{"id":2064861,"date":"2017-05-16T13:36:49","date_gmt":"2017-05-16T08:06:49","guid":{"rendered":"http:\/\/stockviz.biz\/index.php\/?p=2064861"},"modified":"2017-05-16T13:36:49","modified_gmt":"2017-05-16T08:06:49","slug":"estimating-alpha-replication","status":"publish","type":"post","link":"https:\/\/stockviz.biz\/index.php\/2017\/05\/16\/estimating-alpha-replication\/","title":{"rendered":"Fund Alpha Over ETF Baskets"},"content":{"rendered":"<p>A fund&#8217;s alpha &#8211; returns over a benchmark &#8211; is often quoted and widely misunderstood. The root of the misunderstanding comes from investors assuming that alpha is a constant &#8211; which it is not &#8211; and the funds using benchmarks that the investors cannot actually invest in. Even if an investor decides to go &#8220;passive,&#8221; there is still an active choice that needs to be made regarding the basket of ETFs he needs to invest in. Let&#8217;s answer the first question: What exactly is the active manager&#8217;s value add?<\/p>\n<h3>Alpha over a basket of ETFs<\/h3>\n<p>We select three ETFs, NIFTYBEES, JUNIORBEES and M100, since they are popular and span a fairly decent spectrum of traded stocks in the market. Then, we do a rolling (window of 200) linear regression of returns over 200 days of a few midcap funds (selected at random.) The intercept is the alpha of the fund vs. the ETFs. Here&#8217;s how the alpha varies over a period of time:<br \/>\n<a href=\"https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/2017\/05\/FundAlphaRolling.png\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/2017\/05\/FundAlphaRolling.png\" alt=\"\" width=\"1000\" height=\"600\" class=\"alignnone size-full wp-image-2064871\" srcset=\"https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/2017\/05\/FundAlphaRolling.png 1000w, https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/2017\/05\/FundAlphaRolling-300x180.png 300w, https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/2017\/05\/FundAlphaRolling-768x461.png 768w, https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/2017\/05\/FundAlphaRolling-500x300.png 500w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" \/><\/a><\/p>\n<p>Two out of the three funds have negative alpha over the ETF basket right now. However, that doesn&#8217;t mean that they will stay there.<\/p>\n<p>As an investor, you can use the betas obtained by the regression over the ETFs to &#8220;replicate&#8221; the fund at a point in time. For example, if you set the start date as the date at which each of the funds had peak alpha and just held onto the basket, here&#8217;s how the relative performances look:<\/p>\n<p><a href=\"https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/2017\/05\/Fund.102528.ETF_.basket.png\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/2017\/05\/Fund.102528.ETF_.basket.png\" alt=\"\" width=\"1000\" height=\"600\" class=\"alignnone size-full wp-image-2064881\" srcset=\"https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/2017\/05\/Fund.102528.ETF_.basket.png 1000w, https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/2017\/05\/Fund.102528.ETF_.basket-300x180.png 300w, https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/2017\/05\/Fund.102528.ETF_.basket-768x461.png 768w, https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/2017\/05\/Fund.102528.ETF_.basket-500x300.png 500w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" \/><\/a><\/p>\n<p><a href=\"https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/2017\/05\/Fund.101592.ETF_.basket.png\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/2017\/05\/Fund.101592.ETF_.basket.png\" alt=\"\" width=\"1000\" height=\"600\" class=\"alignnone size-full wp-image-2064891\" srcset=\"https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/2017\/05\/Fund.101592.ETF_.basket.png 1000w, https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/2017\/05\/Fund.101592.ETF_.basket-300x180.png 300w, https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/2017\/05\/Fund.101592.ETF_.basket-768x461.png 768w, https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/2017\/05\/Fund.101592.ETF_.basket-500x300.png 500w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" \/><\/a><\/p>\n<p><a href=\"https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/2017\/05\/Fund.114564.ETF_.basket.png\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/2017\/05\/Fund.114564.ETF_.basket.png\" alt=\"\" width=\"1000\" height=\"600\" class=\"alignnone size-full wp-image-2064901\" srcset=\"https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/2017\/05\/Fund.114564.ETF_.basket.png 1000w, https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/2017\/05\/Fund.114564.ETF_.basket-300x180.png 300w, https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/2017\/05\/Fund.114564.ETF_.basket-768x461.png 768w, https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/2017\/05\/Fund.114564.ETF_.basket-500x300.png 500w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" \/><\/a><\/p>\n<p>In all cases the basket fixed at the peak performs at par or better than the fund. However, you never really know what the &#8220;peak&#8221; is when you are living through it. What if you fix the basket right at the beginning?<\/p>\n<p><a href=\"https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/2017\/05\/Fund.114564.ETF_.basket.fixed_.png\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/2017\/05\/Fund.114564.ETF_.basket.fixed_.png\" alt=\"\" width=\"1000\" height=\"600\" class=\"alignnone size-full wp-image-2064911\" srcset=\"https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/2017\/05\/Fund.114564.ETF_.basket.fixed_.png 1000w, https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/2017\/05\/Fund.114564.ETF_.basket.fixed_-300x180.png 300w, https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/2017\/05\/Fund.114564.ETF_.basket.fixed_-768x461.png 768w, https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/2017\/05\/Fund.114564.ETF_.basket.fixed_-500x300.png 500w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" \/><\/a><\/p>\n<p><a href=\"https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/2017\/05\/Fund.102528.ETF_.basket.fixed_.png\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/2017\/05\/Fund.102528.ETF_.basket.fixed_.png\" alt=\"\" width=\"1000\" height=\"600\" class=\"alignnone size-full wp-image-2064921\" srcset=\"https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/2017\/05\/Fund.102528.ETF_.basket.fixed_.png 1000w, https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/2017\/05\/Fund.102528.ETF_.basket.fixed_-300x180.png 300w, https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/2017\/05\/Fund.102528.ETF_.basket.fixed_-768x461.png 768w, https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/2017\/05\/Fund.102528.ETF_.basket.fixed_-500x300.png 500w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" \/><\/a><\/p>\n<p><a href=\"https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/2017\/05\/Fund.101592.ETF_.basket.fixed_.png\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/2017\/05\/Fund.101592.ETF_.basket.fixed_.png\" alt=\"\" width=\"1000\" height=\"600\" class=\"alignnone size-full wp-image-2064931\" srcset=\"https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/2017\/05\/Fund.101592.ETF_.basket.fixed_.png 1000w, https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/2017\/05\/Fund.101592.ETF_.basket.fixed_-300x180.png 300w, https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/2017\/05\/Fund.101592.ETF_.basket.fixed_-768x461.png 768w, https:\/\/portalvhds29z8xdrqhczq.blob.core.windows.net\/wordpress\/2017\/05\/Fund.101592.ETF_.basket.fixed_-500x300.png 500w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" \/><\/a><\/p>\n<p>In two out of three cases, we see funds beat ETF baskets.<\/p>\n<h3>Summary<\/h3>\n<ul>\n<li>We use linear regression to measure a fund&#8217;s alpha over a basket of ETFs.<\/li>\n<li>Alpha varies over time. Out\/under performance is sensitive to begin and end dates.<\/li>\n<li>If a fund&#8217;s peak alpha can be pegged, then a basket of ETFs with those betas will outperform the fund.<\/li>\n<ul>\n","protected":false},"excerpt":{"rendered":"<p>A fund&#8217;s alpha &#8211; returns over a benchmark &#8211; is often quoted and widely misunderstood. The root of the misunderstanding comes from investors assuming that alpha is a constant &#8211; which it is not &#8211; and the funds using benchmarks that the investors cannot actually invest in. Even if an investor decides to go &#8220;passive,&#8221; &hellip; <\/p>\n","protected":false},"author":2,"featured_media":2064871,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3471,9],"tags":[31,17,960],"class_list":["post-2064861","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-investing-insight","category-your-money","tag-etf","tag-mutual-funds","tag-returns","entry"],"_links":{"self":[{"href":"https:\/\/stockviz.biz\/index.php\/wp-json\/wp\/v2\/posts\/2064861","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=2064861"}],"version-history":[{"count":0,"href":"https:\/\/stockviz.biz\/index.php\/wp-json\/wp\/v2\/posts\/2064861\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/stockviz.biz\/index.php\/wp-json\/wp\/v2\/media\/2064871"}],"wp:attachment":[{"href":"https:\/\/stockviz.biz\/index.php\/wp-json\/wp\/v2\/media?parent=2064861"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/stockviz.biz\/index.php\/wp-json\/wp\/v2\/categories?post=2064861"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/stockviz.biz\/index.php\/wp-json\/wp\/v2\/tags?post=2064861"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}