{"id":881166,"date":"2020-08-30T06:30:37","date_gmt":"2020-08-30T06:30:37","guid":{"rendered":"https:\/\/stockviz.biz\/index.php\/2020\/08\/30\/the-momentum-factor\/"},"modified":"2021-09-14T08:40:09","modified_gmt":"2021-09-14T03:10:09","slug":"the-momentum-factor","status":"publish","type":"post","link":"https:\/\/stockviz.biz\/index.php\/2020\/08\/30\/the-momentum-factor\/","title":{"rendered":"The Momentum Factor"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">Only buy stocks that go up&#8230;<\/h2>\n\n\n\n<p>The Fama French 5-Factors came in two installments. The <a href=\"https:\/\/stockviz.biz\/index.php\/2020\/08\/16\/factors-intro\/\">first 3<\/a> were published in 1992 and <a href=\"https:\/\/stockviz.biz\/index.php\/2020\/08\/23\/factors-the-famous-5\/\">the rest<\/a> in 2014. They capture \u201cfundamental\u201d factors, i.e., factors that can be derived from looking at balance-sheet and income statements. In 1993, Jegadeesh and Titman published their ground-breaking work on momentum: <em>Returns to Buying Winners and Selling Losers: Implications for Stock Market Efficiency<\/em> (<a href=\"http:\/\/www.business.unr.edu\/faculty\/liuc\/files\/BADM742\/Jegadeesh_Titman_1993.pdf\">pdf<\/a>)<\/p>\n\n\n\n<p>Their paper singularly propelled momentum (or, trend-following) into the mainstream by giving it the academic vigor it lacked earlier. While its findings may not have been earth-shattering for most traders, most professional investors looked at momentum strategies as something that \u201ctraders\u201d did and avoided them. But within a decade of the paper being published, momentum strategies were firmly established as a \u201clegitimate\u201d strategy that could be allocated to.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Basic Design<\/h2>\n\n\n\n<p>The J\/T paper constructs a long-short portfolio by ranking stocks based on their prior 12 month returns (skipping the most recent month.) The top decile portfolio is called the &#8220;losers&#8221; decile and the bottom decile is called the &#8220;winners&#8221; decile. In each month, the strategy buys the winner portfolio and sells the loser portfolio. This is the classic <strong>12_1<\/strong> momentum, where <strong>12 <\/strong>denotes the <em>formation period<\/em> and the <strong>1<\/strong> is the number of <em>skip months<\/em>. <\/p>\n\n\n\n<p>The reason for the <em>skip month<\/em> is to account for the short-term reversal effect associated with momentum. Some researchers, like Fama and French, do <strong>12_2<\/strong> momentum, where the most recent 2 months are skipped. However, a more recent study by <a href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1042443119300976#b0405\">Medhat and Schmeling (2018<\/a>) finds that once we discard the stocks with the lowest turnover, equity returns exhibit short-term momentum rather than short-term reversal. So, the short-term reversal effect may not be as prevalent as is usually thought and one could even go with a <strong>12_0<\/strong> momentum.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">The French Momentum Library<\/h2>\n\n\n\n<p>Luckily for us, Ken French (of the Fama French fame) regularly updates factor statistics on his Tuck School of Business <a href=\"https:\/\/mba.tuck.dartmouth.edu\/pages\/faculty\/ken.french\/data_library.html\">webpage<\/a>. <\/p>\n\n\n<p><a class=\"image-link image2 image2-800-1400\" target=\"_blank\" href=\"https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/ffcdn\/ffimg90.png\" rel=\"noopener\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/ffcdn\/ffimg73.png\" width=\"1400\" height=\"800\" data-attrs=\"{&quot;src&quot;:&quot;https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/ffcdn\/ffimg73.png&quot;,&quot;height&quot;:800,&quot;width&quot;:1400,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:27868,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image\/png&quot;,&quot;href&quot;:null}\" alt=\"\"><\/a><\/p><a class=\"image-link image2 image2-800-1400\" target=\"_blank\" href=\"https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/ffcdn\/ffimg90.png\" rel=\"noopener\">\n<style><![CDATA[\n          a.image2.image-link.image2-800-1400 {\n            padding-bottom: 57.14285714285714%;\n            padding-bottom: min(57.14285714285714%, 800px);\n            width: 100%;\n            height: 0;\n          }\n          a.image2.image-link.image2-800-1400 img {\n            max-width: 1400px;\n            max-height: 800px;\n          }\n        ]]><\/style>\n<\/a><p><a class=\"image-link image2 image2-800-1400\" target=\"_blank\" href=\"https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/ffcdn\/ffimg90.png\" rel=\"noopener\"><\/a><\/p>\n\n\n<p>While the momentum factor (MOM) has out-performed the market factor (MKT = <em><strong>rm&nbsp;\u2013 rf <\/strong><\/em>=&nbsp;Market risk premium), over the long term, it is not without its share of pain.<\/p>\n\n\n<p><a class=\"image-link image2 image2-728-1456\" target=\"_blank\" href=\"https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/ffcdn\/ffimg91.png\" rel=\"noopener\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/ffcdn\/ffimg76.png\" width=\"1456\" height=\"728\" data-attrs=\"{&quot;src&quot;:&quot;https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/ffcdn\/ffimg76.png&quot;,&quot;height&quot;:728,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:98925,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image\/png&quot;,&quot;href&quot;:null}\" alt=\"\"><\/a><\/p><a class=\"image-link image2 image2-728-1456\" target=\"_blank\" href=\"https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/ffcdn\/ffimg91.png\" rel=\"noopener\">\n<style><![CDATA[\n          a.image2.image-link.image2-728-1456 {\n            padding-bottom: 50%;\n            padding-bottom: min(50%, 728px);\n            width: 100%;\n            height: 0;\n          }\n          a.image2.image-link.image2-728-1456 img {\n            max-width: 1456px;\n            max-height: 728px;\n          }\n        ]]><\/style>\n<\/a><p><a class=\"image-link image2 image2-728-1456\" target=\"_blank\" href=\"https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/ffcdn\/ffimg91.png\" rel=\"noopener\"><\/a><\/p>\n\n\n<h2 class=\"wp-block-heading\">Long-only Momentum<\/h2>\n\n\n\n<p>As \u201cretail\u201d investors, we typically invest in long-only portfolios. This makes momentum investing an extremely gut-wrenching ride. One day, you might be thinking which Greek island you are going to buy and the next day you might be scrambling to pay rent.<\/p>\n\n\n\n<p>Momentum strategies have been packaged as an ETF for retail investors in the US for a while now. <strong>PDP<\/strong>, the Invesco DWA Momentum ETF, and <strong>MTUM<\/strong>, the iShares MSCI USA Momentum Factor ETF, are the 800-pound gorillas in the room.<\/p>\n\n\n<p><a class=\"image-link image2 image2-800-1400\" target=\"_blank\" href=\"https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/ffcdn\/ffimg92.png\" rel=\"noopener\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/ffcdn\/ffimg79.png\" width=\"1400\" height=\"800\" data-attrs=\"{&quot;src&quot;:&quot;https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/ffcdn\/ffimg79.png&quot;,&quot;height&quot;:800,&quot;width&quot;:1400,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:31436,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image\/png&quot;,&quot;href&quot;:null}\" alt=\"\"><\/a><\/p><a class=\"image-link image2 image2-800-1400\" target=\"_blank\" href=\"https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/ffcdn\/ffimg92.png\" rel=\"noopener\">\n<style><![CDATA[\n          a.image2.image-link.image2-800-1400 {\n            padding-bottom: 57.14285714285714%;\n            padding-bottom: min(57.14285714285714%, 800px);\n            width: 100%;\n            height: 0;\n          }\n          a.image2.image-link.image2-800-1400 img {\n            max-width: 1400px;\n            max-height: 800px;\n          }\n        ]]><\/style>\n<\/a><p><a class=\"image-link image2 image2-800-1400\" target=\"_blank\" href=\"https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/ffcdn\/ffimg92.png\" rel=\"noopener\"><\/a><a class=\"image-link image2 image2-728-1456\" target=\"_blank\" href=\"https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/ffcdn\/ffimg93.png\" rel=\"noopener\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/ffcdn\/ffimg82.png\" width=\"1456\" height=\"728\" data-attrs=\"{&quot;src&quot;:&quot;https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/ffcdn\/ffimg82.png&quot;,&quot;height&quot;:728,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:60257,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image\/png&quot;,&quot;href&quot;:null}\" alt=\"\"><\/a><\/p><a class=\"image-link image2 image2-728-1456\" target=\"_blank\" href=\"https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/ffcdn\/ffimg93.png\" rel=\"noopener\">\n<style><![CDATA[\n          a.image2.image-link.image2-728-1456 {\n            padding-bottom: 50%;\n            padding-bottom: min(50%, 728px);\n            width: 100%;\n            height: 0;\n          }\n          a.image2.image-link.image2-728-1456 img {\n            max-width: 1456px;\n            max-height: 728px;\n          }\n        ]]><\/style>\n<\/a><p><a class=\"image-link image2 image2-728-1456\" target=\"_blank\" href=\"https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/ffcdn\/ffimg93.png\" rel=\"noopener\"><\/a><\/p>\n\n\n<p>The differences in performance highlight the different ways momentum strategies can be implemented. <\/p>\n\n\n\n<p>The Indian story is relatively new. A monthly-rebalance momentum strategy has delivered superior returns (although, with a massive dose of heartburn.)<\/p>\n\n\n<p><a class=\"image-link image2 image2-800-1400\" target=\"_blank\" href=\"https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/ffcdn\/ffimg94.png\" rel=\"noopener\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/ffcdn\/ffimg85.png\" width=\"1400\" height=\"800\" data-attrs=\"{&quot;src&quot;:&quot;https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/ffcdn\/ffimg85.png&quot;,&quot;height&quot;:800,&quot;width&quot;:1400,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:33702,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image\/png&quot;,&quot;href&quot;:null}\" alt=\"\"><\/a><\/p><a class=\"image-link image2 image2-800-1400\" target=\"_blank\" href=\"https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/ffcdn\/ffimg94.png\" rel=\"noopener\">\n<style><![CDATA[\n          a.image2.image-link.image2-800-1400 {\n            padding-bottom: 57.14285714285714%;\n            padding-bottom: min(57.14285714285714%, 800px);\n            width: 100%;\n            height: 0;\n          }\n          a.image2.image-link.image2-800-1400 img {\n            max-width: 1400px;\n            max-height: 800px;\n          }\n        ]]><\/style>\n<\/a><p><a class=\"image-link image2 image2-800-1400\" target=\"_blank\" href=\"https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/ffcdn\/ffimg94.png\" rel=\"noopener\"><\/a><a class=\"image-link image2 image2-728-1456\" target=\"_blank\" href=\"https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/ffcdn\/ffimg95.png\" rel=\"noopener\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/ffcdn\/ffimg88.png\" width=\"1456\" height=\"728\" data-attrs=\"{&quot;src&quot;:&quot;https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/ffcdn\/ffimg88.png&quot;,&quot;height&quot;:728,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:59888,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image\/png&quot;,&quot;href&quot;:null}\" alt=\"\"><\/a><\/p><a class=\"image-link image2 image2-728-1456\" target=\"_blank\" href=\"https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/ffcdn\/ffimg95.png\" rel=\"noopener\">\n<style><![CDATA[\n          a.image2.image-link.image2-728-1456 {\n            padding-bottom: 50%;\n            padding-bottom: min(50%, 728px);\n            width: 100%;\n            height: 0;\n          }\n          a.image2.image-link.image2-728-1456 img {\n            max-width: 1456px;\n            max-height: 728px;\n          }\n        ]]><\/style>\n<\/a><p><a class=\"image-link image2 image2-728-1456\" target=\"_blank\" href=\"https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/ffcdn\/ffimg95.png\" rel=\"noopener\"><\/a><\/p>\n\n\n<h2 class=\"wp-block-heading\">Measures of Momentum<\/h2>\n\n\n\n<p>Once the J\/T paper was out, academics got to work and systematically mapped out more than a dozen different ways to setup up momentum portfolios. The most common ones are:<\/p>\n\n\n\n<ol class=\"wp-block-list\"><li><p>12_2\/12_1\/12_0: These are the \u201coriginal\u201d momentum portfolios formed by only looking at absolute returns.<\/p><\/li><li><p>Relative: For each stock, create a distribution of relative returns over every other stock in the universe and use it to drive portfolio formation.<\/p><\/li><li><p>Acceleration: Rank stocks based on how well they have performed over the last 6-months vs. their preceding 6-month returns.<\/p><\/li><li><p>CAPM-\u03b1: Rank stocks based on their \u03b1 over an index.<\/p><\/li><li><p>Sharpe ratio: Rank stocks based on their Sharpe ratios.<\/p><\/li><li><p>Idiosyncratic\/Residual: Rank stocks based on what is left after fitting a Fama-French 5-factor model. i.e., whatever cannot be explained by the 5-factors.<\/p><\/li><li><p>52-week or All-time Highs: A portfolio of stocks who\u2019s prices have hit either one-year of all-time highs.<\/p><\/li><\/ol>\n\n\n\n<p>These are further combined with some sort of risk management measure, like a stop-loss or a trend overlay. So, based on the universe of stocks, frequency of rebalancing, momentum measures and risk-management technique applied, there are hundreds of different \u201cmomentum\u201d portfolios that can be created.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Conclusion<\/h2>\n\n\n\n<p>While momentum is now a well established investment strategy, it is not an easy one to be married to. Differences in portfolio construction: formation periods, skip months\/weeks, stock universe, stop-losses, etc. have a big impact on overall performance.<\/p>\n\n\n\n<p>While momentum definitively underlines the \u201cno pain, no returns\u201d maxim, in a twist of irony, academics discovered the \u201clow-volatility\u201d anomaly. What if, investors can take <em>less<\/em> pain for <em>more<\/em> returns? Stay tuned for our <a href=\"https:\/\/stockviz.biz\/2020\/09\/06\/the-low-volatility-anomaly\/\">next Free Float<\/a>!<\/p>\n\n\n\n<h1 class=\"wp-block-heading\">Introducing the All Star Portfolio<\/h1>\n\n\n\n<p>Given the large number of choices in front of investors these days, we felt that there should be an on-ramp for those who want to just follow along a systematic strategy without committing their portfolios. <\/p>\n\n\n\n<p>So, we built a momentum portfolio that is easy for first-time investors to follow along. We call this the <a href=\"https:\/\/stockviz.biz\/theme-eq\/BB3B520D-E257-4881-8340-A4F46F44DC4C\">All Star Portfolio<\/a> and is based on stocks hitting their all-time-highs. Just subscribe to our substack and receive emails whenever there is a change in the portfolio.<\/p>\n\n\n\n<p> <\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"Momentum - A Brief Intro\" width=\"1020\" height=\"574\" src=\"https:\/\/www.youtube.com\/embed\/2uCgD8w5h5A?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>Only buy stocks that go up&#8230; The Fama French 5-Factors came in two installments. The first 3 were published in 1992 and the rest in 2014. They capture \u201cfundamental\u201d factors, i.e., factors that can be derived from looking at balance-sheet and income statements. In 1993, Jegadeesh and Titman published their ground-breaking work on momentum: Returns &hellip; <\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3471],"tags":[3491],"class_list":["post-881166","post","type-post","status-publish","format-standard","hentry","category-investing-insight","tag-momentum","entry"],"_links":{"self":[{"href":"https:\/\/stockviz.biz\/index.php\/wp-json\/wp\/v2\/posts\/881166","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/stockviz.biz\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/stockviz.biz\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/stockviz.biz\/index.php\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/stockviz.biz\/index.php\/wp-json\/wp\/v2\/comments?post=881166"}],"version-history":[{"count":0,"href":"https:\/\/stockviz.biz\/index.php\/wp-json\/wp\/v2\/posts\/881166\/revisions"}],"wp:attachment":[{"href":"https:\/\/stockviz.biz\/index.php\/wp-json\/wp\/v2\/media?parent=881166"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/stockviz.biz\/index.php\/wp-json\/wp\/v2\/categories?post=881166"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/stockviz.biz\/index.php\/wp-json\/wp\/v2\/tags?post=881166"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}