{"id":90,"date":"2023-09-12T10:30:00","date_gmt":"2023-09-12T07:30:00","guid":{"rendered":"https:\/\/podcast.aalto.fi\/tuta-audiobooks\/?post_type=podcast&#038;p=90"},"modified":"2023-09-13T17:17:27","modified_gmt":"2023-09-13T14:17:27","slug":"chapter-3-what-have-we-learned-about-machine-learning-a-meta-analysis","status":"publish","type":"podcast","link":"https:\/\/podcast.aalto.fi\/tuta-audiobooks\/podcast\/chapter-3-what-have-we-learned-about-machine-learning-a-meta-analysis\/","title":{"rendered":"Article Three &#8211; What Have We Learned About Machine Learning? A Meta Analysis"},"content":{"rendered":"\n<div id=\"3863741292\" class=\"castos-player dark-mode\" data-episode=\"90\" data-player_id=\"3863741292\">\n\t<div class=\"player\">\n\t\t<div class=\"player__main\">\n\t\t\t<div class=\"player__artwork player__artwork-90\">\n\t\t\t\t<img decoding=\"async\" src=\"https:\/\/podcast.aalto.fi\/tuta-audiobooks\/wp-content\/uploads\/2023\/09\/robot-narrator-150x150.jpg\" alt=\"Tuta Audiobooks\" title=\"Tuta Audiobooks\">\n\t\t\t<\/div>\n\t\t\t<div class=\"player__body\">\n\t\t\t\t<div class=\"currently-playing\">\n\t\t\t\t\t<div class=\"show player__podcast-title\">\n\t\t\t\t\t\tTuta Audiobooks\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"episode-title player__episode-title\">Article Three &#8211; What Have We Learned About Machine Learning? 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This file is auto-generated *\/\n!function(c,d){&quot;use strict&quot;;var e=!1,o=!1;if(d.querySelector)if(c.addEventListener)e=!0;if(c.wp=c.wp||{},c.wp.receiveEmbedMessage);else if(c.wp.receiveEmbedMessage=function(e){var t=e.data;if(!t);else if(!(t.secret||t.message||t.value));else if(\/[^a-zA-Z0-9]\/.test(t.secret));else{for(var r,s,a,i=d.querySelectorAll(&#039;iframe[data-secret=&quot;&#039;+t.secret+&#039;&quot;]&#039;),n=d.querySelectorAll(&#039;blockquote[data-secret=&quot;&#039;+t.secret+&#039;&quot;]&#039;),o=new RegExp(&quot;^https?:$&quot;,&quot;i&quot;),l=0;l&lt;n.length;l++)n[l].style.display=&quot;none&quot;;for(l=0;l&lt;i.length;l++)if(r=i[l],e.source!==r.contentWindow);else{if(r.removeAttribute(&quot;style&quot;),&quot;height&quot;===t.message){if(1e3&lt;(s=parseInt(t.value,10)))s=1e3;else if(~~s&lt;200)s=200;r.height=s}if(&quot;link&quot;===t.message)if(s=d.createElement(&quot;a&quot;),a=d.createElement(&quot;a&quot;),s.href=r.getAttribute(&quot;src&quot;),a.href=t.value,!o.test(a.protocol));else if(a.host===s.host)if(d.activeElement===r)c.top.location.href=t.value}}},e)c.addEventListener(&quot;message&quot;,c.wp.receiveEmbedMessage,!1),d.addEventListener(&quot;DOMContentLoaded&quot;,t,!1),c.addEventListener(&quot;load&quot;,t,!1);function t(){if(o);else{o=!0;for(var e,t,r,s=-1!==navigator.appVersion.indexOf(&quot;MSIE 10&quot;),a=!!navigator.userAgent.match(\/Trident.*rv:11\\.\/),i=d.querySelectorAll(&quot;iframe.wp-embedded-content&quot;),n=0;n&lt;i.length;n++){if(!(r=(t=i[n]).getAttribute(&quot;data-secret&quot;)))r=Math.random().toString(36).substr(2,10),t.src+=&quot;#?secret=&quot;+r,t.setAttribute(&quot;data-secret&quot;,r);if(s||a)(e=t.cloneNode(!0)).removeAttribute(&quot;security&quot;),t.parentNode.replaceChild(e,t);t.contentWindow.postMessage({message:&quot;ready&quot;,secret:r},&quot;*&quot;)}}}}(window,document);\n&lt;\/script&gt;\n' title=\"Embed Code\"\n\t\t\t\t\t       class=\"input-embed input-embed-90\" readonly\/>\n\t\t\t\t<\/div>\n\t\t\t\t<button class=\"copy-embed copy-embed-90\" title=\"Copy Embed Code\"><\/button>\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t<\/div>\n\t\n\t<\/div>\n<div class=\"podcast_meta\"><aside><p><a href=\"https:\/\/podcast.aalto.fi\/tuta-audiobooks\/podcast-download\/90\/chapter-3-what-have-we-learned-about-machine-learning-a-meta-analysis.mp3?ref=download\" title=\"Article Three &#8211; What Have We Learned About Machine Learning? A Meta Analysis \" class=\"podcast-meta-download\">Download file<\/a> | <a href=\"https:\/\/podcast.aalto.fi\/tuta-audiobooks\/podcast-download\/90\/chapter-3-what-have-we-learned-about-machine-learning-a-meta-analysis.mp3?ref=new_window\" target=\"_blank\" title=\"Article Three &#8211; What Have We Learned About Machine Learning? A Meta Analysis \" class=\"podcast-meta-new-window\">Play in new window<\/a> | <span class=\"podcast-meta-duration\">Duration: 56:37<\/span> | <span class=\"podcast-meta-date\">Recorded on 12\/09\/2023<\/span><\/p><\/aside><\/div>\n\n\n<p>Recent advances in machine learning (ML) have triggered many firms to try putting the technology into commercial use. However, the creation of ML-based organizational capabilities remains a major challenge. With the aim of extending our understanding of organizational capabilities, this paper takes a socio-technical system perspective on the microfoundations of capabilities, develops an integrative conceptual framework, and discusses the resulting insights relevant to organizational ML initiatives. In contrast to past IS research, our framework is more general and versatile, since it is not restricted to dynamic capabilities only, as well as incorporates a temporal dimension facilitating the inspection of processes leading to the formation and change of organizational capabilities. This is illustrated with multiple propositions, which we develop by applying the framework to the context of organizational ML initiatives. Conceptual insights are backed with rich anecdotal evidence.<\/p>\n\n\n\n<div class=\"wp-block-file\"><object class=\"wp-block-file__embed\" data=\"https:\/\/podcast.aalto.fi\/tuta-audiobooks\/wp-content\/uploads\/2023\/09\/ETLA-B281-03-article.pdf\" type=\"application\/pdf\" style=\"width:100%;height:600px\" aria-label=\"Embed of ETLA-B281-03-article.\"><\/object><a id=\"wp-block-file--media-6b162328-ab24-4c3e-a37e-7b95c735626c\" href=\"https:\/\/podcast.aalto.fi\/tuta-audiobooks\/wp-content\/uploads\/2023\/09\/ETLA-B281-03-article.pdf\">ETLA-B281-03-article<\/a><a href=\"https:\/\/podcast.aalto.fi\/tuta-audiobooks\/wp-content\/uploads\/2023\/09\/ETLA-B281-03-article.pdf\" class=\"wp-block-file__button wp-element-button\" download aria-describedby=\"wp-block-file--media-6b162328-ab24-4c3e-a37e-7b95c735626c\">Download<\/a><\/div>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-media-text has-media-on-the-right is-stacked-on-mobile\" style=\"grid-template-columns:auto 43%\"><div class=\"wp-block-media-text__content\">\n<p><strong>Aalto University<\/strong><br>Department of Industrial Engineering and Management (TUTA) <br>Maarintie 8, 02150 Espoo<br>Finland<\/p>\n\n\n\n<p>Visit Tuta <a href=\"https:\/\/www.aalto.fi\/en\/department-of-industrial-engineering-and-management\" data-type=\"link\" data-id=\"https:\/\/www.aalto.fi\/en\/department-of-industrial-engineering-and-management\">website<\/a><br>Follow Tuta on <a href=\"https:\/\/twitter.com\/AaltoTUTA\" data-type=\"link\" data-id=\"https:\/\/twitter.com\/AaltoTUTA\">X <\/a><br>Follow Tuta on <a href=\"https:\/\/www.linkedin.com\/company\/aalto-university-department-of-industrial-engineering-and-management\/?viewAsMember=true\" data-type=\"link\" data-id=\"https:\/\/www.linkedin.com\/company\/aalto-university-department-of-industrial-engineering-and-management\/?viewAsMember=true\">LinkedIn<\/a><\/p>\n\n\n\n<p><\/p>\n<\/div><figure class=\"wp-block-media-text__media\"><img decoding=\"async\" loading=\"lazy\" width=\"775\" height=\"699\" src=\"https:\/\/podcast.aalto.fi\/tuta-audiobooks\/wp-content\/uploads\/2023\/09\/02_FULLCOLOR_2-1.png\" alt=\"\" class=\"wp-image-166 size-full\" srcset=\"https:\/\/podcast.aalto.fi\/tuta-audiobooks\/wp-content\/uploads\/2023\/09\/02_FULLCOLOR_2-1.png 775w, https:\/\/podcast.aalto.fi\/tuta-audiobooks\/wp-content\/uploads\/2023\/09\/02_FULLCOLOR_2-1-512x462.png 512w, https:\/\/podcast.aalto.fi\/tuta-audiobooks\/wp-content\/uploads\/2023\/09\/02_FULLCOLOR_2-1-768x693.png 768w\" sizes=\"(max-width: 775px) 100vw, 775px\" \/><\/figure><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Recent advances in machine learning (ML) have triggered many firms to try putting the technology into commercial use. However, the creation of ML-based organizational capabilities remains a major challenge. With the aim of extending our understanding of organizational capabilities, this paper takes a socio-technical system perspective on the microfoundations of capabilities, develops an integrative conceptual [&hellip;]<\/p>\n","protected":false},"author":4,"featured_media":0,"menu_order":4,"comment_status":"closed","ping_status":"closed","template":"","meta":{"episode_type":"audio","audio_file":"https:\/\/podcast.aalto.fi\/tuta-audiobooks\/wp-content\/uploads\/2023\/09\/article3.v2.mp3","cover_image":"https:\/\/podcast.aalto.fi\/tuta-audiobooks\/wp-content\/uploads\/2023\/09\/robot-narrator.jpg","cover_image_id":"83","duration":"56:37","filesize":"38.04M","date_recorded":"2023-09-12 09:42:17","explicit":"","block":"","itunes_episode_number":"","itunes_title":"","itunes_season_number":"","itunes_episode_type":"","filesize_raw":"39889284"},"tags":[],"series":[],"episode_featured_image":false,"episode_player_image":"https:\/\/podcast.aalto.fi\/tuta-audiobooks\/wp-content\/uploads\/2023\/09\/robot-narrator.jpg","download_link":"https:\/\/podcast.aalto.fi\/tuta-audiobooks\/podcast-download\/90\/chapter-3-what-have-we-learned-about-machine-learning-a-meta-analysis.mp3","player_link":"https:\/\/podcast.aalto.fi\/tuta-audiobooks\/podcast-player\/90\/chapter-3-what-have-we-learned-about-machine-learning-a-meta-analysis.mp3","audio_player":null,"episode_data":{"playerMode":"dark","subscribeUrls":{"apple_podcasts":{"key":"apple_podcasts","url":"","label":"Apple Podcasts","class":"apple_podcasts","icon":"apple-podcasts.png"},"castro":{"key":"castro","url":"","label":"Castro","class":"castro","icon":"castro.png"},"google_podcasts":{"key":"google_podcasts","url":"","label":"Google Podcasts","class":"google_podcasts","icon":"google-podcasts.png"},"overcast":{"key":"overcast","url":"","label":"Overcast","class":"overcast","icon":"overcast.png"},"spotify":{"key":"spotify","url":"","label":"Spotify","class":"spotify","icon":"spotify.png"}},"rssFeedUrl":"https:\/\/podcast.aalto.fi\/tuta-audiobooks\/feed\/podcast","embedCode":"<blockquote class=\"wp-embedded-content\" data-secret=\"SLp2HFn0S3\"><a href=\"https:\/\/podcast.aalto.fi\/tuta-audiobooks\/podcast\/chapter-3-what-have-we-learned-about-machine-learning-a-meta-analysis\/\">Article Three &#8211; What Have We Learned About Machine Learning? 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