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<a class=\"p-url\" href=\"https:\/\/itbusinesstoday.com\/ja\/knowledge-hub\/staff-writers\/the-evolution-of-smart-infrastructure-how-japans-telecom-industry-is-powering-iot-and-edge-computing\/\" 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href=\"https:\/\/www.statista.com\/outlook\/tmo\/software\/enterprise-software\/customer-relationship-management-software\/worldwide\">\u30b9\u30bf\u30c6\u30a3\u30b9\u30bf<\/a>\u9867\u5ba2\u95a2\u4fc2\u7ba1\u7406\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u5e02\u5834\u306e\u58f2\u4e0a\u9ad8\u306f\u30012025\u5e74\u306b\u306f988\u51044000\u4e07US\u30c9\u30eb\u306b\u9054\u3059\u308b\u3068\u4e88\u6e2c\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<h3>\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u306e\u6210\u529f\u306b\u304a\u3051\u308b\u30c7\u30fc\u30bf\u54c1\u8cea\u306e\u5f79\u5272<\/h3>\n<p>\u30c7\u30fc\u30bf\u54c1\u8cea\u306e\u91cd\u8981\u6027\u306f\u3044\u304f\u3089\u5f37\u8abf\u3057\u3066\u3082\u3057\u3059\u304e\u308b\u3053\u3068\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u4e0d\u5b8c\u5168\u306a\u30c7\u30fc\u30bf\u306f\u5206\u6790\u306b\u6b20\u9665\u3092\u3082\u305f\u3089\u3057\u307e\u3059\u3002\u305d\u306e\u7d50\u679c\u3001\u610f\u601d\u6c7a\u5b9a\u304c\u3046\u307e\u304f\u3044\u304b\u306a\u304f\u306a\u308a\u307e\u3059\u3002\u30c7\u30fc\u30bf\u6574\u7406\u306f\u3001\u6b20\u640d\u5024\u3001\u91cd\u8907\u30ec\u30b3\u30fc\u30c9\u3001\u4e00\u8cab\u6027\u306e\u306a\u3044\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u306a\u3069\u306e\u554f\u984c\u3092\u4fee\u6b63\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u5206\u6790\u30c4\u30fc\u30eb\u304b\u3089\u306e\u6d1e\u5bdf\u304c\u4fe1\u983c\u3067\u304d\u308b\u3082\u306e\u306b\u306a\u308a\u307e\u3059\u3002\u30c7\u30fc\u30bf\u30cf\u30a4\u30b8\u30fc\u30f3\u306f\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u30c1\u30fc\u30e0\u306b\u3068\u3063\u3066\u4e0d\u53ef\u6b20\u3067\u3059\u3002\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u30c1\u30fc\u30e0\u306b\u306f\u30af\u30ea\u30fc\u30f3\u306a\u30c7\u30fc\u30bf\u304c\u5fc5\u8981\u3067\u3059\u3002\u305d\u308c\u306f\u3001\u4e88\u7b97\u3092\u7acb\u3066\u3001\u5e83\u544a\u8cbb\u3092\u5897\u3084\u3057\u3001\u6295\u8cc7\u53ce\u76ca\u7387\u3092\u6b63\u78ba\u306b\u6e2c\u5b9a\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002\u30af\u30ea\u30fc\u30f3\u306a\u30c7\u30fc\u30bf\u306f\u3001\u3088\u308a\u826f\u3044\u4e88\u6e2c\u3068\u6b63\u78ba\u306a\u30bf\u30fc\u30b2\u30c6\u30a3\u30f3\u30b0\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002\u3069\u3061\u3089\u3082\u9577\u671f\u7684\u306a\u30d3\u30b8\u30cd\u30b9\u76ee\u6a19\u3092\u9054\u6210\u3059\u308b\u305f\u3081\u306e\u9375\u3067\u3059\u3002<\/p>\n<h3>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30fb\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u6226\u7565\u306e\u63a8\u9032<\/h3>\n<p>\u30c7\u30fc\u30bf\u53ce\u96c6\u306e\u3082\u3046\u4e00\u3064\u306e\u91cd\u8981\u306a\u5229\u70b9\u306f\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u6226\u7565\u306e\u4fc3\u9032\u3067\u3059\u3002\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u30ea\u30fc\u30c0\u30fc\u306f\u3001\u6d88\u8cbb\u8005\u884c\u52d5\u306e\u5909\u5316\u306b\u5408\u308f\u305b\u3066\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u3092\u8fc5\u901f\u306b\u9069\u5fdc\u3055\u305b\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u69cb\u9020\u5316\u3055\u308c\u305f\u30c7\u30fc\u30bf\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u6b63\u78ba\u306a\u30a4\u30f3\u30b5\u30a4\u30c8\u3092\u5171\u6709\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002\u305d\u3046\u3059\u308c\u3070\u3001\u30e1\u30c3\u30bb\u30fc\u30b8\u30f3\u30b0\u3001\u30b3\u30f3\u30c6\u30f3\u30c4\u3001\u30a2\u30a6\u30c8\u30ea\u30fc\u30c1\u6d3b\u52d5\u3092\u8fc5\u901f\u306b\u8abf\u6574\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u30c7\u30fc\u30bf\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u62c5\u5f53\u8005\u306f\u95a2\u9023\u6027\u3092\u4fdd\u3064\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u6700\u8fd1\u306e\u3084\u308a\u3068\u308a\u3092\u4f7f\u3063\u3066\u3001E\u30e1\u30fc\u30eb\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u3092\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u307e\u305f\u3001\u8996\u8074\u8005\u306e\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u3092\u5206\u6790\u3059\u308b\u3053\u3068\u3067\u3001\u30bd\u30fc\u30b7\u30e3\u30eb\u30e1\u30c7\u30a3\u30a2\u6226\u7565\u3092\u6539\u826f\u3059\u308b\u306e\u306b\u3082\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n<h3>\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u30c7\u30fc\u30bf\u30e9\u30f3\u30b0\u30ea\u30f3\u30b0\u306e\u305f\u3081\u306e\u81ea\u52d5\u5316\u306e\u6d3b\u7528<\/h3>\n<p>\u30c7\u30fc\u30bf\u51e6\u7406\u306b\u304a\u3051\u308b\u81ea\u52d5\u5316\u306f\u5909\u5316\u3057\u3066\u3044\u307e\u3059\u3002\u624b\u4f5c\u696d\u306e\u5fc5\u8981\u6027\u3092\u524a\u6e1b\u3057\u307e\u3059\u3002\u5148\u9032\u7684\u306a\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f <a href=\"https:\/\/itbusinesstoday.com\/ja\/tech\/ai-and-machine-learning-innovation-and-cutting-edge-technologies-transforming-japanese-industries\/\">AI<\/a> 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leaders today have a big challenge. They need to find valuable insights in raw, unstructured data. Organizations that excel at data wrangling find hidden trends. They outsmart competitors in the digital world. Inconsistent data from various sources is a common problem. However, a well-planned approach yields valuable insights. Data wrangling is key. It helps marketing teams improve, organize, and optimize data for clear actions. What is Data Wrangling and Why It Matters? Data wrangling means cleaning and organizing raw data. It also adds extra details to make the data ready for analysis. Marketing teams need a lot of information. They look at customer behavior and campaign performance. But often, [&hellip;]<\/p>\n","protected":false},"author":6,"featured_media":6516,"comment_status":"closed","ping_status":"open","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,"wprm-recipe-roundup-name":"","wprm-recipe-roundup-description":"","postBodyCss":"","postBodyMargin":[],"postBodyPadding":[],"postBodyBackground":{"backgroundType":"classic","gradient":""},"footnotes":""},"categories":[180,201],"tags":[1303,1301,962,1302,278,1304,1300],"ppma_author":[325],"class_list":{"0":"post-6387","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-knowledge-hub","8":"category-staff-writers","9":"tag-business-insights","10":"tag-campaign-performance","11":"tag-data-management","12":"tag-data-wrangling","13":"tag-digital-transformation","14":"tag-raw-data","15":"tag-structured-data"},"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.2 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>How Data Wrangling Fuels Digital Transformation<\/title>\n<meta name=\"description\" content=\"Data wrangling means cleaning and organizing raw data. It also adds extra details to make the data ready for analysis.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/itbusinesstoday.com\/ja\/knowledge-hub\/from-raw-data-to-business-insights-how-data-wrangling-fuels-digital-transformation\/\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"How Data Wrangling Fuels Digital Transformation\" \/>\n<meta property=\"og:description\" content=\"Data wrangling means cleaning and organizing raw data. It also adds extra details to make the data ready for analysis.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/itbusinesstoday.com\/ja\/knowledge-hub\/from-raw-data-to-business-insights-how-data-wrangling-fuels-digital-transformation\/\" \/>\n<meta property=\"og:site_name\" content=\"itbusinesstoday\" \/>\n<meta property=\"article:published_time\" content=\"2025-02-19T13:06:50+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-05-06T09:56:49+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/itbusinesstoday.com\/wp-content\/uploads\/2025\/02\/From-Raw-Data-to-Business-Insights-How-Data-Wrangling-Fuels-Digital-Transformation-01.webp\" \/>\n\t<meta property=\"og:image:width\" content=\"1200\" \/>\n\t<meta property=\"og:image:height\" content=\"800\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/webp\" \/>\n<meta name=\"author\" content=\"Ren Yamaguchi\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u57f7\u7b46\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"Ren Yamaguchi\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u63a8\u5b9a\u8aad\u307f\u53d6\u308a\u6642\u9593\" \/>\n\t<meta name=\"twitter:data2\" content=\"5\u5206\" \/>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u30c7\u30fc\u30bf\u6574\u7406\u304c\u30c7\u30b8\u30bf\u30eb\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30e1\u30fc\u30b7\u30e7\u30f3\u3092\u4fc3\u9032\u3059\u308b\u65b9\u6cd5","description":"\u30c7\u30fc\u30bf\u6574\u7406\u3068\u306f\u3001\u751f\u30c7\u30fc\u30bf\u306e\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u3068\u6574\u7406\u3092\u610f\u5473\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u305f\u3081\u306b\u8a73\u7d30\u306a\u60c5\u5831\u3092\u8ffd\u52a0\u3057\u307e\u3059\u3002.","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:\/\/itbusinesstoday.com\/ja\/knowledge-hub\/from-raw-data-to-business-insights-how-data-wrangling-fuels-digital-transformation\/","og_locale":"ja_JP","og_type":"article","og_title":"How Data Wrangling Fuels Digital Transformation","og_description":"Data wrangling means cleaning and organizing raw data. 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