{"id":59,"date":"2012-01-01T14:16:00","date_gmt":"2012-01-01T14:16:00","guid":{"rendered":"http:\/\/www.guythomas.org.uk\/blog\/?p=59"},"modified":"2022-06-03T13:44:36","modified_gmt":"2022-06-03T13:44:36","slug":"analytics-versus-heuristics","status":"publish","type":"post","link":"https:\/\/www.guythomas.org.uk\/blog\/analytics-versus-heuristics\/","title":{"rendered":"Analytics versus heuristics"},"content":{"rendered":"\n<p>One criticism of the investors in&nbsp;<em><strong>Free Capital<\/strong><\/em>&nbsp; which I have heard from more than one expert reader goes something like this:&nbsp;<em>\u201cThe interviewees say they are making investment decisions, but none ever actually works out what a company is worth.\u201d<\/em>&nbsp; These readers then elaborate on the concept of&nbsp;<em>intrinsic value<\/em>&nbsp;\u2013 the discounted future cashflows (DCF) of the company, as distinct from its book value, liquidation value or market value.&nbsp; They suggest that \u201creal investors\u201d focus on this concept of intrinsic value.<\/p>\n\n\n\n<p>I seldom write down an estimate of intrinsic value, and I\u2019m not sure I\u2019ve&nbsp;<em>ever<\/em>&nbsp; attempted a DCF valuation of a company.&nbsp; I think mainly in heuristic short-cuts: quick and dirty metrics like P\/E ratio, dividend yield, price\/sales, price\/net current assets, price\/net tangible assets, and so on. &nbsp;&nbsp;Of course, P\/E ratios imply rates of capitalisation: if I think a P\/E of 12 is \u2018fair\u2019, I\u2019m saying intrinsic value is the company\u2019s current earnings capitalised in perpetuity at 8\u00bd% pa.&nbsp; But in general, I don\u2019t find it helpful to make this transformation.<\/p>\n\n\n\n<p>There are several reasons why I find simple heuristics more useful than more rigorous analytics like DCF valuation.<\/p>\n\n\n\n<p><strong>Time is precious<\/strong>&nbsp;There are more than 2,000 shares quoted on the London Stock Exchange and AIM.&nbsp; Given the scope of the search space and the pace of change, DCF models simply take too long.&nbsp;<\/p>\n\n\n\n<p><strong>If you need a calculator, it\u2019s too close<\/strong>&nbsp; A good buying opportunity shouts at you from the market.&nbsp; The cheapness should be striking enough that you can see it without detailed calculations.&nbsp; If you need a calculator \u2013 let alone a spreadsheet \u2013 you should pass, because it\u2019s probably too close.<\/p>\n\n\n\n<p><strong>Robustness matters more than refinement<\/strong>&nbsp;Investment is about finding&nbsp;<strong>valid<\/strong>&nbsp;discrepancies in a noisy-information environment.&nbsp; Finding discrepancies is easy: there are always plenty of companies which appear to have extreme valuations.&nbsp; But most of these discrepancies are not valid: the company&nbsp;<strong>deserves<\/strong>&nbsp;its extreme valuation.&nbsp; When you think you&#8217;ve found something, searching for further&nbsp;<strong>independent<\/strong>&nbsp;insights which confirm or disconfirm the discrepancy is more useful than refining your estimate of its size.&nbsp;&nbsp;<\/p>\n\n\n\n<p>In other words: when information quality is good, focus on quantifying and ranking your different options; when information quality is poor (as it usually is in investment), focus on raising information quality.\u00a0 (In a different but analogous context,\u00a0<a href=\"http:\/\/blog.givewell.org\/2011\/11\/10\/maximizing-cost-effectiveness-via-critical-inquiry\/\">Givewell<\/a>\u00a0give an explicit Bayesian justification for this.)<\/p>\n\n\n\n<p><strong>Non-financial heuristics are quicker\u00a0<\/strong>Sometimes heuristics such as\u00a0<strong>affinity<\/strong>\u00a0\u2013 the class of people associated with a company \u2013 can be a quick and sufficiently accurate route to correct decisions.\u00a0 For example,\u00a0<a href=\"https:\/\/web.archive.org\/web\/20191225065300\/http:\/\/brontecapital.blogspot.com\/2011\/05\/steve-madden-counter-example.html\">J<\/a><a href=\"http:\/\/brontecapital.blogspot.com\/2011\/05\/steve-madden-counter-example.html\">ohn <\/a><a href=\"https:\/\/web.archive.org\/web\/20191225065300\/http:\/\/brontecapital.blogspot.com\/2011\/05\/steve-madden-counter-example.html\">Hempton<\/a>\u00a0suggests finding stocks to short based on a company\u2019s association with dodgy people, not dodgy fundamentals. He will short a stock (in very small quantity) based on association with one suspect promoter and one suspect lawyer,\u00a0<em>without<\/em>\u00a0any investigation of the fundamentals.\u00a0 If the stock rises (ie moves against him), he investigates the fundamentals; if it goes down, he just takes the profits and moves on to the next one.<\/p>\n\n\n\n<p>The heuristic investor may make some mistakes the rigorous analyst does not make.&nbsp; But the heuristic investor works much faster, and is able to evaluate many more opportunities. This is usually a good trade-off.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>One criticism of the investors in&nbsp;Free Capital&nbsp; which I have heard from more than one expert reader goes something like this:&nbsp;\u201cThe interviewees say they are making investment decisions, but none ever actually works out what a company is worth.\u201d&nbsp; These readers then elaborate on the concept of&nbsp;intrinsic value&nbsp;\u2013 the discounted future cashflows (DCF) of the &#8230; <a title=\"Analytics versus heuristics\" class=\"read-more\" href=\"https:\/\/www.guythomas.org.uk\/blog\/analytics-versus-heuristics\/\" aria-label=\"More on Analytics versus heuristics\">Read more<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-59","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/www.guythomas.org.uk\/blog\/wp-json\/wp\/v2\/posts\/59","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.guythomas.org.uk\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.guythomas.org.uk\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.guythomas.org.uk\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.guythomas.org.uk\/blog\/wp-json\/wp\/v2\/comments?post=59"}],"version-history":[{"count":1,"href":"https:\/\/www.guythomas.org.uk\/blog\/wp-json\/wp\/v2\/posts\/59\/revisions"}],"predecessor-version":[{"id":60,"href":"https:\/\/www.guythomas.org.uk\/blog\/wp-json\/wp\/v2\/posts\/59\/revisions\/60"}],"wp:attachment":[{"href":"https:\/\/www.guythomas.org.uk\/blog\/wp-json\/wp\/v2\/media?parent=59"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.guythomas.org.uk\/blog\/wp-json\/wp\/v2\/categories?post=59"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.guythomas.org.uk\/blog\/wp-json\/wp\/v2\/tags?post=59"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}