{"id":730280,"date":"2022-07-27T11:00:41","date_gmt":"2022-07-27T18:00:41","guid":{"rendered":"https:\/\/www.questionpro.com\/blog\/veri-kaynaklari-ne-olduklari-turleri-ve-ornekleri\/"},"modified":"2022-07-27T11:00:41","modified_gmt":"2022-07-27T11:00:41","slug":"veri-kaynaklari-ne-olduklari-turleri-ve-ornekleri","status":"publish","type":"post","link":"https:\/\/www.questionpro.com\/blog\/tr\/veri-kaynaklari-ne-olduklari-turleri-ve-ornekleri\/","title":{"rendered":"Veri Kaynaklar\u0131: Ne Olduklar\u0131, T\u00fcrleri ve \u00d6rnekleri"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">Veriler, ara\u015ft\u0131rma s\u00fcrecinde yap\u0131lan her t\u00fcrl\u00fc veri analizi \u00e7al\u0131\u015fmas\u0131n\u0131n bel kemi\u011fidir. Veri, farkl\u0131 kaynaklardan gelen organize edilmemi\u015f ger\u00e7eklerin ve say\u0131lar\u0131n bir koleksiyonudur. Veri kaynaklar\u0131, ara\u015ft\u0131rman\u0131n ihtiya\u00e7lar\u0131na ba\u011fl\u0131 olarak farkl\u0131 olabilir. Veri analizi ve yorumlama, yaln\u0131zca farkl\u0131 t\u00fcrdeki verilerin kaynaklar\u0131ndan toplanmas\u0131na dayan\u0131r.  <\/span><span style=\"font-weight: 400;\">Ara\u015ft\u0131rmac\u0131lar veya analistler bilgi toplamak i\u00e7in veri toplama i\u015fini yaparlar.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Bu blogda veri kaynaklar\u0131n\u0131n tan\u0131m\u0131n\u0131, t\u00fcrleri ve \u00f6rnekleriyle birlikte \u00f6\u011frenece\u011fiz. Bu konuda daha fazla bilgi edinmek i\u00e7in bizimle kal\u0131n.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">Veri kaynaklar\u0131 nelerdir?<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">K\u0131sacas\u0131, veri kaynaklar\u0131, bilgilerin bir veri tablosunda, veri nesnesinde veya ba\u015fka bir depolama bi\u00e7iminde depoland\u0131\u011f\u0131 fiziksel veya dijital yerlerdir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Veriler iki yerden toplanabilir: i\u00e7 ve d\u0131\u015f kaynaklar. \u0130\u00e7 kaynaklardan toplanan bilgiler &#8220;birincil veri&#8221; olarak adland\u0131r\u0131l\u0131rken, d\u0131\u015f kaynaklardan toplanan bilgiler &#8220;ikincil veri&#8221; olarak adland\u0131r\u0131l\u0131r.<\/span><\/p>\n<p><span style=\"font-weight: 400;\"> <a href=\"https:\/\/www.questionpro.com\/blog\/what-is-data-analysis\/\">Veri analizi<\/a> i\u00e7in t\u00fcm <a href=\"https:\/\/www.questionpro.com\/blog\/what-is-data-analysis\/\">verilerin<\/a> birincil veya ikincil ara\u015ft\u0131rma yoluyla toplanmas\u0131 gerekir. Veri kayna\u011f\u0131, bir ara\u015ft\u0131rmac\u0131 veya analistin ara\u015ft\u0131rmalar\u0131 \u00fczerinde daha fazla \u00e7al\u0131\u015fma yapmak i\u00e7in kullanabilece\u011fi istatistiksel ger\u00e7ekler ve istatistiksel olmayan ger\u00e7eklerden olu\u015fan bir havuzdur.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u00c7o\u011funlukla iki t\u00fcr bilgi kayna\u011f\u0131 vard\u0131r: Veri Kaynaklar\u0131: Tan\u0131m, t\u00fcrler ve \u00f6rnekler<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0130statistiksel  <\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">N\u00fcfus Say\u0131m\u0131  <\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Ara\u015ft\u0131rmac\u0131lar \u00e7al\u0131\u015fmalar\u0131nda her iki veri kayna\u011f\u0131n\u0131 da \u00e7ok\u00e7a kullanmaktad\u0131r. Veriler, birincil ya da ikincil ara\u015ft\u0131rma y\u00f6ntemleri kullan\u0131larak toplanmaktad\u0131r.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">Veri kaynaklar\u0131na \u00f6rnekler<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u0130\u015fte veri kaynaklar\u0131n\u0131n i\u015f ba\u015f\u0131nda oldu\u011fu bir \u00f6rnek. \u0130nternet \u00fczerinden \u00fcr\u00fcn satan bir moda markas\u0131 d\u00fc\u015f\u00fcn\u00fcn. Web sitesi, bir \u00fcr\u00fcn\u00fcn mevcut olup olmad\u0131\u011f\u0131n\u0131 belirlemek i\u00e7in bir envanter veritaban\u0131 kullan\u0131r. Bu durumda, envanter tablolar\u0131 web uygulamas\u0131n\u0131n web sitesini m\u00fc\u015fterilere sunmak i\u00e7in kulland\u0131\u011f\u0131 bir veri kayna\u011f\u0131d\u0131r.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">Veri kayna\u011f\u0131 t\u00fcrleri<\/span><\/h2>\n<ol>\n<li style=\"font-weight: 400;\" aria-level=\"1\">\n<h3><span style=\"font-weight: 400;\">\u0130statistiksel veri kaynaklar\u0131<\/span><\/h3>\n<\/li>\n<\/ol>\n<p><span style=\"font-weight: 400;\">\u0130statistiksel veri kaynaklar\u0131, resmi ama\u00e7lar i\u00e7in kullan\u0131lan anketler ve di\u011fer istatistiksel raporlard\u0131r. Burada insanlara nitel ya da nicel olabilen \u00e7e\u015fitli sorular sorulur. Nitel veri kaynaklar\u0131 say\u0131lar\u0131 kullanmazken, nicel veriler kullan\u0131r.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Veri \u00f6rnekleme y\u00f6ntemi her iki t\u00fcr istatistiksel veriyi de kullan\u0131r. \u0130statistiksel bir ara\u015ft\u0131rma yapmak i\u00e7in genellikle bir \u00f6rneklem ara\u015ft\u0131rmas\u0131 kullan\u0131l\u0131r. Bu y\u00f6ntemde, \u00f6rnek veriler toplan\u0131r ve ard\u0131ndan istatistiksel ara\u00e7lar ve teknikler kullan\u0131larak analiz edilir. Anketler, anket y\u00f6ntemi kullan\u0131larak da yap\u0131labilir.<\/span><\/p>\n<ol>\n<li style=\"font-weight: 400;\" aria-level=\"1\">\n<h3><span style=\"font-weight: 400;\">N\u00fcfus say\u0131m\u0131 veri kaynaklar\u0131<\/span><\/h3>\n<\/li>\n<\/ol>\n<p><span style=\"font-weight: 400;\">Bu y\u00f6nteme g\u00f6re veriler daha \u00f6nce yay\u0131nlanm\u0131\u015f olan n\u00fcfus say\u0131m\u0131 raporundan al\u0131nmaktad\u0131r. \u0130statistiksel ara\u015ft\u0131rmalar\u0131n tam tersi. N\u00fcfus Say\u0131m\u0131 y\u00f6ntemi, ara\u015ft\u0131rma s\u00fcrecinde n\u00fcfusun t\u00fcm kesimlerini yak\u0131ndan inceler. Burada veriler, referans zaman olarak adland\u0131r\u0131lan belirli bir s\u00fcre boyunca toplan\u0131r. Ara\u015ft\u0131rmac\u0131lar ara\u015ft\u0131rmalar\u0131n\u0131 belirli bir zamanda yapar ve ard\u0131ndan sonuca varmak i\u00e7in analiz ederler.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">N\u00fcfus say\u0131m\u0131 \u00fclkede resmi ama\u00e7larla yap\u0131l\u0131r. Kat\u0131l\u0131mc\u0131lara cevaplad\u0131klar\u0131 sorular sorulur. Bu etkile\u015fim \u015fahsen veya telefon \u00fczerinden ger\u00e7ekle\u015febilir. Ancak n\u00fcfus say\u0131m\u0131, t\u00fcm n\u00fcfusu kapsad\u0131\u011f\u0131 i\u00e7in \u00e7ok zaman ve \u00e7aba gerektiren bir veri kayna\u011f\u0131d\u0131r.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">Ek veri kaynaklar\u0131<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Yukar\u0131daki veri kaynaklar\u0131na ek olarak, veri toplan\u0131rken di\u011fer k\u00f6kenler de dikkate al\u0131nmaktad\u0131r. Bunlar neyse o:<\/span><\/p>\n<ol>\n<li style=\"font-weight: 400;\" aria-level=\"1\">\n<h3><span style=\"font-weight: 400;\">Dahili veri kaynaklar\u0131<\/span><\/h3>\n<\/li>\n<\/ol>\n<p><span style=\"font-weight: 400;\">Dahili veri referanslar\u0131, kurulu\u015f i\u00e7inde yay\u0131nlanan raporlar ve kay\u0131tlar gibi \u015feylerdir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Dahili veri referanslar\u0131, belirli bir konuda birincil ara\u015ft\u0131rma yapmak i\u00e7in kullan\u0131l\u0131r. Bir ara\u015ft\u0131rmac\u0131 olarak, bilgi edinmek i\u00e7in i\u00e7 kaynaklara ba\u015fvurabilirsiniz. \u00c7al\u0131\u015fman\u0131n t\u00fcm i\u015fleri onun i\u00e7in kolayd\u0131r.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Farkl\u0131 dahili verilerden baz\u0131lar\u0131 muhasebe kaynaklar\u0131, sat\u0131\u015f g\u00fcc\u00fc raporlar\u0131, dahili uzmanlar ve \u00e7e\u015fitli raporlard\u0131r.<\/span><\/p>\n<ol>\n<li style=\"font-weight: 400;\" aria-level=\"1\">\n<h3><span style=\"font-weight: 400;\">Harici veri kaynaklar\u0131<\/span><\/h3>\n<\/li>\n<\/ol>\n<p><span style=\"font-weight: 400;\">Veri toplama i\u015flemi kurumun d\u0131\u015f\u0131nda ger\u00e7ekle\u015fti\u011finde buna harici veri kayna\u011f\u0131 denir.  <\/span><span style=\"font-weight: 400;\">Her y\u00f6nden \u015firketin d\u0131\u015f\u0131ndad\u0131rlar. Bir ara\u015ft\u0131rmac\u0131 olarak, harici veri toplama i\u00e7in \u00e7al\u0131\u015fabilirsiniz.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">D\u0131\u015f kaynaklardan gelen verileri toplamak daha zordur \u00e7\u00fcnk\u00fc \u00e7ok daha \u00e7e\u015fitlidir ve \u00e7ok say\u0131da olabilir. Harici verilerin yerle\u015ftirilebilece\u011fi farkl\u0131 gruplar vard\u0131r. Bunlar a\u015fa\u011f\u0131da verilmi\u015ftir:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\">\n<h4><span style=\"font-weight: 400;\">Devlet yay\u0131nlar\u0131<\/span><\/h4>\n<\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Ara\u015ft\u0131rmac\u0131lar devlet kaynaklar\u0131ndan \u00e7ok b\u00fcy\u00fck miktarda bilgi edinebilirler. Ayr\u0131ca, bu bilgilerin \u00e7o\u011funu internetten \u00fccretsiz olarak edinebilirsiniz.<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\">\n<h4><span style=\"font-weight: 400;\">H\u00fck\u00fcmet d\u0131\u015f\u0131 yay\u0131nlar<\/span><\/h4>\n<\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Ara\u015ft\u0131rmac\u0131lar sekt\u00f6rle ilgili bilgileri h\u00fck\u00fcmet d\u0131\u015f\u0131 yay\u0131nlarda da bulabilirler. H\u00fck\u00fcmet d\u0131\u015f\u0131 yay\u0131nlarla ilgili tek sorun, verilerinin bazen tarafl\u0131 olabilmesidir.<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\">\n<h4><span style=\"font-weight: 400;\">Sendika hizmetleri<\/span><\/h4>\n<\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Baz\u0131 \u015firketler Sendika hizmetleri sunmaktad\u0131r. Bunun bir par\u00e7as\u0131 olarak, t\u00fcm m\u00fc\u015fterileri i\u00e7in ayn\u0131 pazarlama bilgilerini toplar ve d\u00fczenlerler. Anketler, posta g\u00fcnl\u00fc\u011f\u00fc panelleri, elektronik hizmetler, toptanc\u0131lar, sanayi firmalar\u0131, perakendeciler vb. hanelerden bilgi alma yollar\u0131d\u0131r.<\/span><\/p>\n<ol>\n<li style=\"font-weight: 400;\" aria-level=\"1\">\n<h3><span style=\"font-weight: 400;\">Deneysel veri kaynaklar\u0131<\/span><\/h3>\n<\/li>\n<\/ol>\n<p><span style=\"font-weight: 400;\">Bu veri kayna\u011f\u0131nda bilgiler ilgili deneylerden ve ilgili ara\u00e7lardan gelmektedir. Ara\u015ft\u0131rmac\u0131, ihtiya\u00e7 duydu\u011fu t\u00fcm bilgileri elde etmek i\u00e7in deneyler yapar.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ara\u015ft\u0131rmac\u0131lar, deneylerin kurulabilece\u011fi farkl\u0131 yollar hakk\u0131nda bilgi edinebilirler. Bir deneyi y\u00fcr\u00fctmenin en yayg\u0131n d\u00f6rt yolu \u015funlard\u0131r:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\">\n<h4><span style=\"font-weight: 400;\">CRD &#8211; Tamamen rastgele tasar\u0131m<\/span><\/h4>\n<\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Tamamen Rastgele Tasar\u0131m, <a href=\"https:\/\/www.questionpro.com\/blog\/data-analytics-projects\/\">veri analizinde<\/a> kullan\u0131lan basit bir deneysel taslakt\u0131r. Randomizasyon ve replikasyona dayan\u0131r. \u00c7o\u011funlukla deneyleri kar\u015f\u0131la\u015ft\u0131rmak i\u00e7in kullan\u0131l\u0131r.<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\">\n<h4><span style=\"font-weight: 400;\">  RBD -Randomize blok tasar\u0131m\u0131<\/span><\/h4>\n<\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Rastgele Blok Tasar\u0131m\u0131, deneyi blok ad\u0131 verilen k\u00fc\u00e7\u00fck birimlere b\u00f6len bir deney tasar\u0131m\u0131d\u0131r. Her bir blok \u00fczerinde rastgele deneyler yap\u0131l\u0131r ve sonu\u00e7lar varyans analizi tekni\u011fi (ANOVA) kullan\u0131larak analiz edilir. RBD tar\u0131m sekt\u00f6r\u00fcnde ortaya \u00e7\u0131km\u0131\u015ft\u0131r.<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\">\n<h4><span style=\"font-weight: 400;\">LSD &#8211; Latin kare tasar\u0131m\u0131<\/span><\/h4>\n<\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Latin Kare Tasar\u0131m\u0131, CRD ve RBD bloklar\u0131na benzer bir deneysel tasar\u0131md\u0131r ancak ayn\u0131 zamanda sat\u0131r ve s\u00fctunlara sahiptir. Ayn\u0131 say\u0131da sat\u0131r, s\u00fctun ve bir sat\u0131rda yaln\u0131zca bir kez g\u00f6r\u00fcnen harflere sahip NxN karelerden olu\u015fur. Dolay\u0131s\u0131yla, farkl\u0131l\u0131klar\u0131 bulmak kolayd\u0131r ve deneyin yanl\u0131\u015f gitme olas\u0131l\u0131\u011f\u0131 daha d\u00fc\u015f\u00fckt\u00fcr. Latin kare tasar\u0131m\u0131 Sudoku bulmacas\u0131 gibi bir \u015feydir.<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\">\n<h4><span style=\"font-weight: 400;\">FD &#8211; Fakt\u00f6riyel tasar\u0131mlar<\/span><\/h4>\n<\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Fakt\u00f6riyel tasar\u0131m, her bir deneyin her biri olas\u0131 bir de\u011fere sahip iki fakt\u00f6re sahip oldu\u011fu ve ek kombinasyonel unsurlar\u0131n bir \u00f6nceki denemenin sonu\u00e7lar\u0131ndan t\u00fcretildi\u011fi bir deneysel tasar\u0131md\u0131r.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">Sonu\u00e7<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Veri kaynaklar\u0131 karma\u015f\u0131k bir terimdir. Basit\u00e7e ifade etmek gerekirse, bir veri kayna\u011f\u0131, s\u00f6z konusu verilerin bir veri tablosunda, veri nesnesinde veya ba\u015fka bir depolama bi\u00e7iminde tutuldu\u011fu fiziksel veya dijital bir yerdir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ara\u015ft\u0131rma konusunda yard\u0131ma ihtiyac\u0131n\u0131z varsa QuestionPro uzman ekibiyle ileti\u015fime ge\u00e7in. QuestionPro, verilerinizden en iyi \u015fekilde yararlanman\u0131za yard\u0131mc\u0131 olabilir ve s\u00fcre\u00e7 boyunca size rehberlik edebilir.<\/span><\/p>\n<p style=\"text-align: center;\"><a href=\"https:\/\/www.questionpro.com\/research-edition-survey-software\/\" 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=1053&amp;sourceRef=blog\" target=\"_blank\" rel=\"noopener\"><br \/>\n  <button>\u00dcCRETS\u0130Z DENEME<\/button><br \/>\n<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Veriler, ara\u015ft\u0131rma s\u00fcrecinde yap\u0131lan her t\u00fcrl\u00fc veri analizi \u00e7al\u0131\u015fmas\u0131n\u0131n bel kemi\u011fidir. Veri, farkl\u0131 kaynaklardan gelen organize edilmemi\u015f ger\u00e7eklerin ve say\u0131lar\u0131n [&hellip;]<\/p>\n","protected":false},"author":49,"featured_media":715867,"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":[1118],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Veri Kaynaklar\u0131: Ne Olduklar\u0131, T\u00fcrleri ve \u00d6rnekleri | QuestionPro<\/title>\n<meta name=\"description\" content=\"Veri kaynaklar\u0131 g\u00fcvenilirdir ve ara\u015ft\u0131rma i\u00e7in yayg\u0131n olarak kullan\u0131lmaktad\u0131r. 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