  {"id":4269,"date":"2017-03-17T17:34:40","date_gmt":"2017-03-17T21:34:40","guid":{"rendered":"https:\/\/digital.hbs.edu\/platform-digit\/submission\/quantopian-crowd-sourcing-investing-strategies\/"},"modified":"2017-03-17T17:34:40","modified_gmt":"2017-03-17T21:34:40","slug":"quantopian-crowd-sourcing-hedge-funds","status":"publish","type":"hck-submission","link":"https:\/\/d3.harvard.edu\/platform-digit\/submission\/quantopian-crowd-sourcing-hedge-funds\/","title":{"rendered":"Quantopian: Crowd Sourcing Hedge Funds"},"content":{"rendered":"<p>Quantopian is the first company to leverage the wisdom of the crowds to develop\u00a0investment strategies. \u00a0Its innovative business model has rattled Wall Street and opened the door for previously undiscovered talent to break into the world of finance, and blurred the lines between hedge funds and consumer-oriented businesses. \u00a0Quantopian&#8217;s unique business model has attracted attention from venture capital funds and hedge funds alike. \u00a0Andreessen Horowitz and Steven Cohen&#8217;s Point72 Ventures invested $25 million in a Series C in November 2016 [1].<\/p>\n<p><strong>Value Creation<\/strong><\/p>\n<p>Quantopian hosts a\u00a0web-based coding interface that allows users to conduct quantitative research with pre-provided datasets such as equities prices, <a href=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2017\/03\/maxresdefault.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-4272 alignleft\" src=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2017\/03\/maxresdefault-300x169.jpg\" alt=\"\" width=\"450\" height=\"254\" srcset=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2017\/03\/maxresdefault-300x169.jpg 300w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2017\/03\/maxresdefault-768x432.jpg 768w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2017\/03\/maxresdefault-1024x576.jpg 1024w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2017\/03\/maxresdefault-600x338.jpg 600w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2017\/03\/maxresdefault.jpg 1920w\" sizes=\"auto, (max-width: 450px) 100vw, 450px\" \/><\/a>regulatory filings and more [2]. \u00a0Users can then use this data, combined the Python programming language and an in-house built\u00a0trading library, to more easily develop algorithmically-driven trading strategies, without the need\u00a0to develop the highly sophisticated information technology infrastructure required to do it independently. \u00a0Mathematicians, statisticians, tinkerers and investment professionals from around the world can explore their trading\u00a0ideas more easily. \u00a0Once these algorithms are developed, users compete for cash prizes and the opportunity to put real money behind their strategies.<\/p>\n<p>Quantopian emphasizes and works hard to develop its community by hosting events, contests and other projects to encourage developers [3]. \u00a0The online coding platform allows users to collaborate with each other on code\u00a0development, further promoting cross pollination which can lead to more innovative algorithms.<\/p>\n<p>Quantopian has also pushed the often secretive hedge fund industry further by open-sourcing its software for\u00a0developing, testing and implementing algorithmically driven trading strategies, called Zipline. \u00a0This library, available to all on Github, allows Quantopian to reach into existing hedge funds by offering its tools, thereby acclimating quantitative researchers in those institutions to the platform, potentially drawing them in.<\/p>\n<p><strong>Value Capture<a href=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2017\/03\/AR-302039983.png\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-4271 alignright\" src=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2017\/03\/AR-302039983-300x219.png\" alt=\"\" width=\"384\" height=\"281\" srcset=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2017\/03\/AR-302039983-300x219.png 300w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2017\/03\/AR-302039983-600x439.png 600w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2017\/03\/AR-302039983.png 692w\" sizes=\"auto, (max-width: 384px) 100vw, 384px\" \/><\/a><\/strong><\/p>\n<p>Quantopian leverages their public platform by keeping tabs on all of the algorithms being developed by users, taking the best ones and deploying its own capital behind those strategies. \u00a0Users who develop strategies that make the cut and become profitable are entitled to a 10% share\u00a0of the profits generated [4]. \u00a0Additionally, Quantopian intends to offer these investment vehicles to the public, making Quantopian into a crowd sourced hedge fund \u00a0&#8211; the first of its kind. \u00a0Beyond this value capture strategy, Quantopian also stands to benefit greatly from its ability to attract top talent, previously undiscovered by the financial services industry. \u00a0This can create a lucrative secondary value capture strategy as a recruiting platform for hedge funds and the alike.<\/p>\n<p><strong>Challenges Ahead<\/strong><\/p>\n<p>Quantopian is effectively crowd sourcing the work traditionally done by quantitative trading hedge funds in the search for profitable investing strategies. \u00a0This may prove to dramatically lower the cost of developing advanced trading strategies in financial markets, and provide investing opportunities to the general public into these sophisticated strategies with lower fees than traditional hedge funds. \u00a0However, to date Quantopian has not released any information regarding the performance of its investments backed by user-generated algorithms. \u00a0In a bid to increase credibility as an investing vehicle, Quantopian has begun hiring industry stalwarts to its executive suite [5]. \u00a0Some worry that by gathering so many disparate user-generated algorithms, they may be falling prey to spurious correlation effects and data-mining [6]. \u00a0This may ultimately lead to the appearance of high performance in retrospect, but disappointment returns in reality.<\/p>\n<p>Quantopian may be breaking new ground by launching the world&#8217;s first open-sourced hedge fund &#8211; but must contend with numerous challenges in attracting and retaining high quality users, and providing effective tools to allow them to be productive. \u00a0As Quantopian begins to launch its publicly available funds to the world, the rest of the street will be watching closely.<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><strong>References:<\/strong><\/p>\n<p>[1]\u00a0https:\/\/www.bloomberg.com\/news\/articles\/2016-11-14\/andreessen-horowitz-point72-invest-in-crowd-sourced-quantopian<\/p>\n<p>[2]\u00a0https:\/\/www.quantopian.com\/<\/p>\n<p>[3]\u00a0https:\/\/www.quantopian.com\/events<\/p>\n<p>[4]\u00a0https:\/\/www.quantopian.com\/allocation<\/p>\n<p>[5] http:\/\/www.prnewswire.com\/news-releases\/jonathan-larkin-joins-quantopian-as-chief-investment-officer-300280255.html<\/p>\n<p>[6]\u00a0https:\/\/pando.com\/2015\/03\/05\/finance-novice-beats-hedge-fund-pros-wins-100k-in-inqugural-quantopian-trading-contest\/<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Quantopian harnesses the power of crowds by allowing anyone to contribute quantitative investment strategies through their platform &#8211; and get paid for performance.<\/p>\n","protected":false},"author":1174,"featured_media":4270,"comment_status":"open","ping_status":"closed","template":"","categories":[913,161],"class_list":["post-4269","hck-submission","type-hck-submission","status-publish","has-post-thumbnail","hentry","category-algorithms","category-investing"],"connected_submission_link":"https:\/\/d3.harvard.edu\/platform-digit\/assignment\/managing-digital-crowds\/","yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Quantopian: Crowd Sourcing Hedge Funds - Digital Innovation and Transformation<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/d3.harvard.edu\/platform-digit\/submission\/quantopian-crowd-sourcing-hedge-funds\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" 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