{"id":730334,"date":"2022-08-30T11:00:54","date_gmt":"2022-08-30T18:00:54","guid":{"rendered":"https:\/\/www.questionpro.com\/blog\/tanimlayici-analiz-nedir-en-iyi-arastirma-ipuclari\/"},"modified":"2022-08-30T11:00:54","modified_gmt":"2022-08-30T11:00:54","slug":"tanimlayici-analiz-nedir-en-iyi-arastirma-ipuclari","status":"publish","type":"post","link":"https:\/\/www.questionpro.com\/blog\/tr\/tanimlayici-analiz-nedir-en-iyi-arastirma-ipuclari\/","title":{"rendered":"Tan\u0131mlay\u0131c\u0131 Analiz: Nedir + En \u0130yi Ara\u015ft\u0131rma \u0130pu\u00e7lar\u0131"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">\u00d6nc\u00fc istatistiksel analiz genellikle tan\u0131mlay\u0131c\u0131 bir analizle ba\u015flar. Verilerinizi nas\u0131l kullanaca\u011f\u0131n\u0131z\u0131 d\u00fc\u015f\u00fcnmenize, istisnalar\u0131 ve hatalar\u0131 belirlemenize ve de\u011fi\u015fkenlerin nas\u0131l ili\u015fkili oldu\u011funu g\u00f6rmenize yard\u0131mc\u0131 olarak sizi gelecekteki istatistiksel ara\u015ft\u0131rmalara liderlik edecek bir konuma getirir. Ham verilerin anla\u015f\u0131lmas\u0131n\u0131 ve analiz edilmesini kolayla\u015ft\u0131racak bir formatta tutulmas\u0131, yani verilerin yeniden d\u00fczenlenmesi, s\u0131ralanmas\u0131 ve de\u011fi\u015ftirilmesi, b\u00f6ylece i\u00e7erdi\u011fi veriler hakk\u0131nda size yararl\u0131 bir \u015feyler s\u00f6yleyebilmesi.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Tan\u0131mlay\u0131c\u0131 analiz, istatistiksel veri analizinin en \u00f6nemli a\u015famalar\u0131ndan biridir. Verilerinizin da\u011f\u0131l\u0131m\u0131 hakk\u0131nda bir sonuca varman\u0131z\u0131 sa\u011flar, hatalar\u0131 ve ayk\u0131r\u0131 de\u011ferleri tespit etmenize yard\u0131mc\u0131 olur ve de\u011fi\u015fkenler aras\u0131ndaki \u00f6r\u00fcnt\u00fcleri g\u00f6rmenizi sa\u011flayarak sizi gelecekteki istatistiksel analizlere haz\u0131rlar.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Bu blogda, betimsel analizi ve ara\u015ft\u0131rmac\u0131lar i\u00e7in en iyi ipu\u00e7lar\u0131n\u0131 tart\u0131\u015faca\u011f\u0131z.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">Betimsel analiz nedir?<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Betimsel analiz, veri noktalar\u0131n\u0131n tan\u0131mlanmas\u0131na, g\u00f6sterilmesine veya yard\u0131mc\u0131 bir \u015fekilde \u00f6zetlenmesine yard\u0131mc\u0131 olan bir t\u00fcr veri ara\u015ft\u0131rmas\u0131d\u0131r, b\u00f6ylece verilerin t\u00fcm ko\u015fullar\u0131n\u0131 kar\u015f\u0131layan modeller geli\u015ftirilebilir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">G\u00fcncel ve ge\u00e7mi\u015f verilerden yararlanarak kal\u0131plar\u0131 ve ba\u011flant\u0131lar\u0131 belirleme tekni\u011fidir. Daha ileri gitmeden \u00f6r\u00fcnt\u00fcleri ve ili\u015fkileri tan\u0131mlad\u0131\u011f\u0131 i\u00e7in, s\u0131kl\u0131kla en temel <a href=\"https:\/\/www.questionpro.com\/blog\/what-is-data-analysis\/\">veri analizi<\/a> olarak adland\u0131r\u0131l\u0131r.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Zaman i\u00e7indeki de\u011fi\u015fimi tan\u0131mlarken bu analiz faydal\u0131d\u0131r. Karar verme s\u00fcrecini bilgilendirmek \u00fczere daha ileri ara\u015ft\u0131rmalar i\u00e7in bir s\u0131\u00e7rama noktas\u0131 olarak kal\u0131plar\u0131 kullan\u0131r. Sistematik olarak yap\u0131ld\u0131klar\u0131nda zor veya yorucu de\u011fildirler.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Veri toplama ve madencili\u011fi, tarihsel veri olu\u015fturmak i\u00e7in tan\u0131mlay\u0131c\u0131 analizde kullan\u0131lan iki y\u00f6ntemdir. Veri toplamada, bilgiler \u00f6nce toplan\u0131r ve daha sonra b\u00fcy\u00fck veri k\u00fcmelerini basitle\u015ftirmek i\u00e7in s\u0131ralan\u0131r. Veri madencili\u011fi, verilerin \u00f6r\u00fcnt\u00fcler ve anlaml\u0131l\u0131k a\u00e7\u0131s\u0131ndan ara\u015ft\u0131r\u0131lmas\u0131n\u0131 gerektiren bir sonraki analitik a\u015famad\u0131r.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">Betimsel analiz konusunda ara\u015ft\u0131rmac\u0131lar i\u00e7in en iyi ipu\u00e7lar\u0131<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u00c7e\u015fitli ampirik metodolojiler, pratik tan\u0131mlay\u0131c\u0131 analizleri desteklemektedir. En pop\u00fcler tan\u0131mlay\u0131c\u0131 \u00e7al\u0131\u015fma ara\u00e7lar\u0131, verileri a\u00e7\u0131klamak i\u00e7in olduk\u00e7a yararl\u0131 olabilecek temel e\u011filimleri ve varyasyonu (ortalamalar, medyanlar ve modlar gibi) temsil eden basit istatistiklerdir.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Veri y\u0131\u011f\u0131n\u0131n\u0131 izleyicinin yararl\u0131 bulaca\u011f\u0131 bir bi\u00e7ime sokmak betimleyici ara\u015ft\u0131rmac\u0131n\u0131n sorumlulu\u011fundad\u0131r. Bu veri azalt\u0131m\u0131, bir durum veya olgunun t\u00fcm bile\u015fenlerine e\u015fit a\u011f\u0131rl\u0131k verilmesi gerekti\u011fi anlam\u0131na gelmez. Bunun yerine, oldu\u011fu haliyle olgunun en kritik y\u00f6nlerine ve daha genel olarak, bir ara\u015ft\u0131rma \u00e7al\u0131\u015fmas\u0131n\u0131n okunaca\u011f\u0131 ger\u00e7ek d\u00fcnya prati\u011fi ba\u011flam\u0131na odaklan\u0131r.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">Frekans \u00f6l\u00e7\u00fcmleri<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Belirli bir olay\u0131n veya tepkinin ne s\u0131kl\u0131kla meydana gelebilece\u011fini anlamak, betimsel analiz i\u00e7in \u00e7ok \u00f6nemlidir. Frekans \u00f6l\u00e7\u00fcmlerinin temel amac\u0131, say\u0131 veya y\u00fczde gibi bir \u015fey sa\u011flamakt\u0131r.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">Merkezi e\u011filim \u00f6l\u00e7\u00fcleri<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Merkezi (veya ortalama) e\u011filimi veya yan\u0131t\u0131 bulmak, tan\u0131mlay\u0131c\u0131 analizde \u00e7ok \u00f6nemlidir. Merkezi e\u011filimi hesaplamak i\u00e7in ortalama, medyan ve mod olmak \u00fczere \u00fc\u00e7 standart kullan\u0131l\u0131r.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">Da\u011f\u0131l\u0131m \u00f6l\u00e7\u00fcleri<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Bazen, verilerin bir aral\u0131kta nas\u0131l da\u011f\u0131t\u0131ld\u0131\u011f\u0131n\u0131 anlamak \u00e7ok \u00f6nemlidir. Bu t\u00fcr bir da\u011f\u0131l\u0131m, aral\u0131k veya standart sapma gibi da\u011f\u0131l\u0131m \u00f6l\u00e7\u00fctleri kullan\u0131larak \u00f6l\u00e7\u00fclebilir.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">Pozisyon \u00d6l\u00e7\u00fctleri<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Bir de\u011ferin veya yan\u0131t\u0131n di\u011fer konularla ilgili konumunu bulmak, betimsel analizin bir ba\u015fka y\u00f6n\u00fcd\u00fcr. Bu bilgi alan\u0131nda, \u00e7eyrekler ve y\u00fczdelik dilimler gibi metrikler faydal\u0131d\u0131r.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">Yap\u0131lacak \u015feyler:<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Ayr\u0131ca, ara\u015ft\u0131rmac\u0131lar\u0131n betimsel analizi tamamlamak i\u00e7in yapabilecekleri \u015funlard\u0131r:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Analizin amac\u0131n\u0131, hedeflerini, ne y\u00f6nde ilerleyeceklerini, g\u00f6zden ka\u00e7\u0131rmalar\u0131 gereken hususlar\u0131 ve verilerin hangi formatta sunulmas\u0131 gerekti\u011fini belirtmelidirler.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Hedefleri belirledikten sonra veri toplamal\u0131d\u0131rlar. Bu kritik bir a\u015famad\u0131r \u00e7\u00fcnk\u00fc yanl\u0131\u015f veri toplamak onlar\u0131 hedeflerinden uzakla\u015ft\u0131rabilir.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Verilerin temizlenmesi bir sonraki a\u015famad\u0131r. B\u00fcy\u00fck veri setleriyle \u00e7al\u0131\u015f\u0131rken veri temizli\u011fi zorlay\u0131c\u0131 olabilir. \u00c7al\u0131\u015fma veri setindeki g\u00fcr\u00fclt\u00fc veya ilgisiz bilgiler bulgular\u0131 \u00e7arp\u0131tabilir. Ara\u015ft\u0131rmac\u0131lar, g\u00fcvenilir sonu\u00e7lar i\u00e7in verileri spesifikasyonlara uygun \u015fekilde temizlemelidir.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Veriler temizlendikten sonra farkl\u0131 analitik yakla\u015f\u0131mlar kullan\u0131l\u0131r. Derinlemesine betimleyici \u00f6zetler \u015feklindeki betimleyici analiz, verilerin temel \u00f6zelliklerini vurgular.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Veri seti analiz edildikten sonra, ara\u015ft\u0131rmac\u0131lar bulgular\u0131 hedefler \u0131\u015f\u0131\u011f\u0131nda yorumlayabilirler. Sonu\u00e7lar beklenildi\u011fi gibiyse analiz ba\u015far\u0131l\u0131 olmu\u015ftur. Aksi takdirde, stratejilerindeki zay\u0131fl\u0131klar\u0131 ara\u015ft\u0131rmal\u0131 ve daha iyi sonu\u00e7lar elde etmek i\u00e7in bu s\u00fcre\u00e7leri tekrarlamal\u0131d\u0131rlar.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Analizinizi teknik olmayan payda\u015flara ve ekiplere sunarken, bulgular\u0131 iletmek zor olabilir. <a href=\"https:\/\/www.questionpro.com\/blog\/data-visualization\/\">Veri g\u00f6rselle\u015ftirme<\/a> bu g\u00f6revi verimli bir \u015fekilde tamamlaman\u0131za yard\u0131mc\u0131 olur. Sonu\u00e7lar\u0131 vermek i\u00e7in ara\u015ft\u0131rmac\u0131lar \u00e7izelgeler, pasta grafikler, grafikler ve di\u011ferleri gibi \u00e7e\u015fitli veri g\u00f6rselle\u015ftirme yakla\u015f\u0131mlar\u0131 kullanabilir.<\/span><\/li>\n<\/ul>\n<h2><span style=\"font-weight: 400;\">Sonu\u00e7<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Tan\u0131mlay\u0131c\u0131 analiz, ara\u015ft\u0131rmac\u0131n\u0131n de\u011fi\u015fkenler aras\u0131ndaki nedensel ili\u015fkileri ke\u015ffetmek, n\u00fcfus \u00f6r\u00fcnt\u00fclerini a\u00e7\u0131klamak veya temel olgular i\u00e7in yeni \u00f6l\u00e7\u00fctler geli\u015ftirmek isteyip istemedi\u011fine bak\u0131lmaks\u0131z\u0131n \u00e7ok \u00f6nemli bir ara\u015ft\u0131rma yakla\u015f\u0131m\u0131d\u0131r. Do\u011fru kullan\u0131ld\u0131\u011f\u0131nda \u00e7e\u015fitli tan\u0131mlay\u0131c\u0131 ve nedensel ara\u015ft\u0131rmalara \u00f6nemli katk\u0131lar sa\u011flayabilir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Do\u011fru verilere bakmak ve bunlar\u0131 de\u011ferlendirmek, ara\u015ft\u0131rmac\u0131lar ve pazarlamac\u0131lar i\u00e7in olduk\u00e7a de\u011ferlidir. \u00d6nemli olan i\u00e7g\u00f6r\u00fcleri elde etmenizi sa\u011flayan QuestionPro gibi yerle\u015fik bir ara\u015ft\u0131rma platformu ile ara\u015ft\u0131rma verilerini toplayabilir ve ara\u00e7 i\u00e7inde karma\u015f\u0131k analizler ger\u00e7ekle\u015ftirebilirsiniz.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">QuestionPro&#8217;yu kullanarak, m\u00fc\u015fterilerinizi ve di\u011fer ara\u015ft\u0131rma nesnelerini daha iyi anlarken \u00f6nemli kararlara h\u0131zla ula\u015fabilirsiniz. Kurumsal d\u00fczeyde ara\u015ft\u0131rma paketinin yeteneklerinden hemen \u015fimdi yararlan\u0131n!<\/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>\u00d6nc\u00fc istatistiksel analiz genellikle tan\u0131mlay\u0131c\u0131 bir analizle ba\u015flar. Verilerinizi nas\u0131l kullanaca\u011f\u0131n\u0131z\u0131 d\u00fc\u015f\u00fcnmenize, istisnalar\u0131 ve hatalar\u0131 belirlemenize ve de\u011fi\u015fkenlerin nas\u0131l ili\u015fkili [&hellip;]<\/p>\n","protected":false},"author":49,"featured_media":718227,"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>Tan\u0131mlay\u0131c\u0131 Analiz: Nedir + En \u0130yi Ara\u015ft\u0131rma \u0130pu\u00e7lar\u0131 | QuestionPro<\/title>\n<meta name=\"description\" content=\"Tan\u0131mlay\u0131c\u0131 analiz, bir veri setinin \u00f6zelliklerini \u00f6zetler. 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