{"id":2535,"date":"2019-09-05T06:36:39","date_gmt":"2019-09-05T06:36:39","guid":{"rendered":"https:\/\/www.aiproblog.com\/index.php\/2019\/09\/05\/jobs-unemployment-and-45s-performance\/"},"modified":"2019-09-05T06:36:39","modified_gmt":"2019-09-05T06:36:39","slug":"jobs-unemployment-and-45s-performance","status":"publish","type":"post","link":"https:\/\/www.aiproblog.com\/index.php\/2019\/09\/05\/jobs-unemployment-and-45s-performance\/","title":{"rendered":"Jobs, Unemployment and 45&#8217;s Performance."},"content":{"rendered":"<p>Author: steve miller<\/p>\n<div>\n<p><a href=\"https:\/\/storage.ning.com\/topology\/rest\/1.0\/file\/get\/3522886015?profile=original\" target=\"_blank\" rel=\"noopener noreferrer\"><img decoding=\"async\" src=\"https:\/\/storage.ning.com\/topology\/rest\/1.0\/file\/get\/3522886015?profile=RESIZE_710x\" class=\"align-full\"><\/a><\/p>\n<\/p>\n<p>Despite the consuming controversy surrounding his presidency, POTUS 45 has been able to secure solid ratings on the performance of the economy over his so-far 30-month administration. And he certainly isn&#8217;t bashful about taking credit for the successes, opining loudly and often that his tax cuts and de-regulation initiatives have significantly goosed the economy.<\/p>\n<p>45 has a point, sort of. Job growth has been steady, and the stock market has mostly prospered under his watch, though not as much as he&#8217;s claimed &#8212; and not as much as it has over<span>\u00a0<\/span><a href=\"https:\/\/opendatascience.com\/python-or-r-or-both\/\">comparable periods with 44<\/a>. Unemployment is low, and GDP growth is solid, if unspectacular and well below presidential predictions.<\/p>\n<p>It certainly makes sense to evaluate the economic performance of 45 in his 30 months in office. The challenge is determining the &#8220;counter factual&#8221; for comparison, so that it can be said that 45 did better or worse than such-and-such baseline or benchmark. Alas, all we have access to is time series data that details the results over time &#8212; and under separate administrations.<\/p>\n<p>So, allow me bit of methodological liberty to divine a synthetic counter factual as comparable measurements for the 30 months prior to 45&#8217;s so-far administration. As 45&#8217;s presidency expands in time, so will the number of counter factual measurements. Of course, with this approach, I&#8217;ll directly compare 45 to his predecessor 44. Given how obsessed 45 is with 44, this doesn&#8217;t feel unreasonable.<\/p>\n<p>What follows is a look at jobs and unemployment evidence from readily available time series data on<span>\u00a0<\/span><a href=\"https:\/\/fred.stlouisfed.org\/series\/PAYEMS\">jobs<\/a><span>\u00a0<\/span>and<span>\u00a0<\/span><a href=\"https:\/\/fred.stlouisfed.org\/series\/UNRATE\">unemployment<\/a><span>\u00a0<\/span>from the St. Louis Fed.<\/p>\n<p>The technology used is JupyterLab 0.35.4, Anaconda Python 3.7.3, Pandas 0.24.2, Seaborn 0.9.0, rpy2 2.9.5, R 3.6.0, data.table 1.12.2, and ggplot2 3.2.0.<\/p>\n<p>Read the entire blog\u00a0<a href=\"https:\/\/storage.ning.com\/topology\/rest\/1.0\/file\/get\/3522890761?profile=original\" target=\"_blank\" rel=\"noopener noreferrer\">here.<\/a><\/p>\n<\/div>\n<p><a href=\"https:\/\/www.datasciencecentral.com\/xn\/detail\/6448529:BlogPost:883085\">Go to Source<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Author: steve miller Despite the consuming controversy surrounding his presidency, POTUS 45 has been able to secure solid ratings on the performance of the economy [&hellip;] <span class=\"read-more-link\"><a class=\"read-more\" href=\"https:\/\/www.aiproblog.com\/index.php\/2019\/09\/05\/jobs-unemployment-and-45s-performance\/\">Read More<\/a><\/span><\/p>\n","protected":false},"author":1,"featured_media":462,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_bbp_topic_count":0,"_bbp_reply_count":0,"_bbp_total_topic_count":0,"_bbp_total_reply_count":0,"_bbp_voice_count":0,"_bbp_anonymous_reply_count":0,"_bbp_topic_count_hidden":0,"_bbp_reply_count_hidden":0,"_bbp_forum_subforum_count":0,"footnotes":""},"categories":[26],"tags":[],"_links":{"self":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/posts\/2535"}],"collection":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/comments?post=2535"}],"version-history":[{"count":0,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/posts\/2535\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/media\/456"}],"wp:attachment":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/media?parent=2535"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/categories?post=2535"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/tags?post=2535"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}