!
New York
London
Chicago
15. Fund Objectives? “Consistent Profitability” + “Liquidity”!
Virtu Financial, Inc.
Daily Adjusted Net Trading Income Distribution*
(in millions)
But how is that even humanly possible?
We’ll need mo’
better bananas.
Just saying…
16. How to Identify New Opportunities Along the Value
Chain? Try Using the “Industry Model Canvas”…
17. Key Advantages Description
1 Small Markets Small capital base generate strong returns even in small markets.
2 No Herding Alpha sources uncorrelated with handful deployed at big funds.
3 No Risk Budgets Can choose how to measure risks and diversify across strategies.
4 Minimal Market Impact Daily turnover of liquid instruments has no price major impact.
5 Anonymity No need for big bank counterparty for order flow or credit.
6 Drawdown Tolerance No high watermark or deployed capital incentive => flexibility.
7 Factor Independence No reliance on Barra risk factors or Black-Litterman allocation.
8 No Window Dressing No need to dress up portfolio for client reporting (perf. or comp.)
9 Cross-Instrument Strategies can cross instruments and markets (vs. pure-play silos).
10 No Benchmark Focus on generating absolute return than relative performance.
11 Wealth, Not Portfolio Allocate asset and manage money, not FoF portfolio allocation slice.
12 No Reporting Little or no regulatory reporting requirements, beyond taxes.
13 No Legacy Rapidly build and deploy best technology, no legacy systems.
Retool? Review of Prop Trading vs. Fund Management
Small
Prop
Shop
Big
Hedge
Fund
Plenty of parking
spots! But only room
for two inside...
Tons of payload
capacity… But
hard to find
parking!
18. Perpetual Alpha: A Multi-Strategy Fund Powered by
“Academic Arbitrage” Betting Against Human Rationality.
Feedback and comments to: johnc@spacemachine.net.
Q: “Would respectable institutional investors, e.g., university
endowment funds, find the Perpetual Alpha Fund, headed by a
tech-savvy chimpanzee, an attractive investment vehicle?”
α+
19. “If you give someone a program, you will frustrate them
for a day; if you teach them how to program, you will
frustrate them for a lifetime.”
“I’d rather write programs to write programs to write programs
than write programs to write programs.”