{"id":949,"date":"2015-07-09T06:00:46","date_gmt":"2015-07-09T06:00:46","guid":{"rendered":"http:\/\/klbtrblgdb01.cloudapp.net\/blog\/?p=949"},"modified":"2017-04-06T13:18:35","modified_gmt":"2017-04-06T13:18:35","slug":"data-analysis","status":"publish","type":"post","link":"https:\/\/www.kolabtree.com\/blog\/de\/data-analysis\/","title":{"rendered":"Datenanalyse: Vorteile und Herausforderungen f\u00fcr kleine und mittlere Unternehmen"},"content":{"rendered":"<p>Im Zeitalter der Informationsflut ist es f\u00fcr Unternehmen wichtig, mit der Marktdynamik Schritt zu halten, das Verbraucherverhalten zu verstehen und entsprechende Entscheidungen zu treffen. Es stehen mehr Informationen \u00fcber das Nutzerverhalten zur Verf\u00fcgung als je zuvor, und die Unternehmen hatten bisher nicht die gleichen M\u00f6glichkeiten, fundierte Entscheidungen auf der Grundlage konkreter Daten zu treffen. Aus diesem Grund macht die enorme Menge an verf\u00fcgbaren Daten die Datenanalyse zu einem unverzichtbaren Instrument f\u00fcr wachsende Unternehmen.<\/p>\n<p>Vorbei sind die Zeiten, in denen Unternehmen von der Intuition des Unternehmers geleitet wurden. Heute werden die einfachsten bis hin zu den komplexesten Entscheidungen von Daten gesteuert. <a title=\"Datenanalyse\" href=\"https:\/\/www.kolabtree.com\/services\">Analyse der Daten<\/a> hilft Unternehmen nicht nur, kommende Verbrauchertrends zu verstehen, sondern auch Risiken zu verringern, indem sie verifizierte Gesch\u00e4ftsinformationen erhalten. Die Analyse historischer Datens\u00e4tze hilft Unternehmen bei der Budgetierung und Prognose von Trends, bei Einstellungsentscheidungen und bei der Optimierung der Ressourcennutzung.<\/p>\n<p>Wie wichtig die Datenanalyse f\u00fcr Unternehmen heute ist, l\u00e4sst sich aus fr\u00fcheren <a href=\"http:\/\/engineering.case.edu\/Herbold-data-science\" target=\"_blank\">Die Erkl\u00e4rung von Bob Herbold, COO von Microsoft<\/a> und spendete $2,6 Millionen, um ein Data-Science-Programm an seiner Alma Mater, der Case Western Reserve University in Cleveland, zu starten. Er sagte: \"Die F\u00e4higkeit, Daten auszuwerten und anzuwenden, war schon immer ein wesentlicher Bestandteil des Erfolgs einer Organisation. Aber das Potenzial, das heute besteht, um Abl\u00e4ufe und Ergebnisse zu verbessern, ist nahezu grenzenlos. Diejenigen, die verstehen, wie Daten funktionieren und was sie leisten k\u00f6nnen, werden in der neuen Wirtschaft einen enormen Vorteil haben.\"<\/p>\n<p>Furthermore, McKinsey estimates that the U.S. could save $300 billion on <a href=\"https:\/\/www.kolabtree.com\/blog\/de\/ensuring-reproducibility-in-ai-driven-research-how-freelance-experts-can-help-in-biotech-and-healthcare\/\">Gesundheitswesen<\/a> alone with more effective use of data. Similarly, there are limitless possibilities in every sector, and the savings could be enormous. However, in making the announcement, Case Western Reserve University also pointed out that the rapid increase of available data in the U.S. is leading to a shortage of up to 190,000 deep analytics workers and 1.5 million managers with data expertise.<\/p>\n<p><a href=\"https:\/\/www.kolabtree.com\/blog\/wp-content\/uploads\/2015\/07\/Big_Data.jpg\"><img decoding=\"async\" loading=\"lazy\" class=\"alignnone wp-image-950 size-medium\" title=\"Experte f\u00fcr Datenanalyse\" src=\"https:\/\/www.kolabtree.com\/blog\/wp-content\/uploads\/2015\/07\/Big_Data-300x194.jpg\" alt=\"Fachexperte f\u00fcr Datenanalyse\" width=\"300\" height=\"194\" srcset=\"https:\/\/www.kolabtree.com\/blog\/wp-content\/uploads\/2015\/07\/Big_Data-300x194.jpg 300w, https:\/\/www.kolabtree.com\/blog\/wp-content\/uploads\/2015\/07\/Big_Data-768x496.jpg 768w, https:\/\/www.kolabtree.com\/blog\/wp-content\/uploads\/2015\/07\/Big_Data.jpg 1024w, https:\/\/www.kolabtree.com\/blog\/wp-content\/uploads\/2015\/07\/Big_Data-300x194@2x.jpg 600w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/a><\/p>\n<p>Der Fachkr\u00e4ftemangel in diesem Sektor k\u00f6nnte letztlich den Nutzen untergraben, den Unternehmen aus der Analyse ihrer Daten ziehen k\u00f6nnen. Das Problem wird f\u00fcr viele kleine und mittlere Unternehmen noch dadurch versch\u00e4rft, dass sie nicht in der Lage sind, feste Mitarbeiter einzustellen <a title=\"Datenanalyse Freiberufler anheuern\" href=\"https:\/\/www.kolabtree.com\/find-an-expert?expertise=Data%20Analysis\">Datenanalytik-Experten<\/a>.<\/p>\n<p>Es gibt jedoch einen Hoffnungsschimmer. Die neue Wirtschaft hat die Gesch\u00e4ftsprinzipien neu definiert. Outsourcing ist out, und On-Demand ist in. Der bedarfsgerechte Zugang zu den <a title=\"Finden Sie einen Experten\" href=\"https:\/\/www.kolabtree.com\/find-an-expert\/\">beste Experten<\/a> in der Wirtschaft kann Unternehmen dabei helfen, schnell auf- oder abzusteigen und so flexibel auf sich \u00e4ndernde Kundenanforderungen zu reagieren. Hier k\u00f6nnen Plattformen, die Zugang zu Fachleuten und Datenanalysten bieten, einen entscheidenden Beitrag leisten.<\/p>\n<p>Ich bitte um Kommentare von kleinen und mittleren Unternehmen, in denen sie darlegen, wie ihnen die Datenanalyse geholfen hat, fundierte Entscheidungen zu treffen und Business Intelligence zu entwickeln. Datenanalytik-Experten sind ebenfalls eingeladen, Beispiele f\u00fcr Szenarien zu liefern, in denen sie Datenanalyse eingesetzt haben, um Intuition durch datengest\u00fctzte Entscheidungen zu ersetzen.<\/p>","protected":false},"excerpt":{"rendered":"<p>In this time and age of information overload it\u2019s important for businesses to remain abreast of market dynamics, understand consumer behavior, and take decisions accordingly. More information is available about user behavior than ever before, and businesses haven\u2019t had an equally great opportunity to take informed decisions based on hard-core data. This is why the<\/p>\n<div class=\"read-more\"><a href=\"https:\/\/www.kolabtree.com\/blog\/de\/data-analysis\/\" title=\"Mehr lesen\">Mehr lesen<\/a><\/div>","protected":false},"author":4,"featured_media":1978,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[1],"tags":[119,83,18,181,120,72,178,84,81,174,177,86,36,87,118,78,85],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v20.1 (Yoast SEO v20.1) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Data analysis: Benefits and challenges for SMEs and startups<\/title>\n<meta name=\"description\" content=\"Data analysis: Benefits and challenges for SMEs and startups\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.kolabtree.com\/blog\/de\/data-analysis\/\" \/>\n<meta property=\"og:locale\" content=\"de_DE\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Data analysis: Benefits and challenges for small and medium businesses\" \/>\n<meta property=\"og:description\" content=\"Data analysis: Benefits and challenges for SMEs and startups\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.kolabtree.com\/blog\/de\/data-analysis\/\" \/>\n<meta property=\"og:site_name\" content=\"The Kolabtree Blog\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/kolabtree\" \/>\n<meta property=\"article:published_time\" content=\"2015-07-09T06:00:46+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2017-04-06T13:18:35+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.kolabtree.com\/blog\/wp-content\/uploads\/2015\/07\/office-1574717_1920.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1920\" \/>\n\t<meta property=\"og:image:height\" content=\"1313\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Minhaj Rais\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@kolabtree\" \/>\n<meta name=\"twitter:site\" content=\"@kolabtree\" \/>\n<meta name=\"twitter:label1\" content=\"Verfasst von\" \/>\n\t<meta name=\"twitter:data1\" content=\"Minhaj Rais\" \/>\n\t<meta name=\"twitter:label2\" content=\"Gesch\u00e4tzte Lesezeit\" \/>\n\t<meta name=\"twitter:data2\" content=\"2\u00a0Minuten\" \/>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Data analysis: Benefits and challenges for SMEs and startups","description":"Data analysis: Benefits and challenges for SMEs and startups","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.kolabtree.com\/blog\/de\/data-analysis\/","og_locale":"de_DE","og_type":"article","og_title":"Data analysis: Benefits and challenges for small and medium businesses","og_description":"Data analysis: Benefits and challenges for SMEs and startups","og_url":"https:\/\/www.kolabtree.com\/blog\/de\/data-analysis\/","og_site_name":"The Kolabtree Blog","article_publisher":"https:\/\/www.facebook.com\/kolabtree","article_published_time":"2015-07-09T06:00:46+00:00","article_modified_time":"2017-04-06T13:18:35+00:00","og_image":[{"width":1920,"height":1313,"url":"https:\/\/www.kolabtree.com\/blog\/wp-content\/uploads\/2015\/07\/office-1574717_1920.jpg","type":"image\/jpeg"}],"author":"Minhaj Rais","twitter_card":"summary_large_image","twitter_creator":"@kolabtree","twitter_site":"@kolabtree","twitter_misc":{"Verfasst von":"Minhaj Rais","Gesch\u00e4tzte Lesezeit":"2\u00a0Minuten"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.kolabtree.com\/blog\/it\/data-analysis\/#article","isPartOf":{"@id":"https:\/\/www.kolabtree.com\/blog\/it\/data-analysis\/"},"author":{"name":"Minhaj Rais","@id":"https:\/\/www.kolabtree.com\/blog\/#\/schema\/person\/c221d0fe6368ffe0093225eba39ea307"},"headline":"Data analysis: Benefits and challenges for small and medium businesses","datePublished":"2015-07-09T06:00:46+00:00","dateModified":"2017-04-06T13:18:35+00:00","mainEntityOfPage":{"@id":"https:\/\/www.kolabtree.com\/blog\/it\/data-analysis\/"},"wordCount":463,"commentCount":0,"publisher":{"@id":"https:\/\/www.kolabtree.com\/blog\/#organization"},"keywords":["Big Data","Business Intelligence","Data Analysis","Data Analyst","Data Analytics Experts","Data Science &amp; Analytics","Data Science Freelancer","Entrepreneur","Find an Expert","Hire Data Analysis Freelancer","Hire Data Science Freelancer","On-Demand","Project Collaboration","Resource Utlization","Small &amp; Medium Businesses","Subject Matter Expert","User Behavior"],"articleSection":["Uncategorized"],"inLanguage":"de","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/www.kolabtree.com\/blog\/it\/data-analysis\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/www.kolabtree.com\/blog\/it\/data-analysis\/","url":"https:\/\/www.kolabtree.com\/blog\/it\/data-analysis\/","name":"Data analysis: Benefits and challenges for SMEs and startups","isPartOf":{"@id":"https:\/\/www.kolabtree.com\/blog\/#website"},"datePublished":"2015-07-09T06:00:46+00:00","dateModified":"2017-04-06T13:18:35+00:00","description":"Data analysis: Benefits and challenges for SMEs and startups","breadcrumb":{"@id":"https:\/\/www.kolabtree.com\/blog\/it\/data-analysis\/#breadcrumb"},"inLanguage":"de","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.kolabtree.com\/blog\/it\/data-analysis\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.kolabtree.com\/blog\/it\/data-analysis\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.kolabtree.com\/blog\/"},{"@type":"ListItem","position":2,"name":"Data analysis: Benefits and challenges for small and medium businesses"}]},{"@type":"WebSite","@id":"https:\/\/www.kolabtree.com\/blog\/#website","url":"https:\/\/www.kolabtree.com\/blog\/","name":"The Kolabtree Blog","description":"Expert Views on Science, Innovation and Product Development","publisher":{"@id":"https:\/\/www.kolabtree.com\/blog\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.kolabtree.com\/blog\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"de"},{"@type":"Organization","@id":"https:\/\/www.kolabtree.com\/blog\/#organization","name":"Kolabtree","url":"https:\/\/www.kolabtree.com\/blog\/","logo":{"@type":"ImageObject","inLanguage":"de","@id":"https:\/\/www.kolabtree.com\/blog\/#\/schema\/logo\/image\/","url":"","contentUrl":"","caption":"Kolabtree"},"image":{"@id":"https:\/\/www.kolabtree.com\/blog\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/kolabtree","https:\/\/twitter.com\/kolabtree","https:\/\/instagram.com\/kolabtree","https:\/\/www.linkedin.com\/company\/kolabtree","https:\/\/en.m.wikipedia.org\/wiki\/Kolabtree"]},{"@type":"Person","@id":"https:\/\/www.kolabtree.com\/blog\/#\/schema\/person\/c221d0fe6368ffe0093225eba39ea307","name":"Minhaj Rais","image":{"@type":"ImageObject","inLanguage":"de","@id":"https:\/\/www.kolabtree.com\/blog\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/68410f42b14b237fe621cab943140231?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/68410f42b14b237fe621cab943140231?s=96&d=mm&r=g","caption":"Minhaj Rais"},"description":"Minhaj manages operations at Kolabtree","url":"https:\/\/www.kolabtree.com\/blog\/de\/author\/minhajr\/"}]}},"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/www.kolabtree.com\/blog\/de\/wp-json\/wp\/v2\/posts\/949"}],"collection":[{"href":"https:\/\/www.kolabtree.com\/blog\/de\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kolabtree.com\/blog\/de\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kolabtree.com\/blog\/de\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kolabtree.com\/blog\/de\/wp-json\/wp\/v2\/comments?post=949"}],"version-history":[{"count":8,"href":"https:\/\/www.kolabtree.com\/blog\/de\/wp-json\/wp\/v2\/posts\/949\/revisions"}],"predecessor-version":[{"id":1573,"href":"https:\/\/www.kolabtree.com\/blog\/de\/wp-json\/wp\/v2\/posts\/949\/revisions\/1573"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kolabtree.com\/blog\/de\/wp-json\/wp\/v2\/media\/1978"}],"wp:attachment":[{"href":"https:\/\/www.kolabtree.com\/blog\/de\/wp-json\/wp\/v2\/media?parent=949"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kolabtree.com\/blog\/de\/wp-json\/wp\/v2\/categories?post=949"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kolabtree.com\/blog\/de\/wp-json\/wp\/v2\/tags?post=949"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}