{"id":97,"date":"2019-08-08T11:38:00","date_gmt":"2019-08-08T11:38:00","guid":{"rendered":"http:\/\/www.guythomas.org.uk\/blog\/?p=97"},"modified":"2025-12-02T20:16:13","modified_gmt":"2025-12-02T20:16:13","slug":"two-parts-of-a-whole-compound-growth-and-hemingway-decline","status":"publish","type":"post","link":"https:\/\/www.guythomas.org.uk\/blog\/two-parts-of-a-whole-compound-growth-and-hemingway-decline\/","title":{"rendered":"Two parts of a whole: compound growth and Hemingway decay"},"content":{"rendered":"\n<p>(lightly revised 13 July 2025, Gompertz appendix added 17 November 2025)<\/p>\n\n\n\n<p><a href=\"https:\/\/www.apolloinvestment.com\/F190710.htm\">This article<\/a>&nbsp;by the investor Claire Barnes of Apollo Investment Management highlights an interesting property of compound growth at a fixed percentage rate, in any quantity which forms part of a finite whole. In summary, the point is this. Suppose urban land area + rural land area = 1 (ie a finite land area), and assume urban land area grows at a constant percentage rate (in line with the \u2018economic growth\u2019 universally sought by governments). Then it follows that rural land area doesn\u2019t just decline, it declines&nbsp;<strong><em>at an accelerating percentage rate<\/em>.<\/strong><\/p>\n\n\n\n<p>Claire\u2019s illustration copied below shows the case where rural land is initially 85% of the total, urban land is 15%, and urban land grows at 5% per annum. On these parameters, the rural land is extinguished after about 38 years.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"370\" height=\"414\" src=\"http:\/\/www.guythomas.org.uk\/blog\/wp-content\/uploads\/2022\/06\/ClaireGraph.jpg\" alt=\"\" class=\"wp-image-98\" srcset=\"https:\/\/www.guythomas.org.uk\/blog\/wp-content\/uploads\/2022\/06\/ClaireGraph.jpg 370w, https:\/\/www.guythomas.org.uk\/blog\/wp-content\/uploads\/2022\/06\/ClaireGraph-268x300.jpg 268w\" sizes=\"auto, (max-width: 370px) 100vw, 370px\" \/><\/figure>\n<\/div>\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p>Note the alarming and invidious property of the second graph. For many years the percentage rate of decline in the rural part is very small, too small for most people to notice. Then suddenly the rate of decline speeds up and the remaining rural part disappears quickly, too quickly to do anything about it.<\/p>\n\n\n\n<p>The accelerating rate of decline of the second part is the growth rate of the first part, <em>scaled by the current relative size of the two parts.<\/em> The intuition is that one unit of land added to the urban part must equal one unit subtracted from the rural part. So to get the percentage <em>rate<\/em> of decay in the rural part, we need to re-scale the fixed 5% in proportion to the current relative sizes of the two parts.<\/p>\n\n\n\n<p>To confirm this algebraically, it is neater to work with continuously compounded rates of growth and decay, rather than annual rates. (E.g. for the 5% per annum in the example above, we use a continuously compounded rate of say <em>g<\/em> = log(1.05) = 0.0479).   We then have: <\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"240\" height=\"82\" src=\"https:\/\/www.guythomas.org.uk\/blog\/wp-content\/uploads\/2019\/08\/Lines-1-and-2-13Aug25.jpg\" alt=\"\" class=\"wp-image-648\" style=\"width:332px;height:auto\"\/><\/figure>\n<\/div>\n\n\n<p><\/p>\n\n\n\n<p>The percentage rate of growth (here negative, i.e. decay) of the rural part is (d <em>r_t<\/em> \/ d<em>t<\/em>) divided by <em>r_t<\/em> (also equivalent to the the semi-logarithmic derivative d(log <em>r_t<\/em>) \/ d<em>t<\/em>). This is:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"155\" height=\"142\" src=\"https:\/\/www.guythomas.org.uk\/blog\/wp-content\/uploads\/2019\/08\/Lines-3-4-5-13Jul25.jpg\" alt=\"\" class=\"wp-image-662\" style=\"width:242px;height:auto\"\/><\/figure>\n<\/div>\n\n\n<p><\/p>\n\n\n\n<p>The time until the rural part is exhausted is given by setting the equation for &#8220;rural part at time t&#8221; to 0. This gives<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"92\" height=\"58\" src=\"https:\/\/www.guythomas.org.uk\/blog\/wp-content\/uploads\/2019\/08\/Line-5-13Aug25.jpg\" alt=\"\" class=\"wp-image-650\" style=\"width:146px;height:auto\" title=\"\"\/><\/figure>\n<\/div>\n\n\n<p>which for&nbsp;<em>u(<\/em>0) = 15% and g = log(1.05) = 0.0479 gives 38.9 years, consistent with the graph above. In words: the time to extinction of the rural part is inversely proportional to the growth rate of the urban part.<\/p>\n\n\n\n<p>Pages 12-13 of&nbsp;<a href=\"https:\/\/www.worldbank.org\/content\/dam\/Worldbank\/Publications\/Urban%20Development\/EAP_Urban_Expansion_full_report_web.pdf\">this report<\/a>&nbsp;from the World Bank give some data on current urban land and rates of growth, which suggest that for most Asian countries, the outlook is not quite as bad as suggested by the graph above. But there are probably ambiguities with the definition and measurement of \u201curban\u201d and \u201crural\u201d. And whatever the exact parameters, a precautionary principle seems sensible, because the overall pattern is quite general: when one part increases at a constant percentage rate, the other part doesn\u2019t just decline, it declines at an accelerating percentage rate.<\/p>\n\n\n\n<p>I agree that this does not seem to be widely appreciated. Perhaps ecologists know it, but on a quick search I could not find obviously relevant commentary. <\/p>\n\n\n\n<p>Claire suggests a couple of reasons why it may be neglected.&nbsp; First, individuals and governments tend to focus more on things which show compound growth, because that is where Investment and career and taxation opportunities tend to be found. We tend to be less aware of complementary things which are declining. Second, evidence-based people focus on things which are quantified; but things which are declining tend not to be quantified, precisely because of the lack of positive opportunities. I agree with both these points.<\/p>\n\n\n\n<p>The alarming property of the graph is the&nbsp;\u201cgradually, then suddenly\u201d&nbsp;pattern of the rural part\u2019s decline. The rural decline is not exponential (a constant <em>g<\/em>  percentage rate of decline), it\u2019s worse than that: it\u2019s an&nbsp;<strong>accelerating<\/strong>&nbsp;percentage rate of decline.<\/p>\n\n\n\n<p>There is a famous quote by Ernest Hemingway: <em>\u201cHow did you go bankrupt?\u201d \u2014 \u201cTwo ways. Gradually, then suddenly\u201d<\/em>. Perhaps we should call the pattern of a slow-then-fast percentage rate of decline a &#8220;Hemingway decay&#8221;.<\/p>\n\n\n\n<p>We can then summarise like this:<\/p>\n\n\n\n<p>Where two parts form a finite whole, and one part increases at a constant percentage rate, the second part declines at an acccelerating percentage rate. It declines&nbsp;<strong>gradually, then suddenly: Hemingway decay.<\/strong><\/p>\n\n\n\n<p>___________________________________<\/p>\n\n\n\n<p><strong>Geeky Gompertz appendix (17\/11\/25) <\/strong><\/p>\n\n\n\n<p>Actuaries may notice an analogy between the two-parts-of-a-whole urban and rural areas, and the two-possible-states in a mortality model of dead and alive. Yes: at time <em>t<\/em>, the rural part is the fraction of the land still &#8220;alive&#8221; <em>(<sub>t<\/sub>p<\/em><sub>0<\/sub> in actuarial notation), and the urban part is the fraction &#8220;dead&#8221; (<em><sub>t<\/sub>q<\/em><sub>0<\/sub> in actuarial notation).<\/p>\n\n\n\n<p>In this 200th anniversary year of the famous <a href=\"https:\/\/pmc.ncbi.nlm.nih.gov\/articles\/PMC4360127\/\">Gompertz model<\/a> of mortality, I thought connections between this and Hemingway decay might be worth exploring. Spoiler: in the end the juice probably isn&#8217;t worth the squeeze. But here goes&#8230;.<\/p>\n\n\n\n<p><\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"429\" src=\"https:\/\/www.guythomas.org.uk\/blog\/wp-content\/uploads\/2019\/08\/image-16-1024x429.png\" alt=\"\" class=\"wp-image-735\" style=\"width:665px;height:auto\" srcset=\"https:\/\/www.guythomas.org.uk\/blog\/wp-content\/uploads\/2019\/08\/image-16-1024x429.png 1024w, https:\/\/www.guythomas.org.uk\/blog\/wp-content\/uploads\/2019\/08\/image-16-300x126.png 300w, https:\/\/www.guythomas.org.uk\/blog\/wp-content\/uploads\/2019\/08\/image-16-768x322.png 768w, https:\/\/www.guythomas.org.uk\/blog\/wp-content\/uploads\/2019\/08\/image-16.png 1450w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n\n\n<p><\/p>\n\n\n\n<p>Both lines in the graph use the same 5% growth rate. The difference is in what&#8217;s growing &#8211; a <em>state (Hemingway)<\/em> or a <em>transition rate<\/em> (Gompertz): <\/p>\n\n\n\n<p><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Hemingway assumes the urban area or <em>fraction dead<\/em> grows exponentially: <em>u<sub>t<\/sub><\/em> = <em>u<\/em><sub>0<\/sub> e<em><sup> gt<\/sup><\/em>. The thing that&#8217;s growing constantly is the <em>state<\/em> (i.e. dead, or urban).<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Gompertz assumes the <em>hazard rate<\/em> (<em>rate of death<\/em>) grows exponentially: <em>h<sub>t<\/sub><\/em> = <em>h<\/em><sub>0<\/sub> e<em><sup> gt<\/sup><\/em>. The thing that&#8217;s growing constantly is the <em>transition rate<\/em> (i.e. from alive to dead, or rural to urban).<br><\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<p>By standard arguments, the Gompertz <em>fraction alive<\/em> (rural area) is the exponential of minus the integrated hazard rate:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"651\" height=\"181\" src=\"https:\/\/www.guythomas.org.uk\/blog\/wp-content\/uploads\/2019\/08\/image-11.png\" alt=\"\" class=\"wp-image-717\" style=\"width:448px;height:auto\" srcset=\"https:\/\/www.guythomas.org.uk\/blog\/wp-content\/uploads\/2019\/08\/image-11.png 651w, https:\/\/www.guythomas.org.uk\/blog\/wp-content\/uploads\/2019\/08\/image-11-300x83.png 300w\" sizes=\"auto, (max-width: 651px) 100vw, 651px\" \/><\/figure>\n<\/div>\n\n\n<p><\/p>\n\n\n\n<p>Notice that this involves an &#8220;exponential of an exponential&#8221; &#8211; a so-called tower of exponentials<sub> <\/sub>(e<sup>-e<\/sup>) &#8211; and hence the initially accelerating rate of decline in the <em>fraction alive<\/em>. In the early years, this is similar to the accelerating rate of decline in the <em>fraction alive<\/em> in the simpler Hemingway formula:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"518\" height=\"52\" src=\"https:\/\/www.guythomas.org.uk\/blog\/wp-content\/uploads\/2019\/08\/image-9.png\" alt=\"\" class=\"wp-image-708\" style=\"width:371px;height:auto\" srcset=\"https:\/\/www.guythomas.org.uk\/blog\/wp-content\/uploads\/2019\/08\/image-9.png 518w, https:\/\/www.guythomas.org.uk\/blog\/wp-content\/uploads\/2019\/08\/image-9-300x30.png 300w\" sizes=\"auto, (max-width: 518px) 100vw, 518px\" \/><\/figure>\n<\/div>\n\n\n<p><\/p>\n\n\n\n<p>But at longer durations, the decline in the Hemingway <em>fraction alive<\/em> keeps accelerating while that in Gompertz slows down, and eventually the second derivative of the Gompertz <em>fraction alive<\/em> turns turns positive. <br><br>Algebraically, the second derivative is<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"442\" height=\"85\" src=\"https:\/\/www.guythomas.org.uk\/blog\/wp-content\/uploads\/2019\/08\/image-13.png\" alt=\"\" class=\"wp-image-723\" style=\"width:307px;height:auto\" srcset=\"https:\/\/www.guythomas.org.uk\/blog\/wp-content\/uploads\/2019\/08\/image-13.png 442w, https:\/\/www.guythomas.org.uk\/blog\/wp-content\/uploads\/2019\/08\/image-13-300x58.png 300w\" sizes=\"auto, (max-width: 442px) 100vw, 442px\" \/><\/figure>\n<\/div>\n\n\n<p><\/p>\n\n\n\n<p>and the initial hazard rate, <em>h<\/em><sub>0<\/sub>, is (roughly) <em>h<\/em><sub>0<\/sub> = 0.15 x 0.05 = 0.0075. Then solving for<em> <\/em>the time where this second derivative is zero gives <em>t<\/em> \u2248 45, consistent with the position of the inflexion point in the red line in the chart.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p>To summarise: Hemingway and Gompertz aren&#8217;t the same (of course they aren&#8217;t, hell-raising novelist and actuary).  But in the early years, they&#8217;re close. <\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>(lightly revised 13 July 2025, Gompertz appendix added 17 November 2025) This article&nbsp;by the investor Claire Barnes of Apollo Investment Management highlights an interesting property of compound growth at a fixed percentage rate, in any quantity which forms part of a finite whole. In summary, the point is this. Suppose urban land area + rural &#8230; <a title=\"Two parts of a whole: compound growth and Hemingway decay\" class=\"read-more\" href=\"https:\/\/www.guythomas.org.uk\/blog\/two-parts-of-a-whole-compound-growth-and-hemingway-decline\/\" aria-label=\"More on Two parts of a whole: compound growth and Hemingway decay\">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":[5],"tags":[],"class_list":["post-97","post","type-post","status-publish","format-standard","hentry","category-investment"],"_links":{"self":[{"href":"https:\/\/www.guythomas.org.uk\/blog\/wp-json\/wp\/v2\/posts\/97","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=97"}],"version-history":[{"count":47,"href":"https:\/\/www.guythomas.org.uk\/blog\/wp-json\/wp\/v2\/posts\/97\/revisions"}],"predecessor-version":[{"id":743,"href":"https:\/\/www.guythomas.org.uk\/blog\/wp-json\/wp\/v2\/posts\/97\/revisions\/743"}],"wp:attachment":[{"href":"https:\/\/www.guythomas.org.uk\/blog\/wp-json\/wp\/v2\/media?parent=97"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.guythomas.org.uk\/blog\/wp-json\/wp\/v2\/categories?post=97"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.guythomas.org.uk\/blog\/wp-json\/wp\/v2\/tags?post=97"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}