{"id":794868,"date":"2022-08-24T11:00:21","date_gmt":"2022-08-24T11:00:21","guid":{"rendered":"https:\/\/www.questionpro.com\/blog\/veri-kalitesi-yonetimi-tanim-en-iyi-uygulamalar\/"},"modified":"2022-08-24T11:00:21","modified_gmt":"2022-08-24T11:00:21","slug":"veri-kalitesi-yonetimi-tanim-en-iyi-uygulamalar","status":"publish","type":"post","link":"https:\/\/www.questionpro.com\/blog\/tr\/veri-kalitesi-yonetimi-tanim-en-iyi-uygulamalar\/","title":{"rendered":"Veri Kalitesi Y\u00f6netimi: Tan\u0131m + En \u0130yi Uygulamalar"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">Veri, bug\u00fcnlerde i\u015fletmeler i\u00e7in \u00f6nemli olan her \u015feyin merkezinde yer al\u0131yor. Kurulu\u015flar, en \u00f6nemli i\u015f kararlar\u0131n\u0131n \u00e7o\u011funu vermek i\u00e7in verilere ba\u011f\u0131ml\u0131d\u0131r. Sonu\u00e7 olarak, i\u015fletmeler bilginin etkinli\u011fini sa\u011flamak i\u00e7in kapsaml\u0131 bir veri kalitesi y\u00f6netim s\u00fcreci uygulamal\u0131d\u0131r. Bu nedenle DQM alan\u0131, \u00f6zellikle de b\u00fcy\u00fck veri \u00e7a\u011f\u0131nda \u00e7ok \u00f6nemli hale gelmi\u015ftir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0130\u015fletmeler b\u00fcy\u00fck veri patlamas\u0131ndan de\u011fer elde etmeden \u00f6nce, <a href=\"https:\/\/www.questionpro.com\/blog\/auto-advance-feature-update\/\">veri kalitesini<\/a> y\u00f6netmek i\u00e7in baz\u0131 uygulamalar\u0131 hayata ge\u00e7irmelidir. Bu uygulamalar bilgilerin tutarl\u0131, do\u011fru ve ge\u00e7erli olmas\u0131n\u0131 sa\u011flamaya yard\u0131mc\u0131 olacakt\u0131r.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Bu blog veri kalitesi y\u00f6netimini a\u00e7\u0131klamakta, veri kalitesini sa\u011flamak i\u00e7in gereken en iyi uygulamalar\u0131 tan\u0131mlamakta ve bunun neden \u00f6nemli oldu\u011funu a\u00e7\u0131klamaktad\u0131r. Bu konuda daha fazlas\u0131n\u0131 ke\u015ffetmek i\u00e7in bu blogun sonuna kadar bizimle kal\u0131n.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">Veri kalitesi y\u00f6netimi nedir?<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Veri kalitesi y\u00f6netimi, verilerin y\u00fcksek kalitesini korumak i\u00e7in tasarlanm\u0131\u015f bir y\u00f6ntemler b\u00fct\u00fcn\u00fcd\u00fcr. Genellikle DQM olarak adland\u0131r\u0131l\u0131r ve veri toplamadan geli\u015fmi\u015f bilgi s\u00fcre\u00e7lerini devreye sokmaya ve verileri yard\u0131mc\u0131 bir \u015fekilde da\u011f\u0131tmaya kadar her \u015feyi i\u00e7erir.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ayr\u0131ca sahip oldu\u011funuz bilgileri y\u00f6netebilmenize de yard\u0131mc\u0131 olur. Bilgilerinizden eyleme d\u00f6n\u00fc\u015ft\u00fcr\u00fclebilir ve daha da \u00f6nemlisi g\u00fcvenilir i\u00e7g\u00f6r\u00fcler elde etmek i\u00e7in, etkili DQM&#8217;nin tutarl\u0131 bir <a href=\"https:\/\/www.questionpro.com\/blog\/data-analytics-vs-data-analysis\/\">veri analizi<\/a> i\u00e7in hayati \u00f6nem ta\u015f\u0131d\u0131\u011f\u0131 d\u00fc\u015f\u00fcn\u00fclmektedir.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">Veri kalitesi y\u00f6netimi i\u00e7in \u00f6nemi<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Veri kalitesi y\u00f6netimi, verilerinizin anlamland\u0131r\u0131lmas\u0131nda \u00f6nemlidir ve bu da uzun vadede i\u015finize yard\u0131mc\u0131 olabilir. Veri kalitesini y\u00f6netmenin \u00f6neminden bahsedelim.<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0130yi bir DQM, t\u00fcm i\u015f giri\u015fimlerinin temelini olu\u015fturur. Veri kalitesi programlar\u0131n\u0131n y\u00f6netimi, bir kurulu\u015fun t\u00fcm departmanlar\u0131nda veri kalitesi i\u00e7in kurallar olu\u015fturur ve uygular. G\u00fcncel olmayan veya g\u00fcvenilir olmayan veriler hatalara yol a\u00e7abilir.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Do\u011fru ve g\u00fcncel veriler, \u015firketinizin d\u00fczenli operasyonlar\u0131n\u0131n net bir resmini verir. B\u00f6ylece t\u00fcm bu verileri daha yukar\u0131 ve a\u015fa\u011f\u0131 y\u00f6nde kullanan uygulamalardan emin olabilirsiniz. Veri kalitesi y\u00f6netimi kullan\u0131larak maliyetler de azalt\u0131labilir.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">K\u00f6t\u00fc kalite, sipari\u015flerin veya harcamalar\u0131n takibini kaybetmek gibi maliyetli hatalara ve g\u00f6zden ka\u00e7malara yol a\u00e7abilir. Bilgilerinizi g\u00fc\u00e7l\u00fc bir \u015fekilde anlayan DQM, i\u015finizi ve maliyetlerini anlaman\u0131za yard\u0131mc\u0131 olan sa\u011flam bir veritaban\u0131 sunar.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Uyumluluk ve risk hedeflerini kar\u015f\u0131lamak istiyorsan\u0131z DQM nihai bir gerekliliktir. Veri y\u00f6neti\u015fim kurulu veya konseyi gibi bir organ taraf\u0131ndan tan\u0131mlanan &#8220;kabul edilebilir&#8221; bir veri kalitesi seviyesi olabilir. \u015eeffaf s\u00fcre\u00e7ler ve a\u00e7\u0131k ileti\u015fim hatlar\u0131, m\u00fckemmel veri y\u00f6neti\u015fiminin temel bile\u015fenleridir.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Veri kalitesi, veri y\u00f6neti\u015fimi i\u00e7in bir \u00e7er\u00e7eve olu\u015fturma s\u00fcrecinde \u00e7ok \u00f6nemlidir. Ayr\u0131ca, etkili DQM veri y\u00f6neticilerinin g\u00f6revlerini daha etkili bir \u015fekilde yapmalar\u0131na yard\u0131mc\u0131 olur.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">Veri kalitesi y\u00f6netiminin en iyi uygulamalar\u0131<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">A\u015fa\u011f\u0131da, veri kalitesi y\u00f6netimi s\u00fcrecine yeni ba\u015flayan \u015firketlerin ak\u0131llar\u0131nda tutabilecekleri en iyi be\u015f uygulama yer almaktad\u0131r:<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">Uygulama 1: En Son Verileri \u0130nceleyin<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u0130lk olarak, muhtemelen m\u00fc\u015fterileriniz hakk\u0131nda \u00e7ok fazla bilgiye sahipsinizdir. Yetersiz verilerin yeni veri mimarinizde s\u0131k\u0131\u015f\u0131p kalmas\u0131n\u0131 istemezsiniz. Dolay\u0131s\u0131yla, DQM \u00fczerinde \u00e7al\u0131\u015fmaya ba\u015flad\u0131\u011f\u0131n\u0131zda, halihaz\u0131rda sahip oldu\u011funuz verileri denetlemelisiniz.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Bu, tutars\u0131zl\u0131klar\u0131n, hatalar\u0131n ve m\u00fckerrerliklerin bir listesini yapmak ve ortaya \u00e7\u0131kan sorunlar\u0131 d\u00fczeltmek anlam\u0131na gelir. Bu, altyap\u0131n\u0131za giren verilerin m\u00fcmk\u00fcn oldu\u011funca y\u00fcksek kalitede olmas\u0131n\u0131 sa\u011flamak i\u00e7in yap\u0131l\u0131r.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">Uygulama 2: Veri kalitesi y\u00f6netiminde g\u00fcvenlik duvarlar\u0131<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u015eirketi k\u00f6t\u00fc veri girmekten korumak i\u00e7in bir g\u00fcvenlik duvar\u0131 kurmak, sistemin yanl\u0131\u015f gitmesini \u00f6nlemeye yard\u0131mc\u0131 olabilir. G\u00fcvenlik duvar\u0131, metaforik bir yang\u0131n\u0131n yay\u0131lmas\u0131n\u0131 otomatik olarak engelleyen yaz\u0131l\u0131m olarak bilinir. Bu durumda yang\u0131n yanl\u0131\u015f verilerden kaynaklanacakt\u0131r.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">G\u00fcvenlik duvarlar\u0131, k\u00f6t\u00fc verilerin i\u00e7eri girmesini engelleyerek kullan\u0131c\u0131 hatalar\u0131n\u0131 durdurmaya yard\u0131mc\u0131 olur. Kullan\u0131c\u0131lar\u0131n hata yapmas\u0131 kolayd\u0131r, ancak g\u00fcvenlik duvarlar\u0131 bunlar\u0131 durdurmay\u0131 kolayla\u015ft\u0131r\u0131r.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Altyap\u0131ya veri ekleyebilecek maksimum kullan\u0131c\u0131 say\u0131s\u0131, verilerin ne kadar do\u011fru oldu\u011funu etkileyen \u00f6nemli bir fakt\u00f6rd\u00fcr. Ancak bir\u00e7ok b\u00fcy\u00fck i\u015fletmede, i\u00e7eri girmek i\u00e7in birden fazla yol olmas\u0131 \u00f6nemlidir.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">Uygulama 3: DQM ve BI&#8217;\u0131 bir araya getirin<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">G\u00fcn\u00fcm\u00fcz\u00fcn modern i\u015f k\u00fclt\u00fcr\u00fcnde, entegrasyon herkesin konu\u015ftu\u011fu s\u0131cak bir konudur. Sistemler entegre olduklar\u0131nda daha iyi \u00e7al\u0131\u015f\u0131rlar.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Kurumsal d\u00fczeydeki hi\u00e7bir firma, her veri kayd\u0131n\u0131n do\u011frulu\u011funu s\u00fcrekli olarak do\u011frulamay\u0131 hakl\u0131 g\u00f6steremez. Ancak, i\u015f zekas\u0131 ara\u00e7lar\u0131n\u0131n DQM ile entegre edilmesi s\u00fcrecin otomatikle\u015ftirilmesine yard\u0131mc\u0131 olabilir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u00d6rne\u011fin, s\u0131kl\u0131kla eri\u015filmesi beklenen yeni veri setleri, veri kalitesi y\u00f6netimi d\u00f6ng\u00fcs\u00fcn\u00fcn bir par\u00e7as\u0131 olarak denetlenebilir. De\u011ferlendirme i\u00e7in bunlar\u0131n belirlenmesine y\u00f6nelik kriterleri belirleyecektir.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">Uygulama 4: \u0130lgili Ki\u015fileri Rollerine Yerle\u015ftirin<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u015eirketinizdeki birka\u00e7 ki\u015fi veri kalitesi s\u00fcrecinden sorumludur. Ve bu i\u015flerin her biri kendi g\u00f6revleriyle birlikte gelir. Bu i\u015fler kendilerini i\u015flerine adam\u0131\u015f ki\u015filer taraf\u0131ndan yap\u0131ld\u0131\u011f\u0131nda, y\u00f6netim standartlar\u0131n\u0131n her zaman kar\u015f\u0131lanmas\u0131 beklenir.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">Uygulama 5: Veri Y\u00f6neti\u015fimi bir kurul olu\u015fturularak sa\u011flanabilir<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u015eirketleri veriye dayal\u0131 kararlar alman\u0131n tehlikelerine kar\u015f\u0131 g\u00fcvence alt\u0131na almak i\u00e7in bir veri y\u00f6neti\u015fimi kurulu olu\u015fturulmal\u0131d\u0131r. Kurum, veri y\u00f6neti\u015fimi i\u00e7in politikalar ve standartlar geli\u015ftirecektir. Paneldeki kat\u0131l\u0131mc\u0131lar\u0131n BT ve i\u015f d\u00fcnyas\u0131 profesyonellerinden olu\u015fmas\u0131 gerekmektedir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Yeni kalite hedeflerini tan\u0131mlamak ve DQB giri\u015fimlerinin farkl\u0131 LOB&#8217;larda DQM ilerlemesini izlemek i\u00e7in d\u00fczenli bir veri y\u00f6neti\u015fim kurulu toplant\u0131s\u0131 da gereklidir. Veri kalitesini art\u0131rmak i\u00e7in bunu \u00f6l\u00e7menin bir yolu olmal\u0131d\u0131r. Bu nedenle, do\u011fru bir \u00f6l\u00e7\u00fcm \u00f6l\u00e7e\u011fi yapmak yard\u0131mc\u0131 olur.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">Sonu\u00e7<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Bu blogun, verilerinizin kalitesini korumak i\u00e7in ihtiya\u00e7 duydu\u011funuz t\u00fcm ayr\u0131nt\u0131lar\u0131 size verdi\u011fini umuyoruz. Ayr\u0131ca, veri kalitesi y\u00f6netimi olu\u015fturman\u0131n, i\u015fletmenizin g\u00fcn\u00fcm\u00fcz dijital pazar\u0131nda rekabet\u00e7i kalmas\u0131 i\u00e7in hayati \u00f6nem ta\u015f\u0131d\u0131\u011f\u0131n\u0131 kabul etmenizi bekliyoruz.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Y\u00fcksek kaliteli veri tutman\u0131n getirdi\u011fi y\u00fcke ra\u011fmen baz\u0131 i\u015fletmelerin DQM&#8217;yi bir zorluk olarak g\u00f6rd\u00fc\u011f\u00fcn\u00fc unutmay\u0131n. Dolay\u0131s\u0131yla, \u015firketiniz verilerinin do\u011fru oldu\u011fundan emin olursa, rekabet avantaj\u0131na sahip olursunuz.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Veri y\u00f6netimi hizmetlerimiz hakk\u0131nda daha fazla bilgi edinmek i\u00e7in l\u00fctfen QuestionPro&#8217;yu ziyaret edin! QuestionPro, veri y\u00f6netiminizi h\u0131zl\u0131 ve do\u011fru bir \u015fekilde yapmak istiyorsan\u0131z en iyi uygulamalar\u0131 payla\u015fmaktan ve uygulamaktan mutluluk duyacakt\u0131r.<\/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, bug\u00fcnlerde i\u015fletmeler i\u00e7in \u00f6nemli olan her \u015feyin merkezinde yer al\u0131yor. Kurulu\u015flar, en \u00f6nemli i\u015f kararlar\u0131n\u0131n \u00e7o\u011funu vermek i\u00e7in verilere [&hellip;]<\/p>\n","protected":false},"author":49,"featured_media":717527,"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>Veri Kalitesi Y\u00f6netimi: Tan\u0131m + En \u0130yi Uygulamalar | QuestionPro<\/title>\n<meta name=\"description\" content=\"Veri kalitesi y\u00f6netimi, bir veri y\u00f6neticisinin veya bir veri kurulu\u015funun bilgilerin her zaman do\u011fru olmas\u0131n\u0131 sa\u011flamak i\u00e7in yapt\u0131\u011f\u0131 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