{"id":730283,"date":"2022-07-08T11:00:10","date_gmt":"2022-07-08T18:00:10","guid":{"rendered":"https:\/\/www.questionpro.com\/blog\/veri-analitigi-projeleri-adim-adim-kilavuz\/"},"modified":"2023-02-08T06:56:37","modified_gmt":"2023-02-08T06:56:37","slug":"veri-analitigi-projeleri-adim-adim-kilavuz","status":"publish","type":"post","link":"https:\/\/www.questionpro.com\/blog\/tr\/veri-analitigi-projeleri-adim-adim-kilavuz\/","title":{"rendered":"Veri Analiti\u011fi Projeleri: Ad\u0131m Ad\u0131m K\u0131lavuz"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">Veri analiti\u011fi projelerine nereden ba\u015flanaca\u011f\u0131n\u0131 belirlemek hi\u00e7bir zaman kolay de\u011fildir. Bir projenin ba\u015flang\u0131c\u0131nda s\u00fcrekli olarak projenin hedeflerinin ne oldu\u011fu gibi \u00e7e\u015fitli sorularla kar\u015f\u0131la\u015f\u0131yor musunuz? Bu bilgilere nas\u0131l daha fazla a\u015fina olabilirim? Ele almaya \u00e7al\u0131\u015ft\u0131\u011f\u0131n\u0131z sorunlar nelerdir? \u00c7\u00f6z\u00fcm i\u00e7in olas\u0131l\u0131klar nelerdir? Hangi yetenekler gereklidir? Modelinizi nas\u0131l de\u011ferlendireceksiniz ve en \u00f6nemlisi nereden ba\u015flayacaks\u0131n\u0131z?<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Vay be! Sa\u011flam bir planlama ve prosed\u00fcr geli\u015ftirmek, projenizi hayata ge\u00e7irmek i\u00e7in \u00e7ok \u00f6nemli bir ilk ad\u0131md\u0131r. Bir veri modeli olu\u015ftururken her zaman iyi tan\u0131mlanm\u0131\u015f bir s\u00fcrece ba\u011fl\u0131 kalmal\u0131y\u0131z. Bu blogda, ba\u015far\u0131l\u0131 bir veri analizi projesi olu\u015fturman\u0131za yard\u0131mc\u0131 olacak birka\u00e7 temel a\u015fama ele al\u0131nacakt\u0131r.<\/span><\/p>\n<div class=\"tags-wrap\">\n<p class=\"content-index\" style=\"margin-top: 0;\">\u0130\u00e7erik Dizini<\/p>\n<ol style=\"font-weight: 400; margin: 0 30px; line-height: 22px;\">\n<li><a href=\"#what_is_a_data_analytics_project?\">Veri Analiti\u011fi Projesi Nedir?<\/a><\/li>\n<li><a href=\"#the_guide_to_data_analytics_projects\">Veri Analiti\u011fi Projeleri K\u0131lavuzu<\/a>\n<ol>\n<li><a href=\"#recognize_the_industry\">Sekt\u00f6r\u00fc Tan\u0131y\u0131n<\/a><\/li>\n<li><a href=\"#obtain_your_information\">Bilgilerinizi Al\u0131n<\/a><\/li>\n<li><a href=\"#examine_and_remove_improper_data\">Uygunsuz Verileri \u0130nceleyin ve Kald\u0131r\u0131n<\/a><\/li>\n<li><a href=\"#dataset_enhancement\">Veri seti geli\u015ftirme<\/a><\/li>\n<li><a href=\"#to_create_insightful_visuals\">Etkileyici G\u00f6rseller Olu\u015fturmak \u0130\u00e7in<\/a><\/li>\n<li><a href=\"#predictiveness_is_the_key_to_success\">\u00d6ng\u00f6r\u00fcl\u00fc olmak ba\u015far\u0131n\u0131n anahtar\u0131d\u0131r<\/a><\/li>\n<li><a href=\"#in_a_nutshell,_repeat_the_process\">\u00d6zetle, i\u015flemi tekrarlay\u0131n<\/a><\/li>\n<\/ol>\n<\/li>\n<li><a href=\"#conclusion\">Sonu\u00e7<\/a><\/li>\n<\/ol>\n<\/div>\n<h2 id=\"what_is_a_data_analytics_project?\" class=\"blankurl\"><span style=\"font-weight: 400;\">Veri Analiti\u011fi Projesi Nedir?<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">En temel d\u00fczeyde, veri analiti\u011fi projeleri, etkin proje teslim kararlar\u0131 al\u0131nmas\u0131n\u0131 sa\u011flamak i\u00e7in ge\u00e7mi\u015f ve mevcut proje verilerinin kullan\u0131lmas\u0131n\u0131 i\u00e7erir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Buna a\u015fa\u011f\u0131dakiler dahildir:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Tan\u0131mlay\u0131c\u0131 analitik, bilgiyi m\u00fcmk\u00fcn olan en verimli \u015fekilde sunar. Neler oldu\u011funu ve neler ya\u015fand\u0131\u011f\u0131n\u0131 daha iyi anlamak i\u00e7in mevcut analitik ara\u00e7lar\u0131 kullanarak mevcut bilgileri tan\u0131mlay\u0131n veya \u00f6zetleyin.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Te\u015fhis analiti\u011fi, neyin yanl\u0131\u015f gitti\u011fini belirlemek i\u00e7in \u00f6nceki performansa bakar. Analitik g\u00f6sterge tablolar\u0131 genellikle analizin sonucudur.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Tahmine dayal\u0131 analitik, ge\u00e7mi\u015f verilere dayanarak gelecekteki performans\u0131 tahmin etme y\u00f6ntemidir. <a href=\"https:\/\/www.questionpro.com\/blog\/predictive-analysis\/\">Tahmin analizleri<\/a> ve makine \u00f6\u011frenimi tabanl\u0131 modeller, olas\u0131 sonu\u00e7lar\u0131 \u00f6ng\u00f6rmek i\u00e7in kullan\u0131l\u0131r.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u00d6ng\u00f6r\u00fclen analitik, verilerin incelenmesi i\u00e7in bir veya daha fazla gerekli ad\u0131m\u0131n \u00f6nerildi\u011fi bir t\u00fcr tahmine dayal\u0131 analitiktir.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u0130nsanlar\u0131n verileri kullanma \u015fekli, projelerin teslim edilme \u015feklini etkileyebilir. Hem veri hem de teknoloji, karar alma s\u00fcrecimize yard\u0131mc\u0131 olarak ve projenin tamamlanmas\u0131n\u0131 kolayla\u015ft\u0131rarak projelerimizi daha iyi y\u00f6netmemize yard\u0131mc\u0131 olabilir. Veri ve teknoloji asl\u0131nda proje ba\u015far\u0131s\u0131n\u0131n kritik bile\u015fenleridir. Proje ba\u015far\u0131s\u0131 ara\u015ft\u0131rmalar\u0131nda, proje profesyonellerinin %70&#8217;inden fazlas\u0131 bunlar\u0131n gerekli oldu\u011funu d\u00fc\u015f\u00fcn\u00fcyor. Burada projelerin ba\u015far\u0131l\u0131 olmas\u0131na yard\u0131mc\u0131 olan fakt\u00f6rler hakk\u0131nda daha fazla bilgi edinebilirsiniz.<\/span><\/p>\n<h2 id=\"the_guide_to_data_analytics_projects\" class=\"blankurl\"><span style=\"font-weight: 400;\">Veri Analiti\u011fi Projeleri K\u0131lavuzu<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Proje ya\u015fam d\u00f6ng\u00fcs\u00fcn\u00fcn her a\u015famas\u0131nda size yol g\u00f6stererek ve en temel becerileri ve gereksinimleri ana hatlar\u0131yla belirleyerek t\u00fcm veri analiti\u011fi \u00e7er\u00e7evesini ara\u015ft\u0131r\u0131yoruz. Veri analiti\u011fi giri\u015fimlerine y\u00f6nelik bu yedi s\u00fcre\u00e7, hata olas\u0131l\u0131\u011f\u0131n\u0131 azalt\u0131rken her projeden en iyi \u015fekilde yararlanman\u0131za yard\u0131mc\u0131 olacakt\u0131r.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">XYZ Enterprise&#8217;\u0131n ev aletleri satan bir \u015firket oldu\u011funu varsayal\u0131m. Bu yaz, sat\u0131\u015f ekiplerinin tahmin etti\u011fi kadar klima satamad\u0131lar. \u00d6zel bir ki\u015fi atayarak, sat\u0131\u015flardaki bu d\u00fc\u015f\u00fc\u015f\u00fcn nedenini ara\u015ft\u0131rmaya karar verdiler. Bu analistin, g\u00fcndeme getirilen bu sorunun sonucunu belirlemek i\u00e7in nas\u0131l \u00e7al\u0131\u015fmas\u0131 gerekti\u011fini \u00f6\u011frenelim.  <\/span><\/p>\n<h3 id=\"recognize_the_industry\" class=\"blankurl\"><span style=\"font-weight: 400;\">Sekt\u00f6r\u00fc Tan\u0131y\u0131n<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Veri projenizin destekledi\u011fi \u015firketi veya faaliyeti anlamak, her ba\u015far\u0131l\u0131 veri analiti\u011fi projesinin ilk ad\u0131m\u0131d\u0131r. Projenizin ba\u015far\u0131l\u0131 olabilmesi i\u00e7in makul ve spesifik bir kurumsal hedefi kar\u015f\u0131lamas\u0131 gerekir. Bizim durumumuzda bu, bu yaz klima sat\u0131\u015flar\u0131ndaki d\u00fc\u015f\u00fc\u015f olacakt\u0131r.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Geni\u015f, a\u00e7\u0131k bir veri setini indirmek, veri yap\u0131s\u0131n\u0131 anlamak i\u00e7in yeterli de\u011fildir. \u0130lham, y\u00f6n ve ama\u00e7 sahibi olmak i\u00e7in net bir veri hedefi tan\u0131mlay\u0131n: cevaplanacak bir soru ilk a\u015famalarda zorunludur. \u00d6zel bir proje \u00fczerinde \u00e7al\u0131\u015f\u0131yorsan\u0131z veya bir veri k\u00fcmesini ya da API&#8217;yi ke\u015ffediyorsan\u0131z bu a\u015fama \u00f6nemsiz g\u00f6r\u00fcnebilir. Belirlenen ara\u015ft\u0131rmac\u0131 i\u015f alan\u0131n\u0131 bilir ve i\u015fin nas\u0131l i\u015fledi\u011fini tam olarak bilir.<\/span><\/p>\n<h3 id=\"obtain_your_information\" class=\"blankurl\"><span style=\"font-weight: 400;\">Bilgilerinizi Al\u0131n<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Herhangi bir veri analizi projesinin ikinci k\u0131sm\u0131 olan verilerinizi aramaya ba\u015flaman\u0131n zaman\u0131 geldi. Harika bir veri projesi geli\u015ftirmek i\u00e7in \u00e7e\u015fitli kaynaklardan bilgi toplaman\u0131z gerekir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Analistin veri elde etme yollar\u0131ndan biri de BT ve veri ekiplerinden veri tabanlar\u0131na eri\u015fmelerini istemektir. Dikkate al\u0131nmas\u0131 gereken bir ba\u015fka yol da firman\u0131n CRM gibi kulland\u0131\u011f\u0131 t\u00fcm ara\u00e7lar ve veriler i\u00e7in API&#8217;leri eri\u015filebilir k\u0131lmakt\u0131r. \u00c7o\u011fu CRM sistemi, ma\u011fazalardan veya distrib\u00fct\u00f6rlerden sat\u0131\u015f verilerini toplayan ve depolayan bir sat\u0131\u015f noktas\u0131 sistemine sahiptir. Gerekirse analist, \u015firketin elindekileri tamamlamak i\u00e7in internetten \u00fccretsiz veri arayabilir.  <\/span><\/p>\n<h3 id=\"examine_and_remove_improper_data\" class=\"blankurl\"><span style=\"font-weight: 400;\">Uygunsuz Verileri \u0130nceleyin ve Kald\u0131r\u0131n<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Veri haz\u0131rlaman\u0131n bir sonraki ad\u0131m\u0131, bir veri projesinin zaman\u0131n\u0131n b\u00fcy\u00fck bir b\u00f6l\u00fcm\u00fcn\u00fc t\u00fcketir. Veri analiti\u011fi projenizin \u00fc\u00e7\u00fcnc\u00fc ad\u0131m\u0131, verilerinizi elde ettikten sonra ba\u015flar. Veri analisti, derinlere dalarak neye sahip olduklar\u0131n\u0131 ve ba\u015flang\u0131\u00e7taki hedeflerine ula\u015fmak i\u00e7in bunu nas\u0131l kullanabilece\u011finizi belirleyecektir. Ve ilk verilerindeki t\u00fcm de\u011fi\u015fkenlerin anlam\u0131n\u0131 daha iyi anlamak i\u00e7in i\u015fletme personeli, BT ekibi veya ba\u015fka bir grupla g\u00f6r\u00fc\u015fmeye devam edin.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">S\u0131rada verileri temizlemek var. Genellikle analistin yanl\u0131\u015f yaz\u0131lan kelimeleri d\u00fczeltmesi, \u00f6zel bir de\u011fi\u015fken olu\u015fturmas\u0131 veya eksik verileri ele almas\u0131 gerekir. Sat\u0131\u015f veri k\u00fcmeleri \u00f6nemli miktarda kullan\u0131c\u0131 giri\u015fi verisi i\u00e7erir, bu da yanl\u0131\u015f yaz\u0131lm\u0131\u015f veya hatal\u0131 veri olas\u0131l\u0131\u011f\u0131n\u0131 art\u0131r\u0131r. Yanl\u0131\u015f model numaras\u0131, yanl\u0131\u015f fiyatland\u0131rma veya \u00fcr\u00fcn miktar\u0131 ve yanl\u0131\u015f bak\u0131m bilgileri, analistin bir sonraki ad\u0131ma ge\u00e7meden \u00f6nce ele alaca\u011f\u0131 sorunlardan baz\u0131lar\u0131d\u0131r. Ara\u015ft\u0131rmac\u0131 son olarak temiz ve tek tip veri sa\u011flamak i\u00e7in her bir s\u00fctunu kontrol edecektir.<\/span><\/p>\n<h3 id=\"dataset_enhancement\" class=\"blankurl\"><span style=\"font-weight: 400;\">Veri seti geli\u015ftirme<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Art\u0131k veriler temiz oldu\u011funa g\u00f6re, analistin bunlardan en iyi \u015fekilde yararlanabilmesi i\u00e7in verileri de\u011fi\u015ftirme zaman\u0131 gelmi\u015ftir. Verilerin temel k\u0131s\u0131mlar\u0131na ula\u015fmak i\u00e7in \u00e7e\u015fitli kaynaklar\u0131 ve ekip g\u00fcnl\u00fcklerini birle\u015ftirerek projenin veri zenginle\u015ftirme k\u0131sm\u0131na ba\u015flamal\u0131d\u0131rlar. Bunu yapman\u0131n bir yolu, verilere bir zaman bile\u015feni eklemektir, \u00f6rne\u011fin:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Bir tarihin par\u00e7alar\u0131n\u0131 alma &#8211; bir kliman\u0131n sat\u0131ld\u0131\u011f\u0131 ay, saat, haftan\u0131n g\u00fcn\u00fc, y\u0131l\u0131n haftas\u0131.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0130ki tarih s\u00fctunu aras\u0131ndaki fark\u0131 bulma &#8211; bir kliman\u0131n sat\u0131ld\u0131\u011f\u0131 ve daha sonra bak\u0131m i\u00e7in iade edildi\u011fi s\u00fcre<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Ulusal tatillerin i\u015faretlenmesi &#8211; ma\u011fazan\u0131n kapal\u0131 oldu\u011fu veya sat\u0131\u015f g\u00f6revlisinin izinli oldu\u011fu g\u00fcnler.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Veri k\u00fcmelerini birle\u015ftirmek, s\u00fctunlar\u0131 birinden di\u011ferine aktararak verileri geli\u015ftirmek i\u00e7in kullan\u0131lan ba\u015fka bir tekniktir. Sat\u0131\u015f verileri genellikle model bilgisi verilerinden ayr\u0131 tutulur. \u0130ki veri k\u00fcmesinin birle\u015ftirilmesi, veri k\u00fcmeleri aras\u0131nda ek ili\u015fkiler ortaya \u00e7\u0131kar\u0131r. Bu, herhangi bir ara\u015ft\u0131rman\u0131n ayr\u0131lmaz bir par\u00e7as\u0131d\u0131r, ancak birka\u00e7 kaynakla kolay olmayabilir. Baz\u0131 programlar, belirli kriterlere g\u00f6re zahmetsizce veri alman\u0131z\u0131 veya veri k\u00fcmelerini ba\u011flaman\u0131z\u0131 sa\u011flar.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Analist, verileri toplarken, i\u015flerken ve de\u011fi\u015ftirirken kas\u0131ts\u0131z \u00f6nyarg\u0131 veya di\u011fer istenmeyen kal\u0131plar\u0131 ortaya \u00e7\u0131karmamak i\u00e7in dikkatli olmal\u0131d\u0131r. <a href=\"https:\/\/www.questionpro.com\/blog\/data-manipulation\/\">Veri manip\u00fclasyonu<\/a>, veri setlerinin \u00f6nyarg\u0131l\u0131, haks\u0131z veya adaletsiz sonu\u00e7lara yol a\u00e7abilecek \u00f6nyarg\u0131lar\u0131 yeniden \u00fcretmemesini veya g\u00fc\u00e7lendirmemesini sa\u011flar.<\/span><\/p>\n<h3 id=\"to_create_insightful_visuals\" class=\"blankurl\"><span style=\"font-weight: 400;\">Etkileyici G\u00f6rseller Olu\u015fturmak \u0130\u00e7in<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Daha \u00f6nce de belirtildi\u011fi gibi birle\u015ftirme i\u015flemi, bu ad\u0131mda ke\u015ffetmek ve i\u00e7g\u00f6r\u00fcl\u00fc grafikler olu\u015fturmak i\u00e7in ola\u011fan\u00fcst\u00fc bir veri k\u00fcmesi (veya \u00e7ok say\u0131da) \u00fcretmi\u015ftir. G\u00f6rselle\u015ftirme, muazzam miktarda veri ile \u00e7al\u0131\u015f\u0131rken herhangi bir veri analiti\u011fi projesinin bir sonraki seviyesidir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0130\u015fin zorlay\u0131c\u0131 yan\u0131, grafiklerinizin i\u00e7ine dalabilmek ve bir i\u00e7g\u00f6r\u00fcyle ilgili her t\u00fcrl\u00fc soruyu yan\u0131tlayabilmektir. Grafikler verileri geli\u015ftirebilir ve b\u00fcy\u00fcleyici \u00f6zellikler sa\u011flayabilir. T\u00fcm verilerin bir harita \u00fczerine yerle\u015ftirilmesi, baz\u0131 co\u011frafi b\u00f6lgelerin uluslardan veya \u015fehirlerden daha bilgilendirici oldu\u011funu ortaya \u00e7\u0131karabilir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Veri analistleri, temel \u00e7izgi grafikler arac\u0131l\u0131\u011f\u0131yla belirli bir d\u00f6nemde ka\u00e7 \u00fcr\u00fcn sat\u0131ld\u0131\u011f\u0131n\u0131, en \u00e7ok hangi modelin sat\u0131ld\u0131\u011f\u0131n\u0131 g\u00f6rebilir ve ge\u00e7en y\u0131l ile bu y\u0131l aras\u0131ndaki sat\u0131\u015flar\u0131 farkl\u0131la\u015ft\u0131rabilir. Benzer \u015fekilde analist, ara\u015ft\u0131rma hedefine ili\u015fkin i\u00e7g\u00f6r\u00fc kazanmak i\u00e7in sat\u0131\u015f e\u011filimlerini ve kal\u0131plar\u0131n\u0131 inceleyebilir.<\/span><\/p>\n<h3 id=\"predictiveness_is_the_key_to_success\" class=\"blankurl\"><span style=\"font-weight: 400;\">\u00d6ng\u00f6r\u00fcl\u00fc olmak ba\u015far\u0131n\u0131n anahtar\u0131d\u0131r.<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Veri projesinin alt\u0131nc\u0131 a\u015famas\u0131 e\u011flencenin ba\u015flad\u0131\u011f\u0131 zamand\u0131r. Analistler, makine \u00f6\u011frenimi algoritmalar\u0131n\u0131 ve k\u00fcmeleme y\u00f6ntemlerini kullanarak, grafiklerde ve istatistiklerde g\u00f6r\u00fcnmeyen kal\u0131plar\u0131 ve m\u00fc\u015fteri t\u00fcrlerini tespit etmek i\u00e7in modeller tasarlayabilir. Bunlar benzer olaylardan olu\u015fan k\u00fcmeler olu\u015fturur ve hangi fakt\u00f6r\u00fcn \u00f6nemli oldu\u011funu g\u00f6sterir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u00d6n verileri inceleyerek, ge\u00e7mi\u015f sat\u0131\u015f modellerini etkileyen fakt\u00f6rleri ortaya \u00e7\u0131kar\u0131r ve projeksiyonlar yaparlar. Bu son a\u015fama, sadece bilgi de\u011fil, yeni \u00fcr\u00fcn ve prosed\u00fcrlere yol a\u00e7ar. Klimalar\u0131 sat\u0131n alan m\u00fc\u015fterilerin t\u00fcrleri, sat\u0131\u015f eleman\u0131n\u0131n potansiyel m\u00fc\u015fterileri d\u00f6n\u00fc\u015ft\u00fcrememe nedenleri veya t\u00fcketicilerin \u00fcr\u00fcnlerimizden memnun olup olmad\u0131klar\u0131 gibi fakt\u00f6rlerin belirlenmesi,<\/span><\/p>\n<h3 id=\"in_a_nutshell,_repeat_the_process\" class=\"blankurl\"><span style=\"font-weight: 400;\">\u00d6zetle, i\u015flemi tekrarlay\u0131n.<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Herhangi bir \u015firket giri\u015fimi, konumunu hakl\u0131 \u00e7\u0131karmak i\u00e7in de\u011ferini h\u0131zl\u0131 bir \u015fekilde ortaya koymal\u0131d\u0131r. Veri giri\u015fimleri de benzerdir. Veri temizleme ve zenginle\u015ftirmede zamandan tasarruf ederek proje h\u0131zl\u0131 bir \u015fekilde bitirilebilir ve sonu\u00e7 al\u0131nabilir. Bu, veri analiti\u011fi projelerinin son ad\u0131m\u0131d\u0131r ve veri ya\u015fam d\u00f6ng\u00fcs\u00fc i\u00e7in \u00e7ok \u00f6nemlidir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Bu ilk veritaban\u0131 projesini ger\u00e7ekle\u015ftirmek i\u00e7in stratejinin asla &#8220;tamamlanmayaca\u011f\u0131n\u0131&#8221; kabul etmelisiniz. Kullan\u0131labilir ve do\u011fru olmas\u0131n\u0131 sa\u011flamak i\u00e7in g\u00f6zden ge\u00e7irilmeli, yeniden e\u011fitilmeli ve ek \u00f6zellikler eklenmelidir. Bir veri analistinin i\u015fi asla bitmez, bu da onu \u00e7ok ilgi \u00e7ekici k\u0131lar.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">T\u00fcm bu a\u015famalardan ge\u00e7tikten sonra, veri analisti sat\u0131\u015flar\u0131n neden d\u00fc\u015ft\u00fc\u011f\u00fcn\u00fc ve bundan sonra ne yap\u0131lmas\u0131 gerekti\u011fini bulabilir.  <\/span><\/p>\n<h2 id=\"conclusion\" class=\"blankurl\"><span style=\"font-weight: 400;\">Sonu\u00e7<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Veri analiti\u011fi projelerinde, sa\u011flam bir planlama ve prosed\u00fcr geli\u015ftirmek, projenizi hayata ge\u00e7irmek i\u00e7in \u00e7ok \u00f6nemli bir ad\u0131md\u0131r. Bu blogda, ba\u015far\u0131l\u0131 bir veri analizi projesi olu\u015fturman\u0131za yard\u0131mc\u0131 olacak birka\u00e7 temel a\u015fama ele al\u0131nm\u0131\u015ft\u0131r. Bu yedi s\u00fcre\u00e7, olas\u0131 hatalar\u0131 azalt\u0131rken her projeden en iyi \u015fekilde yararlanman\u0131za yard\u0131mc\u0131 olacakt\u0131r.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">QuestionPro size hem anket yaz\u0131l\u0131m\u0131 hem de hedef kitle konusunda yard\u0131mc\u0131 olabilir. Her \u015feyimiz var. B2B, B2C ve ni\u015f \u00fcr\u00fcnlerimiz var.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ana ankete eri\u015fmeden \u00f6nce evet diyenleri, dikkatsiz yan\u0131t verenleri, ayn\u0131 IP adreslerini vb. ortadan kald\u0131rmak i\u00e7in birden fazla g\u00fcvenlik seviyesine sahibiz.<\/span><\/p>\n<p style=\"text-align: center;\"><a href=\"https:\/\/www.questionpro.com\/cx\/\" target=\"_blank\" rel=\"noopener\"><br \/>\n<button>DAHA FAZLA BI\u0307LGI\u0307 EDI\u0307NI\u0307N<\/button><br \/>\n<\/a>       <a href=\"https:\/\/www.questionpro.com\/a\/showEntry.do?classID=1063&amp;sourceRef=home-cx\" target=\"_blank\" rel=\"noopener\"><br \/>\n<button>\u00dcCRETS\u0130Z DENEME<\/button><br \/>\n<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Veri analiti\u011fi projelerine nereden ba\u015flanaca\u011f\u0131n\u0131 belirlemek hi\u00e7bir zaman kolay de\u011fildir. Bir projenin ba\u015flang\u0131c\u0131nda s\u00fcrekli olarak projenin hedeflerinin ne oldu\u011fu gibi [&hellip;]<\/p>\n","protected":false},"author":49,"featured_media":714687,"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":[1114],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Veri Analiti\u011fi Projeleri: Ad\u0131m Ad\u0131m K\u0131lavuz | QuestionPro<\/title>\n<meta name=\"description\" content=\"Veri analiti\u011fi projeleri, veri kaynaklar\u0131n\u0131n bulunmas\u0131ndan verilerin temizlenmesine ve analiz edilmesine kadar t\u00fcm analitik s\u00fcrecini g\u00f6sterir.\" 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