{"id":3241,"date":"2024-05-14T12:44:19","date_gmt":"2024-05-14T12:44:19","guid":{"rendered":"https:\/\/artiwise.com\/tr\/?p=3241"},"modified":"2026-02-27T08:20:52","modified_gmt":"2026-02-27T08:20:52","slug":"veri-analizi-nedir-nasil-yapilir","status":"publish","type":"post","link":"https:\/\/artiwise.com\/tr\/2024\/05\/14\/veri-analizi-nedir-nasil-yapilir\/","title":{"rendered":"Veri Analizi Nedir, Nas\u0131l Yap\u0131l\u0131r?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"3241\" class=\"elementor elementor-3241\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6e97f16 e-con-full e-flex e-con e-parent\" data-id=\"6e97f16\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1865987 elementor-widget elementor-widget-text-editor\" data-id=\"1865987\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">\u201cBilgi 21. y\u00fczy\u0131l\u0131n petrol\u00fc, analiti\u011fi ise motorudur.\u201d &#8211; Gartner.<\/span><\/p><p><b>G\u00fcn\u00fcm\u00fczde veri, \u015firketlerin en de\u011ferli varl\u0131\u011f\u0131 haline geldi.<\/b><span style=\"font-weight: 400;\"> Bu b\u00fcy\u00fck veri \u00e7a\u011f\u0131n\u0131n potansiyelini kullanabilen ve analitik yetenekleri geli\u015fmi\u015f \u015firketler, rekabet avantaj\u0131 elde edip s\u00fcrekli de\u011fi\u015fen pazar dinamiklerine uyum sa\u011flamakta daha ba\u015far\u0131l\u0131 oluyor.<\/span><\/p><p><span style=\"font-weight: 400;\">Veriler, \u015firketler i\u00e7in stratejik kararlar almak, trendleri belirlemek, <\/span><span style=\"font-weight: 400;\">m\u00fc\u015fteri davran\u0131\u015flar\u0131n\u0131 analiz etmek<\/span><span style=\"font-weight: 400;\">, \u00fcr\u00fcn geli\u015ftirme s\u00fcre\u00e7lerini y\u00f6nlendirmek ve bir\u00e7ok ba\u015fka ama\u00e7 i\u00e7in kullan\u0131labilir. <\/span><b>Ancak, verinin de\u011feri genellikle verinin kalitesi, do\u011frulu\u011fu ve anlaml\u0131 bir \u015fekilde i\u015flenmesiyle ba\u011flant\u0131l\u0131d\u0131r.<\/b><\/p><p><span style=\"font-weight: 400;\">Veri toplama, depolama, analiz ve yorumlama s\u00fcre\u00e7leri, b\u00fcy\u00fck veriyi etkili bir \u015fekilde kullanabilmek i\u00e7in b\u00fcy\u00fck \u00f6nem ta\u015f\u0131r. T\u00fcm bu s\u00fcre\u00e7leri daha iyi a\u00e7\u0131klamak i\u00e7in, bu blog yaz\u0131m\u0131zda<\/span><span style=\"font-weight: 400;\"> Veri analizi nedir?<\/span><span style=\"font-weight: 400;\"> Sorusunun cevaplar\u0131n\u0131 t\u00fcm detaylar\u0131 ile ortaya koyaca\u011f\u0131z.<\/span><\/p><p>\u00a0<\/p><h3><strong>Veri Analizi Nas\u0131l Yap\u0131l\u0131r?<\/strong><\/h3><p><b>Veri analizi, i\u015flenmemi\u015f verilerin toplanmas\u0131 ve istatistik y\u00f6ntemleri kullan\u0131larak anlaml\u0131, yararl\u0131 bilgiler haline getirilmesi i\u015flemi olarak tan\u0131mlanabilir.\u00a0<\/b><\/p><p><span style=\"font-weight: 400;\">\u015eirketler, v<\/span><span style=\"font-weight: 400;\">eri analizi s\u00fcre\u00e7lerini <\/span><span style=\"font-weight: 400;\">ellerinde bulunan verileri anlamak, yorumlamak ve bu bilgileri de\u011ferli i\u00e7g\u00f6r\u00fclere d\u00f6n\u00fc\u015ft\u00fcrmek i\u00e7in kullan\u0131labilir. Bu analizin do\u011fru bir \u015fekilde yap\u0131lmas\u0131, \u015firketlerin karar verme s\u00fcre\u00e7lerini destekleyebilir ve i\u015f performans\u0131n\u0131 art\u0131rmas\u0131n\u0131 sa\u011flayabilir.<\/span><\/p><p><b>Veri analizi, genellikle belirlenen bir metodolojiye g\u00f6re yap\u0131l\u0131r.<\/b><span style=\"font-weight: 400;\"> Bu metodoloji, ama\u00e7 belirleme, veri toplama, veri temizleme, veri ke\u015ffi, modelleme, sonu\u00e7lar\u0131 yorumlama, tekrar ve optimizasyon gibi ad\u0131mlar\u0131 i\u00e7erebilir.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2bf4a3a elementor-widget elementor-widget-image\" data-id=\"2bf4a3a\" data-element_type=\"widget\" data-e-type=\"widget\" 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 fetchpriority=\"high\" decoding=\"async\" width=\"678\" height=\"1024\" src=\"https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/01-1-678x1024.jpg\" class=\"attachment-large size-large wp-image-3244\" alt=\"\" srcset=\"https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/01-1-678x1024.jpg 678w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/01-1-199x300.jpg 199w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/01-1-768x1160.jpg 768w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/01-1-1017x1536.jpg 1017w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/01-1-1356x2048.jpg 1356w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/01-1-scaled.jpg 1695w\" sizes=\"(max-width: 678px) 100vw, 678px\" \/>\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<div class=\"elementor-element elementor-element-1ed4c46 elementor-widget elementor-widget-text-editor\" data-id=\"1ed4c46\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><b>Veri analizi metodolojileri<\/b><b>,<\/b><span style=\"font-weight: 400;\"> kullan\u0131lan veri t\u00fcrlerine, analiz yap\u0131lacak konuya, \u015firketin ihtiya\u00e7lar\u0131na ve hedeflerine ba\u011fl\u0131 olarak de\u011fi\u015febilir. \u015eirketlerin veya ara\u015ft\u0131rmac\u0131lar\u0131n kar\u015f\u0131la\u015ft\u0131\u011f\u0131 farkl\u0131 senaryolar ve veri setleri, farkl\u0131 analiz y\u00f6ntemlerini ve metodolojilerini gerektirebilir.<\/span><\/p><p><b>\u00d6rne\u011fin, bir \u015firketin pazarlama stratejilerini de\u011ferlendirmek i\u00e7in yap\u0131lan veri analizi, <\/b><span style=\"font-weight: 400;\">m\u00fc\u015fteri segmentasyonunu anlamak i\u00e7in farkl\u0131 bir metodoloji gerektirebilirken, finansal verilerin analizi farkl\u0131 bir yakla\u015f\u0131m gerektirebilir. Ayr\u0131ca, nicel ve<\/span><span style=\"font-weight: 400;\"> nitel veri analizi<\/span><span style=\"font-weight: 400;\"> aras\u0131ndaki farklar da metodolojilerin de\u011fi\u015fmesine neden olabilir.<\/span><\/p><p>\u00a0<\/p><h3><strong>Veri Analizi Y\u00f6ntemleri<\/strong><\/h3><p><span style=\"font-weight: 400;\">Veri analizi y\u00f6ntemleri<\/span><span style=\"font-weight: 400;\"> ya da yakla\u015f\u0131mlar\u0131, kullan\u0131lan veri t\u00fcrlerine, analiz yap\u0131lacak konuya ve hedeflenen sonu\u00e7lara ba\u011fl\u0131 olarak \u00e7e\u015fitlilik g\u00f6sterebilir. <\/span><b>Ancak genel olarak, baz\u0131 temel veri analizi y\u00f6ntemleri \u015funlard\u0131r;<\/b><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u0130statistiksel Analiz: <\/b><span style=\"font-weight: 400;\">Veri setlerinin \u00f6zetlenmesi, desenlerin belirlenmesi ve sonu\u00e7lar\u0131n g\u00fcvenilirli\u011finin de\u011ferlendirilmesi i\u00e7in istatistiksel y\u00f6ntemler kullan\u0131l\u0131r. Bu y\u00f6ntemler aras\u0131nda ortalama, standart sapma, regresyon analizi, hipotez testleri ve varyans analizi bulunur.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Makine \u00d6\u011frenimi: <\/b><span style=\"font-weight: 400;\">Makine \u00f6\u011frenimi, veri setlerindeki desenleri tan\u0131mlamak, tahminler yapmak ve kararlar vermek i\u00e7in algoritmalar\u0131n kullan\u0131lmas\u0131d\u0131r. S\u0131n\u0131fland\u0131rma, regresyon, k\u00fcmeleme ve derin \u00f6\u011frenme gibi teknikler <\/span><span style=\"font-weight: 400;\">makine \u00f6\u011frenimi<\/span><span style=\"font-weight: 400;\"> alan\u0131nda kullan\u0131l\u0131r.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Veri Madencili\u011fi: Veri madencili\u011fi,<\/b> <span style=\"font-weight: 400;\">b\u00fcy\u00fck veri setlerindeki anlaml\u0131 bilgileri ke\u015ffetmek i\u00e7in istatistiksel ve matematiksel tekniklerin yan\u0131 s\u0131ra <\/span><span style=\"font-weight: 400;\">makine \u00f6\u011frenimi <\/span><span style=\"font-weight: 400;\">algoritmalar\u0131n\u0131 da kullan\u0131r. K\u00fcmeleri tan\u0131mlama, birliktelik analizi, s\u0131n\u0131fland\u0131rma ve tahminleme gibi teknikler <\/span><span style=\"font-weight: 400;\">veri madencili\u011fi<\/span><span style=\"font-weight: 400;\"> uygulamalar\u0131nda yayg\u0131n olarak kullan\u0131l\u0131r.<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-34bd031 elementor-widget elementor-widget-image\" data-id=\"34bd031\" data-element_type=\"widget\" data-e-type=\"widget\" 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=\"759\" height=\"1024\" src=\"https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/02-1-759x1024.jpg\" class=\"attachment-large size-large wp-image-3245\" alt=\"\" srcset=\"https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/02-1-759x1024.jpg 759w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/02-1-222x300.jpg 222w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/02-1-768x1037.jpg 768w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/02-1-1138x1536.jpg 1138w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/02-1-1517x2048.jpg 1517w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/02-1-scaled.jpg 1896w\" sizes=\"(max-width: 759px) 100vw, 759px\" \/>\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<div class=\"elementor-element elementor-element-289499a elementor-widget elementor-widget-text-editor\" data-id=\"289499a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Nicel Veri Analizi: <\/b><span style=\"font-weight: 400;\">Nicel veri analizi<\/span><span style=\"font-weight: 400;\">, say\u0131sal verilerin kullan\u0131ld\u0131\u011f\u0131 ve istatistiksel y\u00f6ntemlerin a\u011f\u0131rl\u0131kl\u0131 oldu\u011fu bir analiz t\u00fcr\u00fcd\u00fcr. Bu t\u00fcr analizde, say\u0131sal verilerin \u00f6zetlenmesi, kar\u015f\u0131la\u015ft\u0131r\u0131lmas\u0131 ve modellemesi yap\u0131l\u0131r.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Nitel Veri Analizi: <\/b><span style=\"font-weight: 400;\">Nitel veri analizi,<\/span><span style=\"font-weight: 400;\"> s\u00f6zel veya g\u00f6rsel verilerin kullan\u0131ld\u0131\u011f\u0131 ve genellikle betimsel ve interpretatif yakla\u015f\u0131mlar\u0131n benimsendi\u011fi bir analiz t\u00fcr\u00fcd\u00fcr. Bu t\u00fcr analizde, verilerin kapsaml\u0131 bir \u015fekilde anla\u015f\u0131lmas\u0131 ve yorumlanmas\u0131 \u00f6nemlidir.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u0130\u00e7erik Analizi:<\/b> <span style=\"font-weight: 400;\">\u0130\u00e7erik analizi, metin, g\u00f6r\u00fcnt\u00fc veya di\u011fer medya t\u00fcrlerindeki verilerin sistematik olarak incelenmesi ve analiz edilmesidir. Bu y\u00f6ntem, belirli kategorilere g\u00f6re i\u00e7eriklerin s\u0131n\u0131fland\u0131r\u0131lmas\u0131 ve anlaml\u0131 desenlerin belirlenmesi i\u00e7in kullan\u0131l\u0131r.<\/span><\/li><\/ul><p>\u00a0<\/p><h3><strong>Veri Etiketleme (Data Annotation) Nedir?<\/strong><\/h3><p><span style=\"font-weight: 400;\">Verilerin do\u011fru \u015fekilde toplanmas\u0131n\u0131n ve i\u015flenmesinin \u00f6nemini daha \u00f6nce de bir ka\u00e7 kez ifade ettik. <\/span><span style=\"font-weight: 400;\">Veri etiketleme<\/span><span style=\"font-weight: 400;\">, veri analiz s\u00fcrecinin yap\u0131 ta\u015f\u0131n\u0131 olu\u015fturmaktad\u0131r. <\/span><b>G\u00fcn\u00fcm\u00fczde Yapay Zeka teknolojilerinin geli\u015fmi\u015f olmas\u0131 sayesinde <\/b><b>veri etiketleme <\/b><b>s\u00fcre\u00e7leri de kolayla\u015fm\u0131\u015ft\u0131r.<\/b><\/p><p><span style=\"font-weight: 400;\">Art\u0131k<\/span><span style=\"font-weight: 400;\"> veri etiketleme<\/span><span style=\"font-weight: 400;\">, verileri anlaml\u0131 kategorilere g\u00f6re i\u015faretleyerek yapay zekaya bu i\u00e7erikleri anlama ve i\u015fleme yetene\u011fi kazand\u0131rma s\u00fcreci olarak tan\u0131mlanabilir.<\/span><\/p><p><b>Bu s\u00fcre\u00e7, yapay zeka modellerinin e\u011fitimi i\u00e7in temel bir ad\u0131md\u0131r.<\/b><span style=\"font-weight: 400;\"> \u0130\u015faretlenen veriler, yapay zekan\u0131n \u00f6\u011frenme s\u00fcrecini \u015fekillendirir ve modelin do\u011frulu\u011funu belirler. Do\u011fru ve \u00e7e\u015fitli etiketlemelerle e\u011fitilen bir model, veri hakk\u0131nda daha derinlemesine bilgi sahibi olur ve daha do\u011fru \u00e7\u0131kt\u0131lar \u00fcretebilir.<\/span><\/p><p><br \/><br \/><\/p><h3><strong>Veri Nas\u0131l Etiketlenir?<\/strong><\/h3><p><b>Veri etiketleme<\/b><b>, ses, metin veya g\u00f6r\u00fcnt\u00fc gibi \u00e7e\u015fitli veri t\u00fcrlerinde farkl\u0131 \u015fekillerde ger\u00e7ekle\u015ftirilir.<\/b><span style=\"font-weight: 400;\">\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">\u00d6rne\u011fin, ses dosyalar\u0131nda her kelime, metinlerde anlaml\u0131 par\u00e7alar veya g\u00f6r\u00fcnt\u00fclerdeki varl\u0131klar belirli kategorilere g\u00f6re i\u015faretlenir. Bu i\u015flem genellikle insanlar taraf\u0131ndan ger\u00e7ekle\u015ftirilir \u00e7\u00fcnk\u00fc makine \u00f6\u011frenimi modelleri, verileri do\u011fru \u015fekilde anlamak i\u00e7in insan zekas\u0131n\u0131n rehberli\u011fine ihtiya\u00e7 duyar.<\/span><\/p><p>\u00a0<\/p><h3><strong>Do\u011fal Dil \u0130\u015fleme i\u00e7in Veri Etiketleme<\/strong><\/h3><p><b>Do\u011fal Dil \u0130\u015fleme<\/b><b>, do\u011fal dilleri anlaman\u0131n zekas\u0131n\u0131 \u00f6\u011frenen sistemdir.<\/b><span style=\"font-weight: 400;\"> B\u00f6yle bir sistem i\u00e7in etiketlenen veriler, do\u011fal dillerde olu\u015fturulmu\u015f i\u00e7eriklerden olu\u015fur. Bu i\u00e7eriklere objektif bilgi aktar\u0131m\u0131na dayal\u0131 makaleler ya da ki\u015fisel g\u00f6r\u00fc\u015flere dayal\u0131 sosyal medya yorumlar\u0131 \u00f6rnek verilebilir.<\/span><\/p><p><span style=\"font-weight: 400;\">Do\u011fal Dil \u0130\u015fleme i\u00e7in Veri Etiketleme<\/span><span style=\"font-weight: 400;\">, metinlerdeki anlaml\u0131 her par\u00e7an\u0131n ne hakk\u0131nda oldu\u011funu i\u015faretleme i\u015flemidir; <\/span><b>bu y\u00f6n\u00fcyle paragrafta anlam ya da c\u00fcmlede anlam sorusu \u00e7\u00f6zmeye benzetilebilir.<\/b><span style=\"font-weight: 400;\">\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Metinlerdeki anlamlar, hem bahsedilen konu hem de konu hakk\u0131ndaki yarg\u0131n\u0131n bilgisini ta\u015f\u0131r. \u00c7o\u011fu metin, i\u00e7eri\u011findeki konu ile birlikte ta\u015f\u0131d\u0131\u011f\u0131 duygu i\u00e7in de etiketlenmeye uygundur.<\/span><\/p><p>\u00a0<\/p><h3><strong>Artiwise ile B\u00fcy\u00fck Veri \u00c7a\u011f\u0131na Ayak Uydurun!<\/strong><\/h3><p><b>Artiwise, geli\u015fmi\u015f yapay zeka yeteneklerine sahip bir <\/b><b>M\u00fc\u015fterinin Sesi (VoC) <\/b><b>\u00e7\u00f6z\u00fcm\u00fcd\u00fcr.<\/b><span style=\"font-weight: 400;\">\u00a0 Bu \u00e7\u00f6z\u00fcm, m\u00fc\u015fteri ileti\u015fim kanallar\u0131ndaki verileri anl\u0131k olarak toplar ve<\/span><b> GDPR<\/b><span style=\"font-weight: 400;\"> ve<\/span><b> ISO 27001 <\/b><span style=\"font-weight: 400;\">gereksinimlerini kar\u015f\u0131layarak i\u015fler.<\/span><\/p><p><span style=\"font-weight: 400;\">Ger\u00e7ek zamanl\u0131 olarak takip edilen M\u00fc\u015fterinin Sesi geli\u015fmi\u015f VoC veri analizi yetenekleri ile i\u015flenir ve anlaml\u0131<\/span><span style=\"font-weight: 400;\"> m\u00fc\u015fteri i\u00e7g\u00f6r\u00fclerine<\/span><span style=\"font-weight: 400;\"> d\u00f6n\u00fc\u015f\u00fcr. <\/span><b>Artiwise, h\u0131zl\u0131, etkili ve do\u011fru veri analizi s\u00fcre\u00e7leriyle stratejik kararlar alman\u0131z\u0131 sa\u011flar,<\/b> <span style=\"font-weight: 400;\">m\u00fc\u015fteri deneyimi<\/span><span style=\"font-weight: 400;\"> operasyonlar\u0131n\u0131z\u0131 iyile\u015ftirir veya \u00fcr\u00fcn\/hizmetlerinizi optimize eder.<\/span><\/p><p><span style=\"font-weight: 400;\">Ayr\u0131ca, Artiwise verilerinizi i\u00e7erdikleri konular ve ta\u015f\u0131d\u0131klar\u0131 duygular \u00e7er\u00e7evesinde kolayca etiketlemenize olanak tan\u0131r. Bu, do\u011fal dil i\u015fleme alan\u0131ndaki g\u00fc\u00e7l\u00fc algoritmalar\u0131 ve ger\u00e7ek\u00e7i <\/span><span style=\"font-weight: 400;\">veri etiketleme <\/span><span style=\"font-weight: 400;\">\u00e7al\u0131\u015fmalar\u0131 sayesinde m\u00fcmk\u00fcn olmaktad\u0131r.<\/span><\/p><p><b>Artiwise&#8217;\u0131 kullanan \u015firketler, m\u00fc\u015fteri s\u00f6ylemlerindeki i\u00e7g\u00f6r\u00fcleri daha h\u0131zl\u0131 g\u00f6rebilir ve daha verimli aksiyonlar alabilir. <\/b><span style=\"font-weight: 400;\">E\u011fer siz de m\u00fc\u015fterilerinizi daha iyi anlamak ve i\u00e7g\u00f6r\u00fcler elde etmek istiyorsan\u0131z, <\/span><a href=\"https:\/\/artiwise.com\/#Form\"><span style=\"font-weight: 400;\">bizimle ileti\u015fime ge\u00e7ebilirsiniz.<\/span><\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>\u201cBilgi 21. y\u00fczy\u0131l\u0131n petrol\u00fc, analiti\u011fi ise motorudur.\u201d &#8211; Gartner. G\u00fcn\u00fcm\u00fczde veri, \u015firketlerin en de\u011ferli varl\u0131\u011f\u0131 haline geldi. Bu b\u00fcy\u00fck veri \u00e7a\u011f\u0131n\u0131n potansiyelini kullanabilen ve analitik yetenekleri geli\u015fmi\u015f \u015firketler, rekabet avantaj\u0131 elde edip s\u00fcrekli de\u011fi\u015fen pazar dinamiklerine uyum sa\u011flamakta daha ba\u015far\u0131l\u0131 oluyor. Veriler, \u015firketler i\u00e7in stratejik kararlar almak, trendleri belirlemek, m\u00fc\u015fteri davran\u0131\u015flar\u0131n\u0131 analiz etmek, \u00fcr\u00fcn geli\u015ftirme [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":3242,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[110],"tags":[],"sektor":[133],"class_list":["post-3241","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog-post","sektor-cx-genel"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.1.1 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Veri Analizi Nedir, Nas\u0131l Yap\u0131l\u0131r? | Artiwise<\/title>\n<meta name=\"description\" content=\"Veri analizi nedir, nas\u0131l yap\u0131l\u0131r? Ya da Veri etiketleme nedir? 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