{"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\/ja\/data-analysis\/","title":{"rendered":"\u30c7\u30fc\u30bf\u5206\u6790\u3002\u4e2d\u5805\u30fb\u4e2d\u5c0f\u4f01\u696d\u306b\u3068\u3063\u3066\u306e\u30e1\u30ea\u30c3\u30c8\u3068\u8ab2\u984c"},"content":{"rendered":"<p>\u60c5\u5831\u304c\u6c3e\u6feb\u3057\u3066\u3044\u308b\u4eca\u306e\u6642\u4ee3\u3001\u4f01\u696d\u306b\u3068\u3063\u3066\u306f\u3001\u5e02\u5834\u306e\u52d5\u304d\u3092\u628a\u63e1\u3057\u3001\u6d88\u8cbb\u8005\u306e\u884c\u52d5\u3092\u7406\u89e3\u3057\u3001\u305d\u308c\u306b\u57fa\u3065\u3044\u3066\u610f\u601d\u6c7a\u5b9a\u3092\u884c\u3046\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u30e6\u30fc\u30b6\u30fc\u306e\u884c\u52d5\u306b\u95a2\u3059\u308b\u60c5\u5831\u306f\u4ee5\u524d\u306b\u3082\u5897\u3057\u3066\u591a\u304f\u306a\u3063\u3066\u3044\u307e\u3059\u304c\u3001\u4f01\u696d\u304c\u60c5\u5831\u306b\u57fa\u3065\u3044\u305f\u610f\u601d\u6c7a\u5b9a\u3092\u884c\u3046\u6a5f\u4f1a\u306f\u3053\u308c\u307e\u3067\u3042\u307e\u308a\u591a\u304f\u3042\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u3002\u81a8\u5927\u306a\u91cf\u306e\u30c7\u30fc\u30bf\u304c\u3042\u308b\u304b\u3089\u3053\u305d\u3001\u30c7\u30fc\u30bf\u5206\u6790\u306f\u6210\u9577\u4f01\u696d\u306b\u3068\u3063\u3066\u4e0d\u53ef\u6b20\u306a\u30c4\u30fc\u30eb\u3068\u306a\u3063\u3066\u3044\u308b\u306e\u3067\u3059\u3002<\/p>\n<p>\u30d3\u30b8\u30cd\u30b9\u304c\u8d77\u696d\u5bb6\u306e\u76f4\u611f\u3067\u52d5\u3044\u3066\u3044\u305f\u6642\u4ee3\u306f\u7d42\u308f\u308a\u307e\u3057\u305f\u3002\u73fe\u5728\u3067\u306f\u3001\u6700\u3082\u5358\u7d14\u306a\u6c7a\u5b9a\u304b\u3089\u6700\u3082\u8907\u96d1\u306a\u6c7a\u5b9a\u307e\u3067\u3001\u30c7\u30fc\u30bf\u304c\u5f8c\u62bc\u3057\u3057\u3066\u3044\u307e\u3059\u3002 <a title=\"\u30c7\u30fc\u30bf\u5206\u6790\" href=\"https:\/\/www.kolabtree.com\/services\">\u30c7\u30fc\u30bf\u5206\u6790<\/a> \u306f\u3001\u4f01\u696d\u304c\u4eca\u5f8c\u306e\u6d88\u8cbb\u8005\u52d5\u5411\u3092\u7406\u89e3\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u3060\u3051\u3067\u306a\u304f\u3001\u691c\u8a3c\u3055\u308c\u305f\u30d3\u30b8\u30cd\u30b9\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9\u3092\u5f97\u308b\u3053\u3068\u3067\u30ea\u30b9\u30af\u3092\u8efd\u6e1b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u307e\u305f\u3001\u904e\u53bb\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u5206\u6790\u3059\u308b\u3053\u3068\u3067\u3001\u4e88\u7b97\u3084\u30c8\u30ec\u30f3\u30c9\u306e\u4e88\u6e2c\u3001\u63a1\u7528\u306e\u610f\u601d\u6c7a\u5b9a\u3001\u30ea\u30bd\u30fc\u30b9\u306e\u6700\u9069\u5316\u306a\u3069\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n<p>\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u304c\u4f01\u696d\u306b\u3068\u3063\u3066\u3044\u304b\u306b\u91cd\u8981\u3067\u3042\u308b\u304b\u306f\u3001\u524d\u8005\u304b\u3089\u3082\u7406\u89e3\u3067\u304d\u307e\u3059\u3002 <a href=\"http:\/\/engineering.case.edu\/Herbold-data-science\" target=\"_blank\">\u30de\u30a4\u30af\u30ed\u30bd\u30d5\u30c8COO\u306e\u30dc\u30d6\u30fb\u30cf\u30fc\u30dc\u30eb\u30c9\u306e\u58f0\u660e<\/a> \u306e\u4e00\u65b9\u3067\u3001\u6bcd\u6821\u3067\u3042\u308b\u30af\u30ea\u30fc\u30d6\u30e9\u30f3\u30c9\u306e\u30b1\u30fc\u30b9\u30fb\u30a6\u30a7\u30b9\u30bf\u30f3\u30fb\u30ea\u30b6\u30fc\u30d6\u5927\u5b66\u306b\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u7acb\u3061\u4e0a\u3052\u308b\u305f\u3081\u306b160\u4e07\u5186\u3092\u5bc4\u4ed8\u3057\u307e\u3057\u305f\u3002\u540c\u6c0f\u306f\u3001\u300c\u30c7\u30fc\u30bf\u3092\u8a55\u4fa1\u3057\u3066\u6d3b\u7528\u3059\u308b\u80fd\u529b\u306f\u3001\u5e38\u306b\u7d44\u7e54\u306e\u6210\u529f\u306b\u4e0d\u53ef\u6b20\u306a\u8981\u7d20\u3067\u3059\u3002\u3057\u304b\u3057\u3001\u696d\u52d9\u3084\u6210\u679c\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306b\u3001\u4eca\u65e5\u5b58\u5728\u3059\u308b\u53ef\u80fd\u6027\u306f\u7121\u9650\u306b\u8fd1\u3044\u3082\u306e\u304c\u3042\u308a\u307e\u3059\u3002\u30c7\u30fc\u30bf\u304c\u3069\u306e\u3088\u3046\u306b\u6a5f\u80fd\u3057\u3001\u4f55\u3092\u3082\u305f\u3089\u3059\u306e\u304b\u3092\u7406\u89e3\u3057\u3066\u3044\u308b\u4eba\u306f\u3001\u65b0\u3057\u3044\u7d4c\u6e08\u306e\u4e2d\u3067\u5927\u304d\u306a\u30a2\u30c9\u30d0\u30f3\u30c6\u30fc\u30b8\u3092\u6301\u3064\u3053\u3068\u306b\u306a\u308b\u3067\u3057\u3087\u3046\u300d\u3068\u8ff0\u3079\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>Furthermore, McKinsey estimates that the U.S. could save $300 billion on <a href=\"https:\/\/www.kolabtree.com\/blog\/ja\/ensuring-reproducibility-in-ai-driven-research-how-freelance-experts-can-help-in-biotech-and-healthcare\/\">\u30d8\u30eb\u30b9\u30b1\u30a2<\/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=\"\u30c7\u30fc\u30bf\u5206\u6790\u306e\u30b5\u30d6\u30b8\u30a7\u30af\u30c8\u30fb\u30de\u30bf\u30fc\u30fb\u30a8\u30ad\u30b9\u30d1\u30fc\u30c8\" src=\"https:\/\/www.kolabtree.com\/blog\/wp-content\/uploads\/2015\/07\/Big_Data-300x194.jpg\" alt=\"\u30c7\u30fc\u30bf\u5206\u6790\u306e\u30b5\u30d6\u30b8\u30a7\u30af\u30c8\u30fb\u30de\u30bf\u30fc\u30fb\u30a8\u30ad\u30b9\u30d1\u30fc\u30c8\" 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>\u3053\u306e\u5206\u91ce\u3067\u306f\u4eba\u6750\u304c\u4e0d\u8db3\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u4f01\u696d\u304c\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3059\u308b\u3053\u3068\u3067\u5f97\u3089\u308c\u308b\u53ef\u80fd\u6027\u306e\u3042\u308b\u5229\u76ca\u304c\u640d\u306a\u308f\u308c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u591a\u304f\u306e\u4e2d\u5c0f\u4f01\u696d\u3067\u306f\u3001\u6b63\u793e\u54e1\u3092\u96c7\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u306a\u3044\u305f\u3081\u3001\u3053\u306e\u554f\u984c\u306f\u3055\u3089\u306b\u6df1\u523b\u5316\u3057\u3066\u3044\u307e\u3059\u3002 <a title=\"\u30c7\u30fc\u30bf\u5206\u6790\u306e\u30d5\u30ea\u30fc\u30e9\u30f3\u30b5\u30fc\u3092\u96c7\u3046\" href=\"https:\/\/www.kolabtree.com\/find-an-expert?expertise=Data%20Analysis\">\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u30a8\u30ad\u30b9\u30d1\u30fc\u30c8<\/a>.<\/p>\n<p>\u3057\u304b\u3057\u3001\u5e0c\u671b\u306e\u5149\u304c\u898b\u3048\u3066\u304d\u307e\u3057\u305f\u3002\u30cb\u30e5\u30fc\u30a8\u30b3\u30ce\u30df\u30fc\u306f\u3001\u30d3\u30b8\u30cd\u30b9\u306e\u539f\u5247\u3092\u518d\u5b9a\u7fa9\u3057\u307e\u3057\u305f\u3002\u30a2\u30a6\u30c8\u30bd\u30fc\u30b7\u30f3\u30b0\u306f\u5ec3\u6b62\u3055\u308c\u3001\u30aa\u30f3\u30c7\u30de\u30f3\u30c9\u304c\u767b\u5834\u3057\u307e\u3057\u305f\u3002\u30aa\u30f3\u30c7\u30de\u30f3\u30c9\u3067\u306e\u30a2\u30af\u30bb\u30b9\u306f <a title=\"\u5c02\u9580\u5bb6\u3092\u63a2\u3059\" href=\"https:\/\/www.kolabtree.com\/find-an-expert\/\">\u30d9\u30b9\u30c8\u30fb\u30a8\u30ad\u30b9\u30d1\u30fc\u30c8<\/a> \u306e\u30d3\u30b8\u30cd\u30b9\u306b\u304a\u3044\u3066\u306f\u3001\u4f01\u696d\u304c\u8fc5\u901f\u306b\u30b9\u30b1\u30fc\u30eb\u30a2\u30c3\u30d7\u307e\u305f\u306f\u30b9\u30b1\u30fc\u30eb\u30c0\u30a6\u30f3\u3059\u308b\u3053\u3068\u3067\u3001\u5909\u5316\u3059\u308b\u9867\u5ba2\u306e\u8981\u6c42\u306b\u67d4\u8edf\u306b\u5bfe\u5fdc\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u306b\u306f\u3001\u5c02\u9580\u5bb6\u3084\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30b9\u30c8\u3078\u306e\u30a2\u30af\u30bb\u30b9\u3092\u63d0\u4f9b\u3059\u308b\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u304c\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u307e\u3059\u3002<\/p>\n<p>\u4e2d\u5c0f\u4f01\u696d\u306e\u7d4c\u55b6\u8005\u306e\u7686\u69d8\u304b\u3089\u3001\u30c7\u30fc\u30bf\u5206\u6790\u306b\u3088\u3063\u3066\u3069\u306e\u3088\u3046\u306b\u60c5\u5831\u306b\u57fa\u3065\u3044\u305f\u610f\u601d\u6c7a\u5b9a\u3084\u30d3\u30b8\u30cd\u30b9\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9\u306e\u958b\u767a\u304c\u3067\u304d\u305f\u304b\u3001\u8a73\u3057\u304f\u30b3\u30e1\u30f3\u30c8\u3092\u3044\u305f\u3060\u304d\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002\u307e\u305f\u3001\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u306e\u5c02\u9580\u5bb6\u306e\u65b9\u306f\u3001\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u3092\u5c0e\u5165\u3057\u3066\u3001\u76f4\u611f\u306b\u983c\u3089\u305a\u306b\u30c7\u30fc\u30bf\u306b\u30ea\u30f3\u30af\u3057\u305f\u610f\u601d\u6c7a\u5b9a\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u3063\u305f\u30b7\u30ca\u30ea\u30aa\u306e\u4f8b\u3092\u3054\u7d39\u4ecb\u304f\u3060\u3055\u3044\u3002<\/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 enormous amount of data available makes data analysis an indispensable tool for growing businesses. Gone are the days when businesses were driven by entrepreneur intuition. Now, data drives the simplest to the most complex decisions. Data analysis not only helps companies understand upcoming consumer trends but also reduce risks through gaining verified business intelligence. Analysis<\/p>\n<div class=\"read-more\"><a href=\"https:\/\/www.kolabtree.com\/blog\/ja\/data-analysis\/\" title=\"\u7d9a\u304d\u3092\u8aad\u3080\">\u7d9a\u304d\u3092\u8aad\u3080<\/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\/ja\/data-analysis\/\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\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\/ja\/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=\"\u57f7\u7b46\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"Minhaj Rais\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u63a8\u5b9a\u8aad\u307f\u53d6\u308a\u6642\u9593\" \/>\n\t<meta name=\"twitter:data2\" content=\"2\u5206\" \/>\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\/ja\/data-analysis\/","og_locale":"ja_JP","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\/ja\/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":{"\u57f7\u7b46\u8005":"Minhaj Rais","\u63a8\u5b9a\u8aad\u307f\u53d6\u308a\u6642\u9593":"2\u5206"},"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; 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