Quantopian's community platform is shutting down. Please read this post for more information and download your code.
Back to Community
screen for highly volatile but uncorrelated stocks?

Hi,

Any idea how to formulate a screen for stocks that are individually highly volatile (price/volume/dollar-volume), but have minimal correlation? This basically amounts to the most jumbled up portfolio that could be constructed.

Say I had universe of 100 securities, and wanted to pick 10 that meet the criteria above. Could someone outline an algorithm?

Grant

4 responses

Hello Grant,

It's not what you want but Steven Sanderson and myself worked on this a few weeks ago. It looks at a universe of securities and calculates their Sharpe ratios. For the top N best Sharpe ratios it calculates all possible portfolios and invests in the one with the minimum sum of correlations.

P.

Thanks Peter. --Grant

Hi Peter/Grant - sorry to revive an old thread, but a newbie question regarding why do I keep getting a AssertionError: 95 columns passed, passed data had 93 columns
There was a runtime error on line 134 when run in minute mode - is there an if workaround?

Grant: I find that network theory provides an elegant solution to the problem of uncorrelated basket selection and there's various research papers on this. If you're feeling adventurous, see here: https://github.com/PythonNetworks/PyData2014-Berlin I started to replicate some of this in the research platform (networkx is available, but other packages are still missing) but it's still ongoing research.

EDIT: Just saw that this thread is way old, it's still relevant though.

Disclaimer

The material on this website is provided for informational purposes only and does not constitute an offer to sell, a solicitation to buy, or a recommendation or endorsement for any security or strategy, nor does it constitute an offer to provide investment advisory services by Quantopian. In addition, the material offers no opinion with respect to the suitability of any security or specific investment. No information contained herein should be regarded as a suggestion to engage in or refrain from any investment-related course of action as none of Quantopian nor any of its affiliates is undertaking to provide investment advice, act as an adviser to any plan or entity subject to the Employee Retirement Income Security Act of 1974, as amended, individual retirement account or individual retirement annuity, or give advice in a fiduciary capacity with respect to the materials presented herein. If you are an individual retirement or other investor, contact your financial advisor or other fiduciary unrelated to Quantopian about whether any given investment idea, strategy, product or service described herein may be appropriate for your circumstances. All investments involve risk, including loss of principal. Quantopian makes no guarantees as to the accuracy or completeness of the views expressed in the website. The views are subject to change, and may have become unreliable for various reasons, including changes in market conditions or economic circumstances.