{"id":11212,"date":"2018-01-23T13:41:00","date_gmt":"2018-01-23T13:41:00","guid":{"rendered":"https:\/\/barc.com\/?p=11212"},"modified":"2023-06-28T14:20:53","modified_gmt":"2023-06-28T14:20:53","slug":"datarobot-oder-wie-der-analyst-zum-data-scientist-wird","status":"publish","type":"post","link":"https:\/\/barc.com\/de\/datarobot-oder-wie-der-analyst-zum-data-scientist-wird\/","title":{"rendered":"DataRobot \u2013 oder wie der Analyst zum Data Scientist wird"},"content":{"rendered":"\n<p>Wenn Ressourcen f\u00fcr Data Science schwer zu finden oder nicht zu bezahlen sind, dann soll Software Abhilfe schaffen und fortgeschrittene Analytik f\u00fcr Analyst:innen und andere Fachanwender:innen verf\u00fcgbar machen.<\/p>\n\n\n\n<p>In Zeiten von &#8222;AI first&#8220; hei\u00dft die Antwort oft Machine Learning und Artificial Intelligence. Dies ist auch der Ansatz von DataRobot. Durch Machine Learning soll die Aufbereitung der Features weitgehend automatisiert werden.<\/p>\n\n\n\n<p>Besonderes Augenmerk liegt auf der automatischen Berechnung einer gro\u00dfen Anzahl an Advanced-Analytics-Algorithmen im Autopilot-Modus. Dies geschieht im Hintergrund und der\/die Anwender:in erh\u00e4lt \u00fcbersichtlich sortiert und gut dokumentiert die Information \u00fcber die zuverl\u00e4ssigsten Vorhersagemodelle. BARC nennt diesen Ansatz &#8222;<a href=\"https:\/\/bi-survey.com\/data-discovery?__hstc=43159098.9897bf86209c2ca9af558b1643005061.1632903975757.1662027505716.1662104511859.70&amp;__hssc=43159098.5.1662104511859&amp;__hsfp=173701916\" target=\"_blank\" rel=\"noreferrer noopener\">Guided Advanced Analytics<\/a>&#8222;.<\/p>\n\n\n\n<p>Zus\u00e4tzlich zum gesetzten Ziel, Vorhersagen durch Machine Learning f\u00fcr mehr Anwender:innen verf\u00fcgbar zu machen, will DataRobot mit dem Ansatz f\u00fcr mehr Anwenderfreundlichkeit und Automation auch die Produktivit\u00e4t der Data Scientists erh\u00f6hen.<\/p>\n\n\n\n<p>Neben der Automation von Data Science soll die einfache Einbettung der Modelle den Nutzen von Data Science durch die unmittelbare Entscheidungsunterst\u00fctzung oder -automation in operativen Prozessen sicherstellen.&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/barc.com\/wp-content\/uploads\/2021\/06\/DataRobot-compressed.png\" alt=\"DataRobot\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">DataRobot Facts<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Gegr\u00fcndet 2012 in Boston, MA<\/li>\n\n\n\n<li>$124 Funding<\/li>\n\n\n\n<li>180+ Data Scientists<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">DataRobot Highlights<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Einbettung der Modelle in operative Applikationen \u00fcber verschiedene Methoden<\/li>\n\n\n\n<li>Data Profiling: Visuelle Darstellung der Verteilung der Datenfelder<br>Automatische Vorschl\u00e4ge f\u00fcr Anpassungen, Korrekturen und Verbesserungen auf Basis der Feldinhalte<\/li>\n\n\n\n<li>&#8222;Autopilot&#8220; und &#8222;Manual Mode&#8220; verf\u00fcgbar f\u00fcr jeweilige Anwendergruppe: Autopilot w\u00e4hlt die besten Algorithmen aus, dabei testen die Algorithmen im Hintergrund und alle Modelle werden mit allen kalkulierten Parametern gem\u00e4\u00df ihrer Aussagekraft gereiht<\/li>\n\n\n\n<li>R, Python und andere bereits in Installation inkludiert<\/li>\n\n\n\n<li>Verf\u00fcgbar On-Premises oder in der Cloud (SaaS)<\/li>\n\n\n\n<li>Textmining verf\u00fcgbar<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">DataRobot Limits<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Data Preparation limitiert: Alle Daten in einem Datenset (Datei, ODBC, HDFS)<\/li>\n\n\n\n<li>Pr\u00e4senz im DACH-Raum noch im Aufbau<\/li>\n<\/ul>\n\n\n\t\t<div data-elementor-type=\"section\" data-elementor-id=\"3424\" class=\"elementor elementor-3424\" data-elementor-post-type=\"elementor_library\">\n\t\t\t\t\t<section class=\"ob-is-breaking-bad elementor-section elementor-top-section elementor-element elementor-element-d7236a1 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d7236a1\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;_ob_bbad_use_it&quot;:&quot;yes&quot;,&quot;_ob_bbad_sssic_use&quot;:&quot;no&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-c06ff87\" data-id=\"c06ff87\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;_ob_bbad_is_stalker&quot;:&quot;no&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"ob-is-breaking-bad ob-bb-inner elementor-section elementor-inner-section elementor-element elementor-element-bdbc1b5 elementor-section-height-min-height elementor-section-content-middle shadow1nohover elementor-section-boxed elementor-section-height-default\" data-dce-background-color=\"#87CDD2\" data-dce-background-overlay-image-url=\"https:\/\/barc.com\/wp-content\/uploads\/2022\/06\/header-test-v2.svg\" data-id=\"bdbc1b5\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;_ob_bbad_use_it&quot;:&quot;yes&quot;,&quot;_ob_bbad_sssic_use&quot;:&quot;no&quot;}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-2352c6b elementor-hidden-phone\" data-id=\"2352c6b\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;_ob_bbad_is_stalker&quot;:&quot;no&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-ad6d366 elementor-widget elementor-widget-image\" data-id=\"ad6d366\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_ob_widget_stalker_use&quot;:&quot;no&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"71\" height=\"70\" src=\"https:\/\/barc.com\/wp-content\/uploads\/2022\/07\/Corporate-Outline_Mail.svg\" class=\"attachment-full size-full wp-image-43585\" alt=\"\" srcset=\"https:\/\/barc.com\/wp-content\/uploads\/\/2022\/07\/Corporate-Outline_Mail.svg 150w, https:\/\/barc.com\/wp-content\/uploads\/\/2022\/07\/Corporate-Outline_Mail.svg 300w, https:\/\/barc.com\/wp-content\/uploads\/\/2022\/07\/Corporate-Outline_Mail.svg 1024w, https:\/\/barc.com\/wp-content\/uploads\/\/2022\/07\/Corporate-Outline_Mail.svg 71w\" sizes=\"(max-width: 71px) 100vw, 71px\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-1946952\" data-id=\"1946952\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;_ob_bbad_is_stalker&quot;:&quot;no&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-18ef7b5 elementor-widget elementor-widget-heading\" data-id=\"18ef7b5\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_ob_widget_stalker_use&quot;:&quot;no&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">Gef\u00e4llt Ihnen dieser Beitrag?<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-31c0486 elementor-widget elementor-widget-heading\" data-id=\"31c0486\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_ob_widget_stalker_use&quot;:&quot;no&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">Wir haben noch viel mehr davon! Schlie\u00dfen Sie sich \u00fcber 25.775 Data &amp; Analytics Professionals an, um der Konkurrenz einen Schritt voraus zu bleiben.<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4a1562c elementor-align-left elementor-mobile-align-center ob-is-butterbutton elementor-widget elementor-widget-button\" data-id=\"4a1562c\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_ob_butterbutton_use_it&quot;:&quot;yes&quot;,&quot;_ob_widget_stalker_use&quot;:&quot;no&quot;}\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/barc.com\/de\/newsletter\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Newsletter abonnieren<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t\n\n\n\n<h2 class=\"wp-block-heading\">Fazit<\/h2>\n\n\n\n<p>DataRobot liefert eine einfach zu verwendende L\u00f6sung, mit deren Hilfe mit wenig Aufwand und Vorwissen auch gro\u00dfe Datens\u00e4tze auf versteckte Zusammenh\u00e4nge und Muster gepr\u00fcft werden k\u00f6nnen.<\/p>\n\n\n\n<p>Umfangreiche Unterst\u00fctzung und Automation im Hintergrund (Guidance) erleichtern den Zugang f\u00fcr Analyst:innen und steigern die Produktivit\u00e4t der Data Scientists.<\/p>\n\n\n\n<p>Trotz aller Unterst\u00fctzung bedarf es statistisch versierter Anwender:innen, um die bereitgestellten Ergebnisse interpretieren und validieren zu k\u00f6nnen, denn Muster weist fast jeder Datensatz auf.<\/p>\n\n\n\n<p>Die Bewertung, ob diese bedeutungsvoll sind, verlangt nach statistischem und gesch\u00e4ftlichem Know-how, sowie Verst\u00e4ndnis f\u00fcr die wissenschaftliche Methode. F\u00fcr die Aufbereitung der Datensets f\u00fcr die Analyse sind Werkzeuge f\u00fcr&nbsp;<a href=\"https:\/\/barc.com\/de\/infografik-data-preparation-im-fachbereich-weltweite-studie\/\">Data Preparation<\/a>&nbsp;empfehlenswert.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>DataRobot schafft Abhilfe, wenn die Ressourcen f\u00fcr Data Science knapp sind. Lesen Sie, wo St\u00e4rken, Limits und Ziele der Software liegen.<\/p>\n","protected":false},"author":5,"featured_media":47303,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"site-sidebar-layout":"default","site-content-layout":"default","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[49],"tags":[],"plus":[],"content_typ":[209],"layoutvorlage":[],"class_list":["post-11212","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-science","content_typ-artikel"],"acf":[],"_links":{"self":[{"href":"https:\/\/barc.com\/de\/wp-json\/wp\/v2\/posts\/11212","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/barc.com\/de\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/barc.com\/de\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/barc.com\/de\/wp-json\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/barc.com\/de\/wp-json\/wp\/v2\/comments?post=11212"}],"version-history":[{"count":1,"href":"https:\/\/barc.com\/de\/wp-json\/wp\/v2\/posts\/11212\/revisions"}],"predecessor-version":[{"id":108184,"href":"https:\/\/barc.com\/de\/wp-json\/wp\/v2\/posts\/11212\/revisions\/108184"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/barc.com\/de\/wp-json\/wp\/v2\/media\/47303"}],"wp:attachment":[{"href":"https:\/\/barc.com\/de\/wp-json\/wp\/v2\/media?parent=11212"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/barc.com\/de\/wp-json\/wp\/v2\/categories?post=11212"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/barc.com\/de\/wp-json\/wp\/v2\/tags?post=11212"},{"taxonomy":"plus","embeddable":true,"href":"https:\/\/barc.com\/de\/wp-json\/wp\/v2\/plus?post=11212"},{"taxonomy":"content_typ","embeddable":true,"href":"https:\/\/barc.com\/de\/wp-json\/wp\/v2\/content_typ?post=11212"},{"taxonomy":"layoutvorlage","embeddable":true,"href":"https:\/\/barc.com\/de\/wp-json\/wp\/v2\/layoutvorlage?post=11212"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}