

{"id":799554,"date":"2022-08-15T11:00:19","date_gmt":"2022-08-15T11:00:19","guid":{"rendered":"https:\/\/www.questionpro.com\/blog\/veri%cc%87-demokrati%cc%87klesti%cc%87rme\/"},"modified":"2022-08-15T11:00:19","modified_gmt":"2022-08-15T11:00:19","slug":"veri%cc%87-demokrati%cc%87klesti%cc%87rme","status":"publish","type":"post","link":"https:\/\/www.questionpro.com\/blog\/tr\/veri%cc%87-demokrati%cc%87klesti%cc%87rme\/","title":{"rendered":"Veri Demokratikle\u015ftirme: Tan\u0131m ve Stratejik \u0130lkeler"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">\u0130yi f\u0131rsatlar\u0131 ka\u00e7\u0131rmamak i\u00e7in ger\u00e7ek zamanl\u0131 kararlar almak \u00e7ok \u00f6nemlidir. Bu kararlar\u0131n \u00e7o\u011fu, bir kurulu\u015fun b\u00fcy\u00fcyen verilerine dayanmaktad\u0131r. \u0130\u015f kullan\u0131c\u0131lar\u0131 ihtiya\u00e7 duyduklar\u0131 verileri ve i\u00e7g\u00f6r\u00fcleri elde edemedikleri i\u00e7in i\u015fletmeler f\u0131rsatlar\u0131 ka\u00e7\u0131r\u0131yor ve bu da verilerin demokratikle\u015fmesine yol a\u00e7\u0131yor.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Veriyi &#8220;demokratikle\u015ftirmek&#8221; i\u00e7in, onu eri\u015filebilir k\u0131lmaktan \u00e7ok daha fazlas\u0131n\u0131 yapmal\u0131s\u0131n\u0131z. Veri odakl\u0131 bir ekonomide, i\u015finizi h\u0131zl\u0131 bir \u015fekilde aya\u011fa kald\u0131rmak ve y\u00fcr\u00fctmek i\u00e7in iyi bir plana ihtiyac\u0131n\u0131z var.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Verilerin demokratikle\u015ftirilmesi, ister bir veri ambar\u0131ndaki ham veriler ister \u00fcr\u00fcn analiti\u011fi veya i\u015f zekas\u0131 i\u00e7in bir ara\u00e7taki g\u00fczel g\u00f6rselle\u015ftirmeler olsun, insanlar\u0131n verilere eri\u015fimini sa\u011flamaktan ibaret de\u011fildir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Bu blog, veri demokratikle\u015ftirmenin ne oldu\u011funu ve stratejik ilkelerinin neler oldu\u011funu a\u00e7\u0131klayacakt\u0131r.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">Verilerin demokratikle\u015ftirilmesi nedir?<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Veri demokratikle\u015ftirme, kapsaml\u0131 BT kat\u0131l\u0131m\u0131 gerektirmeden verileri bir \u015firketteki herkesin kullan\u0131m\u0131na sunan bir prosed\u00fcrd\u00fcr. B\u00fcy\u00fck verinin de\u011ferini en \u00fcst d\u00fczeye \u00e7\u0131karma ihtiyac\u0131na yan\u0131t olarak geli\u015ftirilmi\u015ftir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Bir veri demokratikle\u015ftirme plan\u0131 uyguland\u0131\u011f\u0131nda, i\u015fletmedeki her kullan\u0131c\u0131 daha h\u0131zl\u0131 ve daha ak\u0131ll\u0131ca karar vermek i\u00e7in verilere eri\u015febilir. Sonu\u00e7 olarak, analistler verileri aramak yerine kullanmak i\u00e7in daha fazla zaman harcayabilir. \u00c7e\u015fitli teknik, k\u00fclt\u00fcrel ve y\u00f6neti\u015fim engelleri bir \u015firketin t\u00fcm \u00e7al\u0131\u015fanlar\u0131na s\u0131n\u0131rs\u0131z veri eri\u015fimi sa\u011flamas\u0131n\u0131 engelleyebilir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Karar alma s\u00fcre\u00e7lerini iyile\u015ftirmek ve bir kurulu\u015f i\u00e7in olas\u0131l\u0131klar\u0131 belirlemek amac\u0131yla kullanabilmeleri i\u00e7in bireylere verilere kolay eri\u015fim sa\u011flamam\u0131z gerekiyor. Ama\u00e7, herkesin anlama veya eri\u015fim k\u0131s\u0131tlamalar\u0131 olmaks\u0131z\u0131n se\u00e7im yapmak i\u00e7in her an verileri kullanabilmesidir.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">Verilerin demokratikle\u015ftirilmesinin faydalar\u0131<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Vurgulanan tehlikeleri anlayan ve ba\u015far\u0131l\u0131 bir \u015fekilde ele alan kurulu\u015flar, verilerin demokratikle\u015ftirilmesinin faydalar\u0131n\u0131 daha net bir \u015fekilde g\u00f6recektir. \u0130\u015fte baz\u0131 faydalar\u0131:<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-440873\" src=\"https:\/\/www.questionpro.com\/blog\/wp-content\/uploads\/2022\/08\/benefits-of-data-democratization.jpg\" alt=\"Veri Demokratikle\u015ftirmenin Faydalar\u0131\" width=\"992\" height=\"799\"><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Daha iyi karar verme:<\/b><span style=\"font-weight: 400;\">  \u0130\u015fletmeler, mevcut e\u011filimlerden ve m\u00fc\u015fteri taleplerinden yararlanarak pazara ilk giren konumundan k\u00e2r elde edebilir. T\u00fcm \u00e7al\u0131\u015fanlar\u0131n verilere eri\u015febilmesi, \u015firketin tutarl\u0131 ve koordineli sonu\u00e7lara ula\u015fmas\u0131n\u0131 sa\u011flar.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u00c7al\u0131\u015fanlar\u0131 g\u00fc\u00e7lendirmek:<\/b><span style=\"font-weight: 400;\">  Veri eri\u015fimi sayesinde, gruplar ve bireyler i\u015fle ilgili sorunlar\u0131 daha g\u00fcvenli bir \u015fekilde ele alabilirler. Verileri kullan\u0131labilir hale getirmek, veri bilimcilerin sorumlu oldu\u011fu i\u015flerin neredeyse yar\u0131s\u0131n\u0131 olu\u015fturuyor. Dahili s\u00fcre\u00e7 optimizasyonu, veri ekiplerini daha stratejik \u00e7abalara yeniden odaklayarak zaman ve emek tasarrufu sa\u011flayabilir.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Artan veri yat\u0131r\u0131m\u0131 yat\u0131r\u0131m getirisi: <\/b><span style=\"font-weight: 400;\">Kurulu\u015funuzdaki herkesi e\u011fitimli kararlar almak i\u00e7in verileri kullanacak \u015fekilde donat\u0131rsan\u0131z, yat\u0131r\u0131m yapt\u0131\u011f\u0131n\u0131z her veri noktas\u0131ndan en iyi \u015fekilde yararlanacaks\u0131n\u0131z.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Geli\u015ftirilmi\u015f t\u00fcketici i\u00e7g\u00f6r\u00fcleri:<\/b><span style=\"font-weight: 400;\">  Pazar ve t\u00fcketiciler d\u0131\u015f verilerde iyi bir \u015fekilde belgelenmi\u015ftir. Bu verilerin daha iyi anla\u015f\u0131lmas\u0131 sayesinde daha t\u00fcketici odakl\u0131 se\u00e7imler yapmak, pazar pay\u0131n\u0131z\u0131 art\u0131rabilir ve daha iyi <a href=\"https:\/\/www.questionpro.com\/blog\/customer-experience-management\/\">m\u00fc\u015fteri deneyimleri<\/a> sa\u011flayabilir.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Ola\u011fan\u00fcst\u00fc uyum yetene\u011fi:  <\/b><span style=\"font-weight: 400;\">Veriler, pazar veya m\u00fc\u015fteri de\u011fi\u015fikliklerini yans\u0131tacak \u015fekilde de\u011fi\u015fecektir. Bundan sonra, tepkisel kararlar yerine \u00f6nleyici kararlar alabilirsiniz.<\/span><\/li>\n<\/ul>\n<h2><span style=\"font-weight: 400;\">Veri demokratikle\u015ftirmenin stratejik ilkeleri<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Veri demokratikle\u015ftirme ilkeleri \u015funlar\u0131 i\u00e7erir:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u00c7al\u0131\u015fanlar\u0131n veriler hakk\u0131nda soru sormas\u0131n\u0131 nas\u0131l kolayla\u015ft\u0131r\u0131rs\u0131n\u0131z?<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Veri eri\u015fimi, ama ne t\u00fcr veriler ve nerede?<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Bunu, kurum k\u00fclt\u00fcr\u00fcnde bir de\u011fi\u015fiklik bile gerektirebilecek s\u00fcrekli bir s\u00fcre\u00e7 olarak d\u00fc\u015f\u00fcn\u00fcn.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Teknik ve teknik olmayan kullan\u0131c\u0131lar\u0131n verilere e\u015fit eri\u015fimle g\u00fc\u00e7lendirilmesi, ger\u00e7ek veri demokratikle\u015fmesi i\u00e7in gereklidir. Demokratikle\u015fme yolculu\u011funuza ba\u015flamak i\u00e7in bu d\u00f6rt stratejiye odaklanmay\u0131 d\u00fc\u015f\u00fcn\u00fcn:<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">Veri ke\u015ffi<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Veri bulmak daha kolay olursa, bir fikre sahip olmaktan bu konuda bir \u015feyler yapmaya ge\u00e7mek daha az zaman alacakt\u0131r. Kullan\u0131c\u0131lar\u0131n i\u015fletme genelindeki verilere eri\u015fmesi kolay olmal\u0131d\u0131r. Ayr\u0131ca, herkes tablo adlar\u0131n\u0131 ve ilgili i\u00e7eri\u011fi g\u00f6rebilmelidir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Google benzeri bir arama, basit filtreler ve bir veri profili i\u00e7eren mevcut bir veri taban\u0131 ile farkl\u0131 kullan\u0131c\u0131lar verilere daha verimli bir \u015fekilde ula\u015fabilir.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">Veri ke\u015ffi<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Kullan\u0131c\u0131lar, veri ke\u015ffi i\u00e7in kod tabanl\u0131 ve kodsuz ara\u00e7larla verileri kullanarak sorular\u0131 kendileri yan\u0131tlamaya ba\u015flayabilir. Bu da veri bilimcileri ve m\u00fchendisleri temel veri inceleme ve raporlama sorumluluklar\u0131ndan kurtar\u0131r.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">Veri deneyi<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">En ileri veri teknolojilerini yaln\u0131zca m\u00fchendisler ve veri bilimciler kullanabilir. Peki ya veriye yeni ba\u015flayanlar i\u00e7in eri\u015filebilir olsalard\u0131? \u0130\u015f kullan\u0131c\u0131lar\u0131, en yeni veri s\u00fcper g\u00fc\u00e7lerine eri\u015fim sa\u011flayarak verilerle oynayabilir ve yeni i\u00e7g\u00f6r\u00fcler ve kavramlar \u00fcretebilir.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">Veri otomasyonu<\/span><\/h3>\n<p><span style=\"font-weight: 400;\"><a href=\"https:\/\/www.questionpro.com\/blog\/automation-in-market-research\/\">Pazar ara\u015ft\u0131rmas\u0131nda veri otomasyonu<\/a>, insan veri i\u015f\u00e7ili\u011fini ortadan kald\u0131rarak verileri herkes i\u00e7in daha basit hale getirebilir. Kurulu\u015flar, ekiplere raporlama prosed\u00fcrlerini otomatikle\u015ftirecek ve monoton manuel i\u015fleri ortadan kald\u0131racak ara\u00e7lar sa\u011flamal\u0131d\u0131r. Yapay zeka botlar\u0131, verileri tan\u0131mlamak veya otomatik olarak s\u00f6zl\u00fck kelimeleri \u00f6nermek i\u00e7in kullan\u0131labilir.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">Sonu\u00e7:<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Verilerin demokratikle\u015ftirilmesinde kar\u015f\u0131la\u015f\u0131lan zorluklar, \u00f6ncelikle kurum k\u00fclt\u00fcr\u00fc ba\u011flam\u0131nda de\u011ferlendirilebilecek olan ekip ve \u00e7al\u0131\u015fan davran\u0131\u015flar\u0131 nedeniyle karma\u015f\u0131k bir hal almaktad\u0131r. Ayr\u0131ca, y\u00f6netimin \u00f6nceki tercihleri ve y\u00f6ntemleri de genellikle bu duruma yol a\u00e7maktad\u0131r. Bazen ekipler ayr\u0131 ayr\u0131 kurulur.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u00c7\u00fcnk\u00fc veri okuryazarl\u0131\u011f\u0131, s\u00fcrekli bir s\u00fcre\u00e7 olan <a href=\"https:\/\/www.questionpro.com\/blog\/data-democratization\/\">veri demokrasisi<\/a> i\u00e7in bir \u00f6n ko\u015fuldur. Veri end\u00fcstrisinde benzeri g\u00f6r\u00fclmemi\u015f bir b\u00fcy\u00fcme ya\u015fan\u0131yor ve ara\u00e7lar\u0131n ve teknolojilerin ne kadar h\u0131zl\u0131 geli\u015fti\u011fi en hafif tabirle dikkat \u00e7ekici. Ancak i\u015flerini nas\u0131l etkileyece\u011fi nedeniyle, veri alan\u0131n\u0131n d\u0131\u015f\u0131ndaki \u00e7o\u011fu ki\u015fi bunu takip etmekte zorlanacak ve biraz sinir bozucu bulacakt\u0131r.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Daha iyi veri y\u00f6netimi, daha h\u0131zl\u0131 i\u00e7g\u00f6r\u00fcler ve daha d\u00fc\u015f\u00fck ara\u015ft\u0131rma giderleri ile ilgili olarak QuestionPro olarak m\u00fc\u015fterilerimizin konsolide bir kullan\u0131c\u0131 i\u00e7g\u00f6r\u00fcleri k\u00fct\u00fcphanesine eri\u015fime giderek daha fazla ihtiya\u00e7 duyduklar\u0131n\u0131 g\u00f6rd\u00fck. Masraflar\u0131 ve \u00e7abay\u0131 azalt\u0131rken ara\u015ft\u0131rma verilerini kullanmak i\u00e7in bir aray\u0131\u015fa girerken bize kat\u0131l\u0131n.<\/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>\u0130yi f\u0131rsatlar\u0131 ka\u00e7\u0131rmamak i\u00e7in ger\u00e7ek zamanl\u0131 kararlar almak \u00e7ok \u00f6nemlidir. Bu kararlar\u0131n \u00e7o\u011fu, bir kurulu\u015fun b\u00fcy\u00fcyen verilerine dayanmaktad\u0131r. \u0130\u015f kullan\u0131c\u0131lar\u0131 [&hellip;]<\/p>\n","protected":false},"author":49,"featured_media":716917,"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 Demokratikle\u015ftirme: Tan\u0131m ve Stratejik \u0130lkeler | QuestionPro<\/title>\n<meta name=\"description\" content=\"Kurumsal verilerin bir i\u015fletmedeki t\u00fcm \u00e7al\u0131\u015fanlar i\u00e7in yayg\u0131n olarak kullan\u0131labilir hale getirilmesi, verilerin demokratikle\u015ftirilmesi olarak bilinir. 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