{"id":730876,"date":"2022-08-20T11:00:52","date_gmt":"2022-08-20T18:00:52","guid":{"rendered":"https:\/\/www.questionpro.com\/blog\/orneklerle-veri-yonetimi-ve-veri-yonetisimi\/"},"modified":"2022-08-20T11:00:52","modified_gmt":"2022-08-20T11:00:52","slug":"orneklerle-veri-yonetimi-ve-veri-yonetisimi","status":"publish","type":"post","link":"https:\/\/www.questionpro.com\/blog\/tr\/orneklerle-veri-yonetimi-ve-veri-yonetisimi\/","title":{"rendered":"\u00d6rneklerle Veri Y\u00f6netimi ve Veri Y\u00f6neti\u015fimi"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">Veri, herhangi bir i\u015fletmenin veya kurulu\u015fun en de\u011ferli par\u00e7alar\u0131ndan biri olabilir. G\u00fcn\u00fcm\u00fcz\u00fcn ba\u015far\u0131l\u0131 \u015firketleri, \u015firket verilerini etkin bir \u015fekilde analiz etme, kullanma ve bu verilerle strateji olu\u015fturma becerileriyle tan\u0131mlanmaktad\u0131r. Zay\u0131f veri politikalar\u0131, bir kurulu\u015fa zarar verebilecek ciddi riskler olu\u015fturur. Verilerin do\u011fru \u015fekilde i\u015flendi\u011finden emin olmak i\u00e7in veri y\u00f6netimi ve veri y\u00f6neti\u015fimi uygulamalar\u0131n\u0131 kurmak ve anlamak \u00e7ok \u00f6nemlidir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">B\u00fcy\u00fck veri, firmalar\u0131n i\u00e7g\u00f6r\u00fc elde etmek ve daha iyi kararlar almak i\u00e7in kurumsal verileri kullanmas\u0131na olanak tan\u0131r. Veri y\u00f6netimi ve veri <a href=\"https:\/\/www.questionpro.com\/blog\/data-governance\/\">y\u00f6neti\u015fimi<\/a> \u00e7\u00f6z\u00fcmler sunar. Bu yaz\u0131n\u0131n yard\u0131m\u0131yla, tan\u0131mlar\u0131n\u0131 detayl\u0131 bir \u015fekilde inceleyerek bu fonksiyonlar aras\u0131ndaki temel farklar\u0131 \u00f6\u011freneceksiniz.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">Veri y\u00f6neti\u015fimi nedir?<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Veri y\u00f6neti\u015fimi, bir \u015firketin verilerin d\u00fczg\u00fcn bir \u015fekilde i\u015flenmesi ve saklanmas\u0131na y\u00f6nelik genel plan\u0131n\u0131 olu\u015fturan politikalar\u0131, uygulamalar\u0131 ve standartlar\u0131 ifade eder. Stratejik karar alma s\u00fcrecinde kuruma yard\u0131mc\u0131 olur. Bu, bir politikaya ihtiya\u00e7 duyan \u00f6nemli bir i\u015f program\u0131d\u0131r ve bu politikaya en iyi \u015fekilde \u015firketteki herkesin kabul etmesiyle ula\u015f\u0131l\u0131r.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Bir kurulu\u015fun kurallara uymas\u0131n\u0131, riskleri azaltmas\u0131n\u0131, veri g\u00fcvenli\u011fini art\u0131rmas\u0131n\u0131 ve verilerinden birinin sorumlu olmas\u0131n\u0131 sa\u011flamak i\u00e7in iyi bir veri y\u00f6neti\u015fimi stratejisine ihtiya\u00e7 vard\u0131r. Ba\u015far\u0131l\u0131 olmak i\u00e7in veri y\u00f6neti\u015fiminin t\u00fcm temel par\u00e7alar\u0131n\u0131n birlikte \u00e7al\u0131\u015fmas\u0131 gerekir. \u015fimdi de baz\u0131 fakt\u00f6rlere bir g\u00f6z atal\u0131m:<\/span><b><\/b><\/p>\n<ul>\n<li aria-level=\"1\"><b>\u0130nsanlar<\/b><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Neredeyse her \u00e7al\u0131\u015fan bir \u015fekilde veri kullan\u0131r. Dolay\u0131s\u0131yla, veriyi yaratan ve y\u00f6neten ve nihayetinde iyi y\u00f6netilen veriden faydalanacak olanlar insanlar oldu\u011fu i\u00e7in veri y\u00f6neti\u015fimi politikalar\u0131n\u0131n \u00f6nemli bir par\u00e7as\u0131d\u0131r. Konu uzmanlar\u0131, \u00e7e\u015fitli i\u015f s\u00fcre\u00e7leri i\u00e7in standartla\u015ft\u0131r\u0131lm\u0131\u015f i\u015f terimlerini ve kalite e\u015fiklerini tan\u0131mlayabilir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">BT uzmanlar\u0131 ve veritaban\u0131 y\u00f6neticileri teknolojinin t\u00fcm y\u00f6nleriyle ilgilenir. Veri sorumlular\u0131 kalite sorunlar\u0131n\u0131 ele al\u0131r. Hukuk ve g\u00fcvenlik uzmanlar\u0131 veri gizlili\u011fini korur. Fonksiyonlar aras\u0131 y\u00f6neticilerden olu\u015fan kurul veya konsey, kurumsal sorunlar\u0131n \u00e7\u00f6z\u00fcm\u00fcnden sorumludur.<\/span><b><\/b><\/p>\n<ul>\n<li aria-level=\"1\"><b>Politikalar ve kurallar<\/b><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u0130zin, kalite, saklama ve g\u00fcvenlik, kurulu\u015flar\u0131n faaliyetlerini ve prosed\u00fcrlerini y\u00f6neten politika ve d\u00fczenlemelerden sadece birka\u00e7\u0131d\u0131r. \u00d6rne\u011fin bir politika, bilgilere kimlerin eri\u015febilece\u011fini ve bu bilgilerden kimlerin yararlanabilece\u011fini, bu bilgilerin ne kadar s\u00fcreyle dosyada tutulaca\u011f\u0131n\u0131 ve belirli t\u00fcrdeki verilerin nerede saklanaca\u011f\u0131n\u0131 belirleyebilir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ki\u015fisel bilgileri kullanmak i\u00e7in onay gerektiren bir politikan\u0131z olabilir. Bir kural, t\u00fcketicilerin ki\u015fisel bilgileri elde edildi\u011finde ne t\u00fcr onay vermeleri gerekti\u011fini belirleyebilir. Ba\u015fka bir kural, bir m\u00fc\u015fteriye promosyon teklifi g\u00f6nderilmeden \u00f6nce m\u00fc\u015fterinin pazarlama izninin do\u011frulanmas\u0131 gerekti\u011fini belirtebilir.<\/span><b><\/b><\/p>\n<ul>\n<li aria-level=\"1\"><b>Metrikler:<\/b><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Teknik \u00f6l\u00e7\u00fcmler genellikle bir uygulamadaki yinelenen kay\u0131t say\u0131s\u0131 gibi \u015feyleri i\u00e7erir. Bunlar aras\u0131nda verilerin ne kadar do\u011fru ve eksiksiz oldu\u011funun yan\u0131 s\u0131ra ka\u00e7 ki\u015fisel veri unsurunun \u015fifrelendi\u011fi veya gizlendi\u011fi de yer almaktad\u0131r.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Finansal analistler ve kredi verenler, bir \u015firketin finansal sa\u011fl\u0131\u011f\u0131n\u0131 \u00f6l\u00e7mek i\u00e7in \u00f6denmemi\u015f sat\u0131\u015f g\u00fcnlerini (DSO) kullan\u0131r. DSO ortalaman\u0131n \u00fczerindeyse, analistler ve kredi verenler \u015firketin tahminini d\u00fc\u015f\u00fcrebilir veya finansman maliyetini y\u00fckseltebilir. Eksik m\u00fc\u015fteri adresi verileri faturalama d\u00f6ng\u00fc s\u00fcresini ve DSO&#8217;yu art\u0131r\u0131r.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">Veri y\u00f6netimi nedir?<\/span><\/h2>\n<p><span style=\"font-weight: 400;\"><a href=\"https:\/\/www.questionpro.com\/blog\/customer-data-management\/\">Veri y\u00f6netimi<\/a> \u00e7o\u011funlukla veri y\u00f6neti\u015fimi stratejisinin eyleme ge\u00e7irilmesiyle ilgilidir. Bir kurulu\u015fun t\u00fcm veri i\u015f ak\u0131\u015f\u0131n\u0131 y\u00f6netmek i\u00e7in ihtiya\u00e7 duydu\u011fu mimarileri, politikalar\u0131 ve prosed\u00fcrleri olu\u015fturma ve uygulamaya \u00e7al\u0131\u015fma s\u00fcrecidir. Bir veri y\u00f6netimi stratejisi kullanmak, verilerin olu\u015fturuldu\u011fu andan geri \u00e7ekildi\u011fi ana kadar t\u00fcm s\u00fcre\u00e7 boyunca genel \u015firket y\u00f6nergelerine g\u00f6re y\u00f6netilmesini sa\u011flamaya yard\u0131mc\u0131 olur.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Veri y\u00f6neti\u015fimi ve veri y\u00f6netimi aras\u0131ndaki \u00f6nemli farklara ge\u00e7meden \u00f6nce, veri y\u00f6netiminin temel bile\u015fenlerine h\u0131zl\u0131ca bir g\u00f6z atal\u0131m:<\/span><\/p>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Veri haz\u0131rlama:<\/b><span style=\"font-weight: 400;\">  Veri haz\u0131rlama, ham verilerin do\u011fru bir \u015fekilde incelenebilmesi i\u00e7in temizlenmesi ve de\u011fi\u015ftirilmesi eylemini ifade eder. Bu s\u00fcrecin tamamlanmas\u0131 olduk\u00e7a uzun bir zaman alabilir. Raporlama ve analizi tamamlama tela\u015f\u0131yla, bu \u00f6nemli ilk ad\u0131m\u0131n atlanmas\u0131 riski vard\u0131r. Sonu\u00e7 olarak, i\u015fletmeler yanl\u0131\u015f verilere dayanarak k\u00f6t\u00fc kararlar alabilirler.<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<ul>\n<li aria-level=\"1\"><b>Veri boru hatlar\u0131:  <\/b><span style=\"font-weight: 400;\">Verilerin bir sistemden di\u011ferine otomatik olarak ta\u015f\u0131nmas\u0131 s\u00fcreci, veri boru hatlar\u0131n\u0131n yard\u0131m\u0131yla tamamlanabilir. Bu hedefe zaman\u0131nda ula\u015f\u0131l\u0131r.<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-level=\"1\"><b>Verileri ay\u0131klay\u0131n, d\u00f6n\u00fc\u015ft\u00fcr\u00fcn ve bir veritaban\u0131na y\u00fckleyin:  <\/b><span style=\"font-weight: 400;\">Bu, bir i\u015fletmenin veritaban\u0131 sistemine y\u00fcklenebilmesi i\u00e7in verilerde de\u011fi\u015fiklik yapmak anlam\u0131na gelir. Bunlar olu\u015fturulduktan sonra, genellikle otomatik s\u00fcre\u00e7ler arac\u0131l\u0131\u011f\u0131yla yap\u0131l\u0131r. Ancak genellikle \u00f6nce boru hatt\u0131 \u00fczerinde haz\u0131rl\u0131k ve \u00e7al\u0131\u015fma yap\u0131lmas\u0131 gerekir.<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-level=\"1\"><b>Veri kataloglar\u0131:<\/b><span style=\"font-weight: 400;\"> Verileri d\u00fczenlemek ve bulmay\u0131 ve takip etmeyi kolayla\u015ft\u0131rmak, verilerin eksiksiz bir temsilini olu\u015fturmaya yard\u0131mc\u0131 olur.<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-level=\"1\"><b>Veri depolama tesisleri:<\/b><span style=\"font-weight: 400;\"> T\u00fcm \u00e7e\u015fitli veri kaynaklar\u0131n\u0131 tek bir noktada merkezile\u015ftirdikleri i\u00e7in veri analizi s\u00fcrecini ger\u00e7ekle\u015ftirmeyi \u00f6nemli \u00f6l\u00e7\u00fcde daha az zor hale getirir.<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-level=\"1\"><b>Veri y\u00f6neti\u015fimi:<\/b><span style=\"font-weight: 400;\"> Bu, uyumlulu\u011fu ve veri g\u00fcvenli\u011fini s\u00fcrd\u00fcrmek i\u00e7in izlenmesi gereken kurallar\u0131n ve prosed\u00fcrlerin tan\u0131mlanmas\u0131na yard\u0131mc\u0131 olabilir.<\/span><\/li>\n<\/ul>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Veri yap\u0131s\u0131<\/b><span style=\"font-weight: 400;\"> veri ak\u0131\u015f\u0131n\u0131 y\u00f6netmek i\u00e7in kullan\u0131lan resmi olarak organize edilmi\u015f \u00e7er\u00e7evedir.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Verilerin g\u00fcvenli\u011fi:<\/b><span style=\"font-weight: 400;\"> Veri g\u00fcvenli\u011fi sisteminizi olu\u015fturan bile\u015fenler, verilerinizin de\u011fi\u015ftirilmesini veya bunu yapmas\u0131na izin verilmeyen ki\u015filer taraf\u0131ndan g\u00f6r\u00fclmesini \u00f6nlemek i\u00e7in uygulamaya konulan koruma \u00f6nlemleridir.<\/span><\/li>\n<\/ul>\n<h2><span style=\"font-weight: 400;\">Veri y\u00f6neti\u015fimi ve veri y\u00f6netimi: Aradaki fark<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u015eimdi veri y\u00f6netimine kar\u015f\u0131 veri y\u00f6neti\u015fimine daha yak\u0131ndan bakal\u0131m. Bir veri y\u00f6netimi plan\u0131n\u0131n uygulanmas\u0131 s\u00f6z konusu oldu\u011funda, veri y\u00f6neti\u015fimi gerekli y\u00f6nlendirmeyi sa\u011flar.<\/span><\/p>\n<table>\n<tbody>\n<tr>\n<td><b>Veri Y\u00f6neti\u015fimi<\/b><\/td>\n<td><b>Veri Y\u00f6netimi<\/b><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">Bu, veri kalitesini y\u00f6netmek i\u00e7in politikalar\u0131, d\u00fczenlemeleri ve prosed\u00fcrleri i\u00e7erir.<\/span><\/td>\n<td><span style=\"font-weight: 400;\">Bu, verilerin nas\u0131l y\u00f6netildi\u011fini ifade eder.<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">Bilginin uygulanmas\u0131n\u0131, prosed\u00fcrlerin geli\u015ftirilmesini ve teorilerin form\u00fcle edilmesini ifade eder.<\/span><\/td>\n<td><span style=\"font-weight: 400;\">Verilerin toplanmas\u0131, d\u00fczenlenmesi, korunmas\u0131, i\u015flenmesi, tasnif edilmesi ve muhafaza edilmesini ifade eder.<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">Depolanan verilerin do\u011frulu\u011funu ve b\u00fct\u00fcnl\u00fc\u011f\u00fcn\u00fc sa\u011flamay\u0131 ama\u00e7lar.<\/span><\/td>\n<td><span style=\"font-weight: 400;\">Genel kaliteyi ve parasal de\u011feri iyile\u015ftirmeyi ama\u00e7lamaktad\u0131r.<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">Bu, y\u00fcksek kaliteli veri elde etmeye y\u00f6nelik bir stratejidir.<\/span><\/td>\n<td><span style=\"font-weight: 400;\">Ger\u00e7ekleri mant\u0131kl\u0131 bir \u015fekilde d\u00fczenlemek i\u00e7in bir y\u00f6ntemdir.<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">Felsefi ve i\u015f odakl\u0131.<\/span><\/td>\n<td><span style=\"font-weight: 400;\">Lojistik ve teknoloji odakl\u0131.<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&nbsp;<\/p>\n<h2><span style=\"font-weight: 400;\">Veri y\u00f6neti\u015fimi ile veri y\u00f6netimi nas\u0131l etkile\u015fim i\u00e7indedir?<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Veri y\u00f6neti\u015fimi ve veri y\u00f6netimi, bir kurulu\u015fun veri g\u00fcvenli\u011fi ve bak\u0131m hedeflerine ula\u015fma kapasitesini etkiler; bunlardan ilki politikalara, ikincisi ise prosed\u00fcrlere odaklan\u0131r.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u00d6rne\u011fin, bir <a href=\"https:\/\/www.questionpro.com\/blog\/data-governance\/\">veri y\u00f6netimi<\/a> politikas\u0131, d\u00fczenlemelere uymak i\u00e7in t\u00fcketici verilerinin yedi y\u0131l saklanmas\u0131n\u0131 talep edebilir. Ard\u0131ndan, veri y\u00f6netimi i\u015flemleri veri depolama sistemlerindeki verileri ar\u015fivleyebilir ve silebilir.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">Sonu\u00e7<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Veri y\u00f6neti\u015fimi ve veri y\u00f6netimi iki farkl\u0131 \u015fey olsa da ama\u00e7lar\u0131 ayn\u0131d\u0131r. Kurulu\u015funuzun verilerini uzun vadede etkili ve faydal\u0131 bir \u015fekilde kullanabilmesini sa\u011flamak i\u00e7in hem veri y\u00f6neti\u015fimi hem de veri y\u00f6netiminin mevcut olmas\u0131 \u00e7ok \u00f6nemlidir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">QuestionPro sadece anket yaz\u0131l\u0131m\u0131ndan \u00e7ok daha fazlas\u0131d\u0131r; her sorun ve sekt\u00f6r i\u00e7in bir \u00e7\u00f6z\u00fcm\u00fcm\u00fcz var. Ayr\u0131ca verileri y\u00f6netmek i\u00e7in InsightsHub ara\u015ft\u0131rma k\u00fct\u00fcphanemiz gibi platformlar\u0131m\u0131z da var.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">D\u00fcnyan\u0131n d\u00f6rt bir yan\u0131ndaki kurulu\u015flar, verileri daha iyi y\u00f6netmek, i\u00e7g\u00f6r\u00fc elde etmek i\u00e7in gereken s\u00fcreyi k\u0131saltmak ve ge\u00e7mi\u015f verilerin kullan\u0131m\u0131n\u0131 iyile\u015ftirmek i\u00e7in bilgi y\u00f6netimi sistemlerini ve InsightsHub gibi ara\u00e7lar\u0131 kullan\u0131rken maliyetleri d\u00fc\u015f\u00fcr\u00fcyor ve yat\u0131r\u0131m getirisini art\u0131r\u0131yor.<\/span><\/p>\n<p style=\"text-align: center;\"><a href=\"https:\/\/www.questionpro.com\/insightshub\/\" target=\"_blank\" rel=\"noopener\"><button>DAHA FAZLA BI\u0307LGI\u0307 EDI\u0307NI\u0307N<\/button><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Veri, herhangi bir i\u015fletmenin veya kurulu\u015fun en de\u011ferli par\u00e7alar\u0131ndan biri olabilir. G\u00fcn\u00fcm\u00fcz\u00fcn ba\u015far\u0131l\u0131 \u015firketleri, \u015firket verilerini etkin bir \u015fekilde analiz [&hellip;]<\/p>\n","protected":false},"author":49,"featured_media":717427,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_genesis_hide_title":false,"_genesis_hide_breadcrumbs":false,"_genesis_hide_singular_image":false,"_genesis_hide_footer_widgets":false,"_genesis_custom_body_class":"","_genesis_custom_post_class":"","_genesis_layout":"","footnotes":""},"categories":[1212],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u00d6rneklerle Veri Y\u00f6netimi ve Veri Y\u00f6neti\u015fimi | QuestionPro<\/title>\n<meta name=\"description\" content=\"Veri y\u00f6neti\u015fimi ve veri y\u00f6netimi hakk\u0131nda konu\u015furken, ilki operasyonu a\u00e7\u0131klar, ikincisi ise uygulamad\u0131r.\" \/>\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.questionpro.com\/blog\/tr\/orneklerle-veri-yonetimi-ve-veri-yonetisimi\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u00d6rneklerle Veri Y\u00f6netimi ve Veri Y\u00f6neti\u015fimi | QuestionPro\" \/>\n<meta property=\"og:description\" content=\"Veri y\u00f6neti\u015fimi ve veri y\u00f6netimi hakk\u0131nda konu\u015furken, ilki operasyonu a\u00e7\u0131klar, ikincisi ise uygulamad\u0131r.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.questionpro.com\/blog\/tr\/orneklerle-veri-yonetimi-ve-veri-yonetisimi\/\" \/>\n<meta property=\"og:site_name\" content=\"QuestionPro\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/questionpro\" \/>\n<meta property=\"article:published_time\" content=\"2022-08-20T18:00:52+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2022-08-20T11:00:52+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.questionpro.com\/blog\/wp-content\/uploads\/2022\/08\/data-management-vs-data-governance.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"992\" \/>\n\t<meta property=\"og:image:height\" content=\"594\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Fabyio Villegas\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@questionpro\" \/>\n<meta name=\"twitter:site\" content=\"@questionpro\" \/>\n<meta name=\"twitter:label1\" content=\"Yazan:\" \/>\n\t<meta name=\"twitter:data1\" content=\"Fabyio Villegas\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tahmini okuma s\u00fcresi\" \/>\n\t<meta name=\"twitter:data2\" content=\"7 dakika\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/www.questionpro.com\/blog\/tr\/orneklerle-veri-yonetimi-ve-veri-yonetisimi\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.questionpro.com\/blog\/tr\/orneklerle-veri-yonetimi-ve-veri-yonetisimi\/\"},\"author\":{\"name\":\"Fabyio Villegas\",\"@id\":\"https:\/\/www.questionpro.com\/blog\/tr\/#\/schema\/person\/4f0c1596eb1a64b215717f16e263068d\"},\"headline\":\"\u00d6rneklerle Veri Y\u00f6netimi ve Veri Y\u00f6neti\u015fimi\",\"datePublished\":\"2022-08-20T18:00:52+00:00\",\"dateModified\":\"2022-08-20T11:00:52+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/www.questionpro.com\/blog\/tr\/orneklerle-veri-yonetimi-ve-veri-yonetisimi\/\"},\"wordCount\":1413,\"publisher\":{\"@id\":\"https:\/\/www.questionpro.com\/blog\/tr\/#organization\"},\"articleSection\":[\"\u0130\u00e7g\u00f6r\u00fc Merkezi\"],\"inLanguage\":\"tr\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.questionpro.com\/blog\/tr\/orneklerle-veri-yonetimi-ve-veri-yonetisimi\/\",\"url\":\"https:\/\/www.questionpro.com\/blog\/tr\/orneklerle-veri-yonetimi-ve-veri-yonetisimi\/\",\"name\":\"\u00d6rneklerle Veri Y\u00f6netimi ve Veri Y\u00f6neti\u015fimi | QuestionPro\",\"isPartOf\":{\"@id\":\"https:\/\/www.questionpro.com\/blog\/tr\/#website\"},\"datePublished\":\"2022-08-20T18:00:52+00:00\",\"dateModified\":\"2022-08-20T11:00:52+00:00\",\"description\":\"Veri y\u00f6neti\u015fimi ve veri y\u00f6netimi hakk\u0131nda konu\u015furken, ilki operasyonu a\u00e7\u0131klar, ikincisi ise uygulamad\u0131r.\",\"breadcrumb\":{\"@id\":\"https:\/\/www.questionpro.com\/blog\/tr\/orneklerle-veri-yonetimi-ve-veri-yonetisimi\/#breadcrumb\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.questionpro.com\/blog\/tr\/orneklerle-veri-yonetimi-ve-veri-yonetisimi\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.questionpro.com\/blog\/tr\/orneklerle-veri-yonetimi-ve-veri-yonetisimi\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Ev\",\"item\":\"https:\/\/www.questionpro.com\/blog\/tr\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Pazar Ara\u015ft\u0131rmas\u0131\",\"item\":\"https:\/\/www.questionpro.com\/blog\/tr\/category\/pazar-arastirmasi-tr\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"\u0130\u00e7g\u00f6r\u00fc Merkezi\",\"item\":\"https:\/\/www.questionpro.com\/blog\/tr\/category\/icgoru-merkezi\/\"},{\"@type\":\"ListItem\",\"position\":4,\"name\":\"\u00d6rneklerle Veri Y\u00f6netimi ve Veri Y\u00f6neti\u015fimi\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.questionpro.com\/blog\/tr\/#website\",\"url\":\"https:\/\/www.questionpro.com\/blog\/tr\/\",\"name\":\"QuestionPro\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\/\/www.questionpro.com\/blog\/tr\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.questionpro.com\/blog\/tr\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"tr\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/www.questionpro.com\/blog\/tr\/#organization\",\"name\":\"QuestionPro\",\"url\":\"https:\/\/www.questionpro.com\/blog\/tr\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"tr\",\"@id\":\"https:\/\/www.questionpro.com\/blog\/tr\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/www.questionpro.com\/blog\/wp-content\/uploads\/2022\/10\/questionpro-logo.svg\",\"contentUrl\":\"https:\/\/www.questionpro.com\/blog\/wp-content\/uploads\/2022\/10\/questionpro-logo.svg\",\"caption\":\"QuestionPro\"},\"image\":{\"@id\":\"https:\/\/www.questionpro.com\/blog\/tr\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.facebook.com\/questionpro\",\"https:\/\/twitter.com\/questionpro\",\"https:\/\/www.linkedin.com\/company\/questionpro\/\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.questionpro.com\/blog\/tr\/#\/schema\/person\/4f0c1596eb1a64b215717f16e263068d\",\"name\":\"Fabyio Villegas\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"tr\",\"@id\":\"https:\/\/www.questionpro.com\/blog\/tr\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/c1eda364265c66792ad93d208502b662?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/c1eda364265c66792ad93d208502b662?s=96&d=mm&r=g\",\"caption\":\"Fabyio Villegas\"},\"description\":\"Copywriter and SEO Specialist. With over 11 years of experience in Digital Marketing and Educational Content Curation.\",\"url\":\"https:\/\/www.questionpro.com\/blog\/tr\/author\/fabiola\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u00d6rneklerle Veri Y\u00f6netimi ve Veri Y\u00f6neti\u015fimi | QuestionPro","description":"Veri y\u00f6neti\u015fimi ve veri y\u00f6netimi hakk\u0131nda konu\u015furken, ilki operasyonu a\u00e7\u0131klar, ikincisi ise uygulamad\u0131r.","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.questionpro.com\/blog\/tr\/orneklerle-veri-yonetimi-ve-veri-yonetisimi\/","og_locale":"tr_TR","og_type":"article","og_title":"\u00d6rneklerle Veri Y\u00f6netimi ve Veri Y\u00f6neti\u015fimi | QuestionPro","og_description":"Veri y\u00f6neti\u015fimi ve veri y\u00f6netimi hakk\u0131nda konu\u015furken, ilki operasyonu a\u00e7\u0131klar, ikincisi ise uygulamad\u0131r.","og_url":"https:\/\/www.questionpro.com\/blog\/tr\/orneklerle-veri-yonetimi-ve-veri-yonetisimi\/","og_site_name":"QuestionPro","article_publisher":"https:\/\/www.facebook.com\/questionpro","article_published_time":"2022-08-20T18:00:52+00:00","article_modified_time":"2022-08-20T11:00:52+00:00","og_image":[{"width":992,"height":594,"url":"https:\/\/www.questionpro.com\/blog\/wp-content\/uploads\/2022\/08\/data-management-vs-data-governance.jpg","type":"image\/jpeg"}],"author":"Fabyio Villegas","twitter_card":"summary_large_image","twitter_creator":"@questionpro","twitter_site":"@questionpro","twitter_misc":{"Yazan:":"Fabyio Villegas","Tahmini okuma s\u00fcresi":"7 dakika"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.questionpro.com\/blog\/tr\/orneklerle-veri-yonetimi-ve-veri-yonetisimi\/#article","isPartOf":{"@id":"https:\/\/www.questionpro.com\/blog\/tr\/orneklerle-veri-yonetimi-ve-veri-yonetisimi\/"},"author":{"name":"Fabyio Villegas","@id":"https:\/\/www.questionpro.com\/blog\/tr\/#\/schema\/person\/4f0c1596eb1a64b215717f16e263068d"},"headline":"\u00d6rneklerle Veri Y\u00f6netimi ve Veri Y\u00f6neti\u015fimi","datePublished":"2022-08-20T18:00:52+00:00","dateModified":"2022-08-20T11:00:52+00:00","mainEntityOfPage":{"@id":"https:\/\/www.questionpro.com\/blog\/tr\/orneklerle-veri-yonetimi-ve-veri-yonetisimi\/"},"wordCount":1413,"publisher":{"@id":"https:\/\/www.questionpro.com\/blog\/tr\/#organization"},"articleSection":["\u0130\u00e7g\u00f6r\u00fc Merkezi"],"inLanguage":"tr"},{"@type":"WebPage","@id":"https:\/\/www.questionpro.com\/blog\/tr\/orneklerle-veri-yonetimi-ve-veri-yonetisimi\/","url":"https:\/\/www.questionpro.com\/blog\/tr\/orneklerle-veri-yonetimi-ve-veri-yonetisimi\/","name":"\u00d6rneklerle Veri Y\u00f6netimi ve Veri Y\u00f6neti\u015fimi | QuestionPro","isPartOf":{"@id":"https:\/\/www.questionpro.com\/blog\/tr\/#website"},"datePublished":"2022-08-20T18:00:52+00:00","dateModified":"2022-08-20T11:00:52+00:00","description":"Veri y\u00f6neti\u015fimi ve veri y\u00f6netimi hakk\u0131nda konu\u015furken, ilki operasyonu a\u00e7\u0131klar, ikincisi ise uygulamad\u0131r.","breadcrumb":{"@id":"https:\/\/www.questionpro.com\/blog\/tr\/orneklerle-veri-yonetimi-ve-veri-yonetisimi\/#breadcrumb"},"inLanguage":"tr","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.questionpro.com\/blog\/tr\/orneklerle-veri-yonetimi-ve-veri-yonetisimi\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.questionpro.com\/blog\/tr\/orneklerle-veri-yonetimi-ve-veri-yonetisimi\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Ev","item":"https:\/\/www.questionpro.com\/blog\/tr\/"},{"@type":"ListItem","position":2,"name":"Pazar Ara\u015ft\u0131rmas\u0131","item":"https:\/\/www.questionpro.com\/blog\/tr\/category\/pazar-arastirmasi-tr\/"},{"@type":"ListItem","position":3,"name":"\u0130\u00e7g\u00f6r\u00fc Merkezi","item":"https:\/\/www.questionpro.com\/blog\/tr\/category\/icgoru-merkezi\/"},{"@type":"ListItem","position":4,"name":"\u00d6rneklerle Veri Y\u00f6netimi ve Veri Y\u00f6neti\u015fimi"}]},{"@type":"WebSite","@id":"https:\/\/www.questionpro.com\/blog\/tr\/#website","url":"https:\/\/www.questionpro.com\/blog\/tr\/","name":"QuestionPro","description":"","publisher":{"@id":"https:\/\/www.questionpro.com\/blog\/tr\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.questionpro.com\/blog\/tr\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"tr"},{"@type":"Organization","@id":"https:\/\/www.questionpro.com\/blog\/tr\/#organization","name":"QuestionPro","url":"https:\/\/www.questionpro.com\/blog\/tr\/","logo":{"@type":"ImageObject","inLanguage":"tr","@id":"https:\/\/www.questionpro.com\/blog\/tr\/#\/schema\/logo\/image\/","url":"https:\/\/www.questionpro.com\/blog\/wp-content\/uploads\/2022\/10\/questionpro-logo.svg","contentUrl":"https:\/\/www.questionpro.com\/blog\/wp-content\/uploads\/2022\/10\/questionpro-logo.svg","caption":"QuestionPro"},"image":{"@id":"https:\/\/www.questionpro.com\/blog\/tr\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/questionpro","https:\/\/twitter.com\/questionpro","https:\/\/www.linkedin.com\/company\/questionpro\/"]},{"@type":"Person","@id":"https:\/\/www.questionpro.com\/blog\/tr\/#\/schema\/person\/4f0c1596eb1a64b215717f16e263068d","name":"Fabyio Villegas","image":{"@type":"ImageObject","inLanguage":"tr","@id":"https:\/\/www.questionpro.com\/blog\/tr\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/c1eda364265c66792ad93d208502b662?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/c1eda364265c66792ad93d208502b662?s=96&d=mm&r=g","caption":"Fabyio Villegas"},"description":"Copywriter and SEO Specialist. With over 11 years of experience in Digital Marketing and Educational Content Curation.","url":"https:\/\/www.questionpro.com\/blog\/tr\/author\/fabiola\/"}]}},"featured_image_src":"https:\/\/www.questionpro.com\/blog\/wp-content\/uploads\/2022\/08\/data-management-vs-data-governance.jpg","featured_image_src_square":"https:\/\/www.questionpro.com\/blog\/wp-content\/uploads\/2022\/08\/data-management-vs-data-governance.jpg","author_info":{"display_name":"Fabyio Villegas","author_link":"https:\/\/www.questionpro.com\/blog\/tr\/author\/fabiola\/"},"_links":{"self":[{"href":"https:\/\/www.questionpro.com\/blog\/tr\/wp-json\/wp\/v2\/posts\/730876"}],"collection":[{"href":"https:\/\/www.questionpro.com\/blog\/tr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.questionpro.com\/blog\/tr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.questionpro.com\/blog\/tr\/wp-json\/wp\/v2\/users\/49"}],"replies":[{"embeddable":true,"href":"https:\/\/www.questionpro.com\/blog\/tr\/wp-json\/wp\/v2\/comments?post=730876"}],"version-history":[{"count":0,"href":"https:\/\/www.questionpro.com\/blog\/tr\/wp-json\/wp\/v2\/posts\/730876\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.questionpro.com\/blog\/tr\/wp-json\/wp\/v2\/media\/717427"}],"wp:attachment":[{"href":"https:\/\/www.questionpro.com\/blog\/tr\/wp-json\/wp\/v2\/media?parent=730876"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.questionpro.com\/blog\/tr\/wp-json\/wp\/v2\/categories?post=730876"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.questionpro.com\/blog\/tr\/wp-json\/wp\/v2\/tags?post=730876"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}