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Crowd-sourced Systematic Alpha
Contents
§  What is Quantopian?
§  How do we source investment algorithms?
§  How do we evaluate investment algorithms?
§  What’s next?
Uncorrelated returns streams are the Holy
Grail of investing.
Blackrock Investor Day ‘14
Source: http://www.blackrock.com/corporate/en-us/investor-relations Investor day 2014
What is Quantopian?
Internet scale producer of uncorrelated return streams.
Diverse people, markets, and data.
Crowdsourcing – the process of obtaining needed services, ideas or content by
soliciting contributions from a large group of people, and especially an online
community, rather than from traditional employees or suppliers.
http://en.wikipedia.org/wiki/Crowdsourcing
Crowdsourcing investment algos maximizes diversification.
How do we source investment
algorithms?
Huge, active, global community of researchers.
Free access to world-class research/development/trading
technology.
Strong incentives for the community to create algos.
The Quantopian Open
launched in January 2015
How do we evaluate algorithms?
Combination of automated quality screen, out of sample
validation, and expert manual due diligence.
1. Algorithm is born.
2. Backtest score is assigned
(~1% pass quality screen)
3. Predict out of sample results
4. Validate out of sample results
and tear-sheet (~5% pass)
5. Deploy prop capital,
validate $ results
Algorithm Evaluation Process
Your algorithm gets selected for the
fund, what happens now?
§  You license your algorithm to Quantopian for use in our
fund.
§  You get paid a 10% royalty based on the profits earned
by your algorithm.
§  You retain ownership of your intellectual property.
§  Quantopian takes responsibility for operating your
algorithm, allocating capital, and managing risk.
What’s next?
§  More Data www.quantopian.com/data
§  More Markets - Futures coming soon!
§  Capital allocations!
@fawceisfawce
fawce@quantopian.com
www.quantopian.com
Thank you.
Questions?
Tear sheet analysis
quantopian.github.io/pyfolio/
Backtest score: Algo Quality Screen
1.  Annual returns
2.  Annual volatility
3.  Sharpe ratio (annual)
4.  Max Drawdown
5.  Calmar ratio
6.  Market Beta
7.  Stability of returns
8.  Hedged
What we look for:
Low Exposure to the Market
We want algorithms that aren't correlated to the rest of the stock
market. We are looking for algorithms with a market beta between -0.3
and +0.3.
We want algorithms that show stable profits. If your algorithm is losing
money, or makes money in a volatile way, it isn't very helpful. We are
looking for algorithms that consistently have a Sharpe ratio over 1.0.
What we look for:
Consistent Profitability
Your algorithm has to actively trade. We measure that by looking at
how often your portfolio turns over per year. We are looking for
algorithms that turn over their portfolio between 12 and 500 times/year.
What we look for:
Active Trading
We look for algorithms with between -30% and +30% average pairwise
correlation with the other algorithms in our portfolio.
What we look for:
Low Correlation to Peers
We are are looking for algorithms that are driven by underlying
economic reasoning.
What we look for:
Strategic Intent
What we look to avoid…
§  Overfitting
§  Data snooping
§  Spurious correlations
CONSISTENCY
0.85

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Quantopian: Crowd-sourced Systematic Alpha

  • 2. Contents §  What is Quantopian? §  How do we source investment algorithms? §  How do we evaluate investment algorithms? §  What’s next?
  • 3. Uncorrelated returns streams are the Holy Grail of investing.
  • 4. Blackrock Investor Day ‘14 Source: http://www.blackrock.com/corporate/en-us/investor-relations Investor day 2014
  • 5. What is Quantopian? Internet scale producer of uncorrelated return streams. Diverse people, markets, and data.
  • 6. Crowdsourcing – the process of obtaining needed services, ideas or content by soliciting contributions from a large group of people, and especially an online community, rather than from traditional employees or suppliers. http://en.wikipedia.org/wiki/Crowdsourcing Crowdsourcing investment algos maximizes diversification.
  • 7. How do we source investment algorithms? Huge, active, global community of researchers. Free access to world-class research/development/trading technology. Strong incentives for the community to create algos.
  • 9.
  • 10. How do we evaluate algorithms? Combination of automated quality screen, out of sample validation, and expert manual due diligence.
  • 11. 1. Algorithm is born. 2. Backtest score is assigned (~1% pass quality screen) 3. Predict out of sample results 4. Validate out of sample results and tear-sheet (~5% pass) 5. Deploy prop capital, validate $ results Algorithm Evaluation Process
  • 12. Your algorithm gets selected for the fund, what happens now? §  You license your algorithm to Quantopian for use in our fund. §  You get paid a 10% royalty based on the profits earned by your algorithm. §  You retain ownership of your intellectual property. §  Quantopian takes responsibility for operating your algorithm, allocating capital, and managing risk.
  • 13. What’s next? §  More Data www.quantopian.com/data §  More Markets - Futures coming soon! §  Capital allocations!
  • 16. Backtest score: Algo Quality Screen 1.  Annual returns 2.  Annual volatility 3.  Sharpe ratio (annual) 4.  Max Drawdown 5.  Calmar ratio 6.  Market Beta 7.  Stability of returns 8.  Hedged
  • 17.
  • 18. What we look for: Low Exposure to the Market We want algorithms that aren't correlated to the rest of the stock market. We are looking for algorithms with a market beta between -0.3 and +0.3.
  • 19. We want algorithms that show stable profits. If your algorithm is losing money, or makes money in a volatile way, it isn't very helpful. We are looking for algorithms that consistently have a Sharpe ratio over 1.0. What we look for: Consistent Profitability
  • 20. Your algorithm has to actively trade. We measure that by looking at how often your portfolio turns over per year. We are looking for algorithms that turn over their portfolio between 12 and 500 times/year. What we look for: Active Trading
  • 21. We look for algorithms with between -30% and +30% average pairwise correlation with the other algorithms in our portfolio. What we look for: Low Correlation to Peers
  • 22. We are are looking for algorithms that are driven by underlying economic reasoning. What we look for: Strategic Intent
  • 23. What we look to avoid… §  Overfitting §  Data snooping §  Spurious correlations CONSISTENCY 0.85