{"id":1603,"date":"2020-07-26T09:54:06","date_gmt":"2020-07-26T17:54:06","guid":{"rendered":"https:\/\/bayesianinvestor.com\/blog\/?p=1603"},"modified":"2023-02-12T09:44:05","modified_gmt":"2023-02-12T17:44:05","slug":"october-surprises-part-1","status":"publish","type":"post","link":"https:\/\/bayesianinvestor.com\/blog\/index.php\/2020\/07\/26\/october-surprises-part-1\/","title":{"rendered":"October Surprises, Part 1"},"content":{"rendered":"<p>Stock markets have a long history of being abnormally risky in September and October. Out of 10 months in which the S&amp;P500 ended at least 15% lower than when it started, 3 were in October. Out of 31 months in which it ended at least 10% lower, 12 were in September or October.<\/p>\n<p>I used to guess that this was due to the onset of seasonal affective disorder. That explanation was a bit unsatisfying, because SAD seems likely to be predictable enough that the effects could be mostly smoothed out by smart investors.<\/p>\n<p>After looking at <a href=\"https:\/\/bayesianinvestor.com\/blog\/index.php\/2020\/03\/01\/the-coronavirus-stock-market-crash\/#comment-1729148\">the 1957 pandemic<\/a> and its possible effect on the stock market, I wondered whether infectious diseases was a better explanation.<\/p>\n<p>I did a crude analysis of the correlations between flu deaths and stock market changes. I didn&#8217;t manage to get as good a dataset as I&#8217;d hoped for, and ended up settling for the monthly US data for selected seasons (12 in the period 1941-1976) in table 1 of <a href=\"https:\/\/www.ncbi.nlm.nih.gov\/pmc\/articles\/PMC2374803\/\">Trends in Recorded Influenza Mortality: United States, 1900\u20132004<\/a>.<\/p>\n<p>I looked at correlations between monthly increases in flu deaths per 100,000 people and the monthly change in the S&amp;P500. I was able to find a large effect, but it disappeared when I left out the 1943-1944 season (which was by far the worst season in that time period, yet wasn&#8217;t labeled as a pandemic).<\/p>\n<p>Either there&#8217;s no effect in that time period, I don&#8217;t have detailed enough data, or the effects precede deaths by enough that the death data aren&#8217;t helpful.<\/p>\n<p>I was mostly thinking that diseases might have affected the market via effects on investors moods or liquidity preferences, so I wasn&#8217;t assuming there would be much discussion of the topic. The paper <a href=\"https:\/\/www.nber.org\/papers\/w26945\">The Unprecedented Stock Market Reaction to COVID-19<\/a> investigated whether newspapers mentioned the topic, and concluded:<\/p>\n<blockquote><p>\nIn the period before 24 February 2020 &#8211; spanning 120 years and more than 1,100 jumps &#8211; contemporary journalistic accounts attributed not a single daily stock market jump to infectious disease outbreaks or policy responses to such outbreaks. Perhaps surprisingly, even the Spanish Flu fails to register in next-day journalistic explanations for large daily stock market moves.<\/p><\/blockquote>\n<p>So, after a fair amount of research, I still don&#8217;t have good evidence about what&#8217;s causing the September \/ October volatility.<\/p>\n<p>P.S. For some strange reason, January is an unusually safe month, with no declines of more than 9% in the S&amp;P 500.<\/p>\n<p>P.P.S. <a href=\"https:\/\/en.wikipedia.org\/wiki\/VIX\">VIX<\/a> futures are saying that the S&amp;P500&#8217;s volatility around late October will be 3.6 points higher the average of August and December volatilities. That compares to an average of 0.86 points higher (and a maximum of 2.1) over the prior 11 years in which VIX futures have been available (all of these numbers come from prices near July 20 of the relevant year).<\/p>\n<p>So the markets expect something unusual this October. Something more surprising than they expected during the prior two presidential election years. Does anyone know whether this risk is due to weather-related pandemic risk or due to political risk?<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Stock markets have a long history of being abnormally risky in September and October. Out of 10 months in which the S&amp;P500 ended at least 15% lower than when it started, 3 were in October. Out of 31 months in which it ended at least 10% lower, 12 were in September or October. I used [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"jetpack_post_was_ever_published":false,"footnotes":"","jetpack_publicize_message":"","jetpack_is_tweetstorm":false,"jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","enabled":false}}},"categories":[18],"tags":[34],"class_list":["post-1603","post","type-post","status-publish","format-standard","hentry","category-investing","tag-stock-market-crash"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/p80O1l-pR","_links":{"self":[{"href":"https:\/\/bayesianinvestor.com\/blog\/index.php\/wp-json\/wp\/v2\/posts\/1603","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/bayesianinvestor.com\/blog\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/bayesianinvestor.com\/blog\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/bayesianinvestor.com\/blog\/index.php\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/bayesianinvestor.com\/blog\/index.php\/wp-json\/wp\/v2\/comments?post=1603"}],"version-history":[{"count":1,"href":"https:\/\/bayesianinvestor.com\/blog\/index.php\/wp-json\/wp\/v2\/posts\/1603\/revisions"}],"predecessor-version":[{"id":1604,"href":"https:\/\/bayesianinvestor.com\/blog\/index.php\/wp-json\/wp\/v2\/posts\/1603\/revisions\/1604"}],"wp:attachment":[{"href":"https:\/\/bayesianinvestor.com\/blog\/index.php\/wp-json\/wp\/v2\/media?parent=1603"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/bayesianinvestor.com\/blog\/index.php\/wp-json\/wp\/v2\/categories?post=1603"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/bayesianinvestor.com\/blog\/index.php\/wp-json\/wp\/v2\/tags?post=1603"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}