{"id":44,"date":"2007-06-01T07:58:37","date_gmt":"2007-06-01T06:58:37","guid":{"rendered":"http:\/\/www.pauljorion.com\/blog_en\/?p=44"},"modified":"2008-07-05T16:16:25","modified_gmt":"2008-07-05T15:16:25","slug":"the-smile-in-black-and-scholes","status":"publish","type":"post","link":"https:\/\/www.pauljorion.com\/blog_en\/2007\/06\/01\/the-smile-in-black-and-scholes\/","title":{"rendered":"The smile in Black and Scholes"},"content":{"rendered":"<p>This is a bit of a detective story, a bit of a puzzle. The method is archaeological.<br \/>\nThis morning a colleague of mine sends me an e-mail entitled \u201cimportance of correlations.\u201d There are several attachments. One of them is an article by Don Chance entitled \u201cRethinking Implied Volatility\u201d (*). In it, the author writes the following about the Black-Scholes model for pricing financial options:<\/p>\n<blockquote><p>\u201cAs we said earlier, the Black-Scholes model produces implied volatilities of traded options that can vary by exercise price for a given underlying asset. How should we respond to such a finding? First, we could suggest that the Black-Scholes model is not correct. Since there cannot be more than one volatility of the underlying asset, the model must be incorrect. Case closed.\u201d<\/p><\/blockquote>\n<p>I reply to my colleague\u2019s e-mail, saying this:<\/p>\n<blockquote><p>\u201cOn the incorrectness of Black-Scholes and on the &#8220;smile&#8221; in particular (different &#8220;implied volatilities&#8221; for different strikes), I had shown on a few examples &#8211; and back in the early nineties (I should have the unpublished paper somewhere) that the smile vanishes if you split the &#8220;implied volatility&#8221; into two components a &#8220;true&#8221; implied volatility and an additional variable: the option writer&#8217;s &#8220;profit margin&#8221; &#8211; constant across strikes and easily calculated as the value that removes the smile, i.e. returns a single &#8211; correct &#8211; implied volatility.\u201d <\/p><\/blockquote>\n<p>Back home, I look for that paper: I remember it was short: 2 to 3 pages, with diagrams, I can\u2019t find it. The only thing I can find is an Excel spreadsheet with data and the diagrams. Here they are.<\/p>\n<p>I find also a reference to my piece of research in a lecture I gave at ABN Amro in Amsterdam in November 1996. Here is the relevant passage:<\/p>\n<blockquote><p>\u201cActually, the <em>fair prices <\/em>calculated this way (**) are lower than those observed on the markets. This is however the case as well for <em>fair prices <\/em>calculated according to the theoretical models of Black-Scholes and Cox-Ross-Rubinstein. Prices closer to actual market prices obtain if one adds a particular constant to every one of them. This additional constant can be considered as the <em>profit<\/em> of the <em>seller<\/em> or <em>writer<\/em> of options: to his\/her objective loss expectancy s\/he adds a margin of actual profit. This last parameter has been overlooked in all theoretical models. When introduced it removes a well-known anomaly of prices generated by the Black-Scholes model, the <em>volatility skew <\/em>or \u00ab smile \u00bb.\u201d<\/p><\/blockquote>\n<p><a href='http:\/\/www.pauljorion.com\/blog_en\/wp-content\/uploads\/2007\/06\/option1.bmp' title='The Call - data'><img src='http:\/\/www.pauljorion.com\/blog_en\/wp-content\/uploads\/2007\/06\/option1.bmp' alt='The Call - data' \/><\/a><br \/>\n<a href='http:\/\/www.pauljorion.com\/blog_en\/wp-content\/uploads\/2007\/06\/option2.bmp' title='The Call - diagram'><img src='http:\/\/www.pauljorion.com\/blog_en\/wp-content\/uploads\/2007\/06\/option2.bmp' alt='The Call - diagram' \/><\/a><br \/>\n<a href='http:\/\/www.pauljorion.com\/blog_en\/wp-content\/uploads\/2007\/06\/option3.bmp' title='The Put - data'><img src='http:\/\/www.pauljorion.com\/blog_en\/wp-content\/uploads\/2007\/06\/option3.bmp' alt='The Put - data' \/><\/a><br \/>\n<a href='http:\/\/www.pauljorion.com\/blog_en\/wp-content\/uploads\/2007\/06\/option4.bmp' title='The Put - diagram'><img src='http:\/\/www.pauljorion.com\/blog_en\/wp-content\/uploads\/2007\/06\/option4.bmp' alt='The Put - diagram' \/><\/a><\/p>\n<p>&#8212;&#8212;&#8212;&#8212;-<br \/>\n (*) Don Chance, Ph.D., CFA, \u201c<a href=\"http:\/\/www.fenews.com\/fen29\/one_time_articles\/chance_implied_vol.html \">Rethinking Implied Volatility<\/a>,\u201d <em>Financial Engineering News<\/em>, January\/February 2003<\/p>\n<p>(**) Sum of potential gains times their probabilities.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>This is a bit of a detective story, a bit of a puzzle. The method is archaeological.<br \/> This morning a colleague of mine sends me an e-mail entitled \u201cimportance of correlations.\u201d There are several attachments. One of them is an article by Don Chance entitled \u201cRethinking Implied Volatility\u201d (*). In it, the author writes [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_crdt_document":"","footnotes":""},"categories":[6],"tags":[],"class_list":["post-44","post","type-post","status-publish","format-standard","hentry","category-finance"],"_links":{"self":[{"href":"https:\/\/www.pauljorion.com\/blog_en\/wp-json\/wp\/v2\/posts\/44","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.pauljorion.com\/blog_en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.pauljorion.com\/blog_en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.pauljorion.com\/blog_en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.pauljorion.com\/blog_en\/wp-json\/wp\/v2\/comments?post=44"}],"version-history":[{"count":0,"href":"https:\/\/www.pauljorion.com\/blog_en\/wp-json\/wp\/v2\/posts\/44\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.pauljorion.com\/blog_en\/wp-json\/wp\/v2\/media?parent=44"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.pauljorion.com\/blog_en\/wp-json\/wp\/v2\/categories?post=44"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.pauljorion.com\/blog_en\/wp-json\/wp\/v2\/tags?post=44"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}