{"id":1006952,"date":"2024-07-09T11:00:00","date_gmt":"2024-07-09T18:00:00","guid":{"rendered":"https:\/\/www.questionpro.com\/blog\/negatif-korelasyon-tanim-ornekler-nasil-bulunur\/"},"modified":"2025-02-12T05:58:59","modified_gmt":"2025-02-12T12:58:59","slug":"negatif-korelasyon-tanim-ornekler-nasil-bulunur","status":"publish","type":"post","link":"https:\/\/www.questionpro.com\/blog\/tr\/negatif-korelasyon-tanim-ornekler-nasil-bulunur\/","title":{"rendered":"Negatif Korelasyon: Tan\u0131m, \u00d6rnekler + Nas\u0131l Bulunur?"},"content":{"rendered":"\n<p>Korelasyon, istatistikte iki de\u011fi\u015fken aras\u0131ndaki ili\u015fkiyi anlamam\u0131za yard\u0131mc\u0131 olan temel bir kavramd\u0131r. Negatif korelasyon olarak bilinen belirli bir korelasyon t\u00fcr\u00fc \u00f6zellikle ilgin\u00e7tir \u00e7\u00fcnk\u00fc bize iki de\u011fi\u015fkenin nas\u0131l z\u0131t y\u00f6nlerde hareket etti\u011fini anlat\u0131r.   <\/p>\n\n<p>Bu blog yaz\u0131s\u0131nda, negatif korelasyonun ne oldu\u011funu ke\u015ffedecek, baz\u0131 ger\u00e7ek hayat \u00f6rnekleri sunacak ve nas\u0131l \u00e7al\u0131\u015ft\u0131\u011f\u0131n\u0131 basit ve anla\u015f\u0131lmas\u0131 kolay bir \u015fekilde a\u00e7\u0131klayaca\u011f\u0131z.<\/p>\n\n<h2 class=\"wp-block-heading\">Negatif Korelasyon Nedir?<\/h2>\n\n<p>Ters korelasyon olarak da bilinen negatif korelasyon, iki de\u011fi\u015fken z\u0131t y\u00f6nlerde hareket etti\u011finde ortaya \u00e7\u0131kar. Ba\u015fka bir deyi\u015fle, bir de\u011fi\u015fken artt\u0131k\u00e7a di\u011fer de\u011fi\u015fken azal\u0131r ya da tam tersi olur. Bir korelasyonun g\u00fcc\u00fc ve y\u00f6n\u00fc -1 ile 1 aras\u0131nda de\u011fi\u015fen korelasyon katsay\u0131s\u0131 ile \u00f6l\u00e7\u00fcl\u00fcr. Negatif bir korelasyon katsay\u0131s\u0131 (-1 ile 0 aras\u0131nda) negatif bir korelasyona i\u015faret eder.   <\/p>\n\n<p><strong>Korelasyon Katsay\u0131s\u0131 (r): Bu istatistiksel \u00f6l\u00e7\u00fc -1 ile 1 aras\u0131nda de\u011fi\u015fir.<\/strong><\/p>\n\n<ul>\n<li>-1: M\u00fckemmel negatif korelasyon (bir de\u011fi\u015fken artt\u0131k\u00e7a, di\u011feri m\u00fckemmel do\u011frusal bir \u015fekilde azal\u0131r).<\/li>\n\n\n\n<li>0: Korelasyon yok (de\u011fi\u015fkenler aras\u0131nda ili\u015fki yok).<\/li>\n\n\n\n<li>1: M\u00fckemmel pozitif korelasyon (bir de\u011fi\u015fken artt\u0131k\u00e7a di\u011feri de m\u00fckemmel do\u011frusal bir \u015fekilde artar).<\/li>\n<\/ul>\n\n<p>Pearson korelasyon katsay\u0131s\u0131 (r olarak g\u00f6sterilir) s\u0131f\u0131ra yak\u0131n ancak negatif oldu\u011funda, tipik olarak -0,1 ile -0,3 aras\u0131nda oldu\u011funda zay\u0131f bir negatif korelasyon mevcuttur. Bu, iki de\u011fi\u015fken aras\u0131nda hafif bir ters ili\u015fki oldu\u011funu g\u00f6sterir, ancak bu ili\u015fki \u00e7o\u011fu durumda y\u00fcksek d\u00fczeyde tahmin edici veya anlaml\u0131 olacak kadar g\u00fc\u00e7l\u00fc de\u011fildir. <\/p>\n\n<h2 class=\"wp-block-heading\">Bunu Anlamak Neden \u00d6nemli?<\/h2>\n\n<p>G\u00fc\u00e7l\u00fc negatif korelasyon, finans, ekonomi, sa\u011fl\u0131k hizmetleri ve g\u00fcnl\u00fck karar alma s\u00fcre\u00e7leri gibi \u00e7e\u015fitli alanlar\u0131 kapsayan \u00e7e\u015fitli nedenlerden dolay\u0131 sizin i\u00e7in \u00f6nemlidir. \u0130\u015fte bu kavram\u0131 anlaman\u0131n sizin i\u00e7in neden \u00f6nemli oldu\u011funu a\u00e7\u0131kl\u0131yoruz: <\/p>\n\n<h3 class=\"wp-block-heading\">Bilgilendirilmi\u015f Tahminler Yapmay\u0131 Sa\u011flar<\/h3>\n\n<p>Bir de\u011fi\u015fkenin hareketine dayanarak di\u011ferinin davran\u0131\u015f\u0131 hakk\u0131nda bilin\u00e7li tahminler yapman\u0131z\u0131 sa\u011flar. \u00d6rne\u011fin, \u00e7al\u0131\u015fma s\u00fcresi ile bir s\u0131navdaki hata say\u0131s\u0131 aras\u0131nda negatif bir korelasyon oldu\u011funu biliyorsan\u0131z, \u00e7al\u0131\u015fma s\u00fcrenizi art\u0131rmak hatalar\u0131 azaltmaya yard\u0131mc\u0131 olabilir. <\/p>\n\n<h3 class=\"wp-block-heading\">Finansta Risk Y\u00f6netimine yard\u0131mc\u0131 olur<\/h3>\n\n<p>E\u011fer bir yat\u0131r\u0131mc\u0131ysan\u0131z, bunu portf\u00f6y\u00fcn\u00fcz\u00fc \u00e7e\u015fitlendirmek i\u00e7in kullanabilirsiniz. Birbirine ters y\u00f6nde hareket eden varl\u0131klar\u0131 dahil ederek genel riski azaltabilirsiniz. <\/p>\n\n<p>Bunu anlamak, potansiyel kay\u0131plara kar\u015f\u0131 korunmak i\u00e7in riskten korunma stratejileri geli\u015ftirmenize de yard\u0131mc\u0131 olur. \u00d6rne\u011fin, emtia fiyatlar\u0131 ile negatif korelasyona sahip bir \u015firketin hisse senedine sahipseniz, bu emtialara yat\u0131r\u0131m yaparak korunabilirsiniz. <\/p>\n\n<h3 class=\"wp-block-heading\">Nedensel \u0130li\u015fkilerin Belirlenmesine Yard\u0131mc\u0131 Olur<\/h3>\n\n<p>Bunu fark etmek, \u00e7e\u015fitli alanlardaki nedensel ili\u015fkileri belirlemenize yard\u0131mc\u0131 olur. \u00d6rne\u011fin, \u015firketiniz <a href=\"https:\/\/www.questionpro.com\/blog\/tr\/is-tatmini-nedir-bilesenleri-ve-kilavuzu\/\">i\u015f memnuniyeti<\/a> ile i\u015ften ayr\u0131lma oranlar\u0131 aras\u0131nda negatif bir korelasyon oldu\u011funu fark ederse, i\u015ften ayr\u0131lma oran\u0131n\u0131 azaltmak i\u00e7in \u00e7al\u0131\u015fan memnuniyetini art\u0131rmaya odaklanabilirsiniz. <\/p>\n\n<p>Sa\u011fl\u0131k hizmetlerinde, a\u015fa\u011f\u0131daki gibi \u00f6nemli bilgileri ortaya \u00e7\u0131karabilir:<\/p>\n\n<ul>\n<li>Artan fiziksel aktivite ile belirli hastal\u0131klar\u0131n g\u00f6r\u00fclme s\u0131kl\u0131\u011f\u0131n\u0131n azalmas\u0131 aras\u0131ndaki ili\u015fki.<\/li>\n\n\n\n<li>Takip edebilece\u011finiz veya te\u015fvik edebilece\u011finiz halk sa\u011fl\u0131\u011f\u0131 politikalar\u0131na ve m\u00fcdahalelerine rehberlik etmek.<\/li>\n<\/ul>\n\n<h3 class=\"wp-block-heading\">\u0130\u015f Operasyonlar\u0131n\u0131 \u0130yile\u015ftirir<\/h3>\n\n<p>E\u011fer bir i\u015fletme i\u015fletiyorsan\u0131z, bunu operasyonlar\u0131 optimize etmek i\u00e7in kullanabilirsiniz. \u00d6rne\u011fin, \u00fcretim s\u00fcresi ile hata oranlar\u0131 aras\u0131nda negatif bir korelasyon bulursan\u0131z, e\u011fitime veya daha iyi ekipmana yat\u0131r\u0131m yapmak hatalar\u0131 azaltman\u0131za ve verimlili\u011fi art\u0131rman\u0131za yard\u0131mc\u0131 olabilir. Fiyat ve talep gibi fakt\u00f6rler aras\u0131ndaki negatif korelasyonu anlamak, geliri en \u00fcst d\u00fczeye \u00e7\u0131karmak i\u00e7in en uygun fiyatland\u0131rma stratejilerini belirlemenize yard\u0131mc\u0131 olabilir.  <\/p>\n\n<h3 class=\"wp-block-heading\">Bilimsel Ara\u015ft\u0131rmalar\u0131n\u0131z\u0131 Geli\u015ftirir<\/h3>\n\n<p>Bunlar\u0131 tan\u0131mak, daha iyi deneyler tasarlaman\u0131za ve sonu\u00e7lar\u0131 daha do\u011fru yorumlaman\u0131za yard\u0131mc\u0131 olur. \u00d6rne\u011fin, \u00e7evresel etkileri anlamak i\u00e7in kirletici seviyeleri ile biyo\u00e7e\u015fitlilik aras\u0131ndaki negatif korelasyonu inceleyebilirsiniz. <\/p>\n\n<h2 class=\"wp-block-heading\">Negatif Korelasyon \u00d6rnekleri<\/h2>\n\n<p>Bu ili\u015fkilerin anla\u015f\u0131lmas\u0131 \u00e7e\u015fitli alanlarda b\u00fcy\u00fck \u00f6nem ta\u015f\u0131maktad\u0131r. \u0130\u015fte ara\u015ft\u0131rma, e\u011fitim ve sa\u011fl\u0131k alanlar\u0131ndaki negatif korelasyonlar\u0131n baz\u0131 spesifik \u00f6rnekleri. <\/p>\n\n<h3 class=\"wp-block-heading\">01. Ara\u015ft\u0131rma<\/h3>\n\n<p><strong>\u00d6rnek: \u00c7al\u0131\u015fma S\u00fcresi ve Sosyal Medya Kullan\u0131m\u0131<\/strong><\/p>\n\n<p><a href=\"https:\/\/www.questionpro.com\/blog\/tr\/akademik-arastirma-nedir-ucretsiz-araclar\/\">Akademik bir ara\u015ft\u0131rmada<\/a>, \u00f6\u011frencilerin ders \u00e7al\u0131\u015fmak i\u00e7in harcad\u0131klar\u0131 zaman ile sosyal medya kullan\u0131mlar\u0131 aras\u0131ndaki ili\u015fki incelenebilir.<\/p>\n\n<ul>\n<li><strong>Bulgular:<\/strong> Ara\u015ft\u0131rma, ders \u00e7al\u0131\u015fma s\u00fcresi ile sosyal medya kullan\u0131m\u0131 aras\u0131nda negatif bir korelasyon oldu\u011funu ortaya koymu\u015ftur. \u00d6\u011frenciler sosyal medyada daha fazla zaman ge\u00e7irdik\u00e7e, \u00e7al\u0131\u015fma s\u00fcreleri azalma e\u011filimindedir. Tersine, \u00f6\u011frenciler ders \u00e7al\u0131\u015fmaya daha fazla zaman ay\u0131rd\u0131klar\u0131nda, sosyal medya kullan\u0131mlar\u0131 genellikle d\u00fc\u015fmektedir.  <\/li>\n\n\n\n<li><strong>\u00c7\u0131kar\u0131mlar:<\/strong> Bu negatif korelasyonun anla\u015f\u0131lmas\u0131, ara\u015ft\u0131rmac\u0131lar\u0131n akademik performans\u0131 art\u0131rmaya y\u00f6nelik stratejiler geli\u015ftirmesine yard\u0131mc\u0131 olur.  <\/li>\n<\/ul>\n\n<h3 class=\"wp-block-heading\">02. E\u011fitim<\/h3>\n\n<p><strong>\u00d6rnek: S\u0131n\u0131f B\u00fcy\u00fckl\u00fc\u011f\u00fc ve Bireysel \u00d6\u011frenci Performans\u0131<\/strong><\/p>\n\n<p>E\u011fitim alan\u0131nda, ara\u015ft\u0131rmac\u0131lar s\u0131n\u0131f b\u00fcy\u00fckl\u00fc\u011f\u00fc ile bireysel \u00f6\u011frenci performans\u0131 aras\u0131ndaki ili\u015fkiyi ara\u015ft\u0131rabilirler.<\/p>\n\n<ul>\n<li><strong>Bulgular: <\/strong>Ara\u015ft\u0131rmalar genellikle s\u0131n\u0131f b\u00fcy\u00fckl\u00fc\u011f\u00fc ile \u00f6\u011frenci performans\u0131 aras\u0131nda negatif bir korelasyon bulmaktad\u0131r. S\u0131n\u0131f mevcudu artt\u0131k\u00e7a, \u00f6\u011fretmen ilgisinin azalmas\u0131 ve s\u0131n\u0131fta dikkat da\u011f\u0131t\u0131c\u0131 unsurlar\u0131n artmas\u0131 gibi fakt\u00f6rler nedeniyle bireysel \u00f6\u011frenci performans\u0131 d\u00fc\u015fme e\u011filimi g\u00f6stermektedir.   <\/li>\n\n\n\n<li><strong>\u00c7\u0131kar\u0131mlar:<\/strong> Bu negatif korelasyon, \u00f6\u011frenci sonu\u00e7lar\u0131n\u0131 iyile\u015ftirmek i\u00e7in s\u0131n\u0131f mevcutlar\u0131n\u0131 azaltmay\u0131 ama\u00e7layan politikalar\u0131 desteklemektedir. Okullar ve e\u011fitim politikalar\u0131n\u0131 belirleyenler bu bilgiyi kaynaklar\u0131 daha etkin bir \u015fekilde tahsis etmek i\u00e7in kullanabilir. <\/li>\n<\/ul>\n\n<h3 class=\"wp-block-heading\">03. Sa\u011fl\u0131k Hizmetleri<\/h3>\n\n<p><strong>\u00d6rnek: Fiziksel Aktivite ve Kronik Hastal\u0131k Riski<\/strong><\/p>\n\n<p>Sa\u011fl\u0131k ara\u015ft\u0131rmalar\u0131nda bilim insanlar\u0131 s\u0131kl\u0131kla fiziksel aktivite seviyeleri ile kalp hastal\u0131\u011f\u0131, diyabet ve hipertansiyon gibi kronik hastal\u0131klara yakalanma riski aras\u0131ndaki ili\u015fkiyi incelemektedir.<\/p>\n\n<ul>\n<li><strong>Bulgular:<\/strong> Fiziksel aktivite ile kronik hastal\u0131k riski aras\u0131nda iyi belgelenmi\u015f bir negatif korelasyon vard\u0131r. Fiziksel aktivite d\u00fczeyleri artt\u0131k\u00e7a kronik hastal\u0131klara yakalanma riski azalmaktad\u0131r. Tersine, daha d\u00fc\u015f\u00fck fiziksel aktivite seviyeleri daha y\u00fcksek kronik hastal\u0131k riskiyle ili\u015fkilidir.  <\/li>\n\n\n\n<li><strong>\u00c7\u0131kar\u0131mlar: <\/strong>Sa\u011fl\u0131k uzmanlar\u0131 ve politika yap\u0131c\u0131lar bu negatif korelasyonu, kronik hastal\u0131klara kar\u015f\u0131 \u00f6nleyici bir tedbir olarak d\u00fczenli fiziksel aktiviteyi savunmak i\u00e7in kullanmaktad\u0131r. Halk sa\u011fl\u0131\u011f\u0131 kampanyalar\u0131 ve m\u00fcdahaleleri daha aktif ya\u015fam tarzlar\u0131n\u0131 te\u015fvik etmek i\u00e7in tasarlanm\u0131\u015ft\u0131r. <\/li>\n<\/ul>\n<blockquote>\n<p><a href=\"https:\/\/www.questionpro.com\/blog\/tr\/korelasyon-matrisi-nedir-orneklerle-nasil-calisir\/\">Korelasyon matrisi<\/a> hakk\u0131nda bilgi edinmek ister misiniz? QuestionPro k\u0131sa s\u00fcre \u00f6nce bu konuda bir blog yay\u0131nlad\u0131. \u00d6\u011frenmek i\u00e7in ke\u015ffedin.  <\/p>\n<\/blockquote>\n\n<h2 class=\"wp-block-heading\">Nas\u0131l Tan\u0131mlan\u0131r<\/h2>\n\n<p>De\u011fi\u015fkenlerinizin negatif korelasyon g\u00f6sterip g\u00f6stermedi\u011fini belirlemek i\u00e7in a\u015fa\u011f\u0131daki ad\u0131mlar\u0131 izleyin:<\/p>\n\n<h3 class=\"wp-block-heading\">1. \u0130ki De\u011fi\u015fkeninizi Tan\u0131mlay\u0131n<\/h3>\n\n<p>\u0130lk olarak, incelemek istedi\u011finiz iki de\u011fi\u015fkeni belirleyin. Bu de\u011fi\u015fkenler, aralar\u0131ndaki ili\u015fkiyi \u00f6l\u00e7meyi ama\u00e7lad\u0131\u011f\u0131n\u0131z veri setleridir. Negatif korelasyon i\u00e7in, bu iki de\u011fi\u015fkenin z\u0131t y\u00f6nlerde hareket etmesi muhtemeldir. Korelasyonun nedensellik anlam\u0131na gelmedi\u011fini unutmay\u0131n. De\u011fi\u015fkenler aras\u0131ndaki negatif korelasyon, bir de\u011fi\u015fkenin di\u011ferinde de\u011fi\u015fikli\u011fe neden oldu\u011fu anlam\u0131na gelmez.    <\/p>\n\n<h3 class=\"wp-block-heading\">2. Korelasyonu Bulmak i\u00e7in Y\u00f6nteminizi Se\u00e7in<\/h3>\n\n<p>Korelasyonu hesaplamak i\u00e7in \u00e7e\u015fitli y\u00f6ntemler vard\u0131r:<\/p>\n\n<p>Bir Form\u00fcl Kullan\u0131n<\/p>\n\n<p>Form\u00fcl\u00fc kullanarak korelasyonu hesaplayabilirsiniz:<\/p>\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"401\" height=\"267\" src=\"https:\/\/www.questionpro.com\/blog\/wp-content\/uploads\/2024\/07\/image-3.jpeg\" alt=\"\" class=\"wp-image-969134\"\/><\/figure>\n\n<h4 class=\"wp-block-heading\">Korelasyon Katsay\u0131s\u0131 Hesaplay\u0131c\u0131s\u0131 Kullan\u0131n<\/h4>\n\n<p>\u00c7evrimi\u00e7i korelasyon katsay\u0131s\u0131 hesaplay\u0131c\u0131lar\u0131, \u00f6zellikle b\u00fcy\u00fck veri k\u00fcmelerinde zaman kazand\u0131rabilir ve hata riskini azaltabilir. G\u00fcvenilir sonu\u00e7lar i\u00e7in girdilerinizin do\u011fru oldu\u011fundan emin olun. <\/p>\n\n<h4 class=\"wp-block-heading\">Da\u011f\u0131l\u0131m Grafi\u011fi Olu\u015fturma<\/h4>\n\n<p>Bir da\u011f\u0131l\u0131m grafi\u011fi, iki de\u011fi\u015fken aras\u0131ndaki korelasyonu g\u00f6rsel olarak temsil eder. \u0130li\u015fkiyi g\u00f6zlemlemek i\u00e7in veri noktalar\u0131n\u0131z\u0131 x ve y eksenleri boyunca \u00e7izin. Soldan sa\u011fa do\u011fru a\u015fa\u011f\u0131 e\u011fimli bir \u00e7izgi negatif korelasyonu g\u00f6sterir.  <\/p>\n\n<h3 class=\"wp-block-heading\">3. Korelasyonu Hesaplay\u0131n<\/h3>\n\n<p>Bir y\u00f6ntem se\u00e7tikten sonra, veri k\u00fcmelerinizi kullanarak korelasyonu hesaplay\u0131n. \u0130\u015fte farkl\u0131 y\u00f6ntemlerden ne bekleyece\u011finiz: <\/p>\n\n<ul>\n<li><strong>Form\u00fcl veya Hesap Makinesi:<\/strong> Elde edece\u011finiz sonu\u00e7 -1 ile 1 aras\u0131nda de\u011fi\u015fen bir korelasyon katsay\u0131s\u0131 (r) olacakt\u0131r. -1&#8217;e yak\u0131n bir de\u011fer g\u00fc\u00e7l\u00fc bir negatif korelasyona i\u015faret eder. <\/li>\n\n\n\n<li>Da\u011f\u0131l\u0131m Grafi\u011fi<strong>:<\/strong> Da\u011f\u0131l\u0131m grafi\u011finde a\u015fa\u011f\u0131 do\u011fru e\u011fimli bir \u00e7izgi negatif korelasyon anlam\u0131na gelir.<\/li>\n<\/ul>\n\n<p>Bu ad\u0131mlar\u0131 izleyerek, de\u011fi\u015fkenleriniz aras\u0131nda negatif bir korelasyon olup olmad\u0131\u011f\u0131n\u0131 belirleyebilir ve aralar\u0131ndaki ili\u015fkinin do\u011fas\u0131n\u0131 anlayabilirsiniz.<\/p>\n\n<h2 class=\"wp-block-heading\">Negatif ve Pozitif Korelasyon: Farkl\u0131l\u0131klar\u0131 Anlamak<\/h2>\n\n<p>Negatif ve pozitif korelasyon aras\u0131ndaki farklar\u0131n yan\u0131 s\u0131ra bunlar\u0131n \u00f6zelliklerini, \u00f6rneklerini ve sonu\u00e7lar\u0131n\u0131 inceleyelim.<\/p>\n\n<h3 class=\"wp-block-heading\">Pozitif Korelasyon<\/h3>\n\n<p>Pozitif korelasyon, iki de\u011fi\u015fken birlikte artma veya azalma e\u011filiminde oldu\u011funda, yani bir de\u011fi\u015fken artt\u0131k\u00e7a di\u011feri de artma e\u011filiminde oldu\u011funda ortaya \u00e7\u0131kar. Tersine, bir de\u011fi\u015fken azald\u0131k\u00e7a di\u011feri de azalma e\u011filimindedir. <\/p>\n\n<p><strong>\u00d6zellikleri:<\/strong><\/p>\n\n<ul>\n<li><strong>Y\u00f6n:<\/strong> Her iki de\u011fi\u015fken de ayn\u0131 y\u00f6nde hareket eder.<\/li>\n\n\n\n<li><strong>Korelasyon Katsay\u0131s\u0131: <\/strong>\ud835\udc5f pozitiftir, 0 ile +1 aras\u0131nda de\u011fi\u015fir.<\/li>\n<\/ul>\n\n<p><strong>\u00d6rnek:<\/strong><\/p>\n\n<ul>\n<li><strong>Gelir ve Harcama: <\/strong>Genel olarak, gelir artt\u0131k\u00e7a harcamalar da artma e\u011filimindedir. Bu pozitif ili\u015fki, t\u00fcketici davran\u0131\u015flar\u0131n\u0131 ve ekonomik e\u011filimleri anlamak i\u00e7in \u00e7ok \u00f6nemlidir. <\/li>\n\n\n\n<li><strong>S\u0131cakl\u0131k ve Dondurma Sat\u0131\u015flar\u0131: <\/strong>Daha y\u00fcksek s\u0131cakl\u0131klar genellikle daha y\u00fcksek dondurma sat\u0131\u015flar\u0131na yol a\u00e7arak bu de\u011fi\u015fkenler aras\u0131nda pozitif bir korelasyon oldu\u011funu g\u00f6stermektedir.<\/li>\n<\/ul>\n\n<p><strong>Sonu\u00e7lar:<\/strong><\/p>\n\n<ul>\n<li>Pozitif korelasyon, verilerdeki e\u011filimleri ve kal\u0131plar\u0131 tahmin etmeye yard\u0131mc\u0131 olur.<\/li>\n\n\n\n<li>Finans, pazarlama ve iklim analizi gibi alanlarda tahmin ve karar verme s\u00fcre\u00e7lerinde faydal\u0131d\u0131r.<\/li>\n<\/ul>\n\n<h3 class=\"wp-block-heading\">Negatif Korelasyon<\/h3>\n\n<p>Bir de\u011fi\u015fken artarken di\u011feri azald\u0131\u011f\u0131nda ya da tam tersi oldu\u011funda ortaya \u00e7\u0131kar. Ba\u015fka bir deyi\u015fle, de\u011fi\u015fkenlerden biri artarken di\u011feri azalma e\u011filimindedir. <\/p>\n\n<p><strong>\u00d6zellikleri:<\/strong><\/p>\n\n<ul>\n<li><strong>Y\u00f6n: <\/strong>De\u011fi\u015fkenler z\u0131t y\u00f6nlerde hareket eder.<\/li>\n\n\n\n<li><strong>Korelasyon Katsay\u0131s\u0131: <\/strong>\ud835\udc5f negatiftir, -1 ile 0 aras\u0131nda de\u011fi\u015fir.<\/li>\n<\/ul>\n\n<p><strong>\u00d6rnek:<\/strong><\/p>\n\n<ul>\n<li><strong>Egzersiz ve Kilo: <\/strong>Genel olarak egzersiz miktar\u0131 artt\u0131k\u00e7a kilo azalma e\u011filimindedir. Bu negatif ili\u015fki sa\u011fl\u0131k ve fitness \u00e7al\u0131\u015fmalar\u0131nda \u00f6nemlidir. <\/li>\n\n\n\n<li><strong>Fiyat ve Talep: <\/strong>Y\u00fcksek fiyatlar genellikle bir \u00fcr\u00fcne olan talebin azalmas\u0131na neden olur ve bu da ekonomide negatif bir korelasyon oldu\u011funu g\u00f6sterir.<\/li>\n<\/ul>\n\n<p><strong>Sonu\u00e7lar:<\/strong><\/p>\n\n<ul>\n<li>Negatif korelasyon, de\u011fi\u015f toku\u015flar\u0131 ve ters ili\u015fkileri anlamaya yard\u0131mc\u0131 olur.<\/li>\n\n\n\n<li>Ekonomi, tedarik zinciri y\u00f6netimi ve sa\u011fl\u0131k hizmetleri gibi alanlarda kararlar\u0131 optimize etmek i\u00e7in \u00e7ok \u00f6nemlidir.<\/li>\n<\/ul>\n\n<h2 class=\"wp-block-heading\">QuestionPro Korelasyon Analizine Nas\u0131l Yard\u0131mc\u0131 Olabilir?<\/h2>\n\n<p>Sa\u011flam bir anket platformu olan QuestionPro, <a href=\"https:\/\/www.questionpro.com\/features\/correlation-analysis.html\">korelasyon analizini<\/a> etkili bir \u015fekilde kolayla\u015ft\u0131rmak i\u00e7in kapsaml\u0131 ara\u00e7lar sunar. \u0130\u015fte QuestionPro&#8217;nun korelasyon analizi yapman\u0131za nas\u0131l yard\u0131mc\u0131 olabilece\u011fi: <\/p>\n\n<h3 class=\"wp-block-heading\">Zahmetsiz Veri Toplama<\/h3>\n\n<p>QuestionPro, kullan\u0131c\u0131 dostu anket olu\u015fturma ara\u00e7lar\u0131yla <a href=\"https:\/\/www.questionpro.com\/blog\/tr\/veri-toplama-nedir-ve-orneklerle-yontemler\/\">veri toplama<\/a> s\u00fcrecini basitle\u015ftirir. \u0130lgilendi\u011finiz \u00e7e\u015fitli de\u011fi\u015fkenler hakk\u0131nda nicel veriler toplamak i\u00e7in anketler tasarlayabilir ve da\u011f\u0131tabilirsiniz. Platform, \u00e7e\u015fitli <a href=\"https:\/\/www.questionpro.com\/article\/types-of-questions-question-types.html\">soru t\u00fcrlerini<\/a> destekleyerek ayr\u0131nt\u0131l\u0131 ve ilgili verileri verimli bir \u015fekilde yakalaman\u0131za olanak tan\u0131r.  <\/p>\n\n<h3 class=\"wp-block-heading\">Otomatik Veri Analizi<\/h3>\n\n<p>Veriler topland\u0131ktan sonra, QuestionPro korelasyon analizi i\u00e7in yerle\u015fik analitik ara\u00e7lar sa\u011flar. \u0130ki de\u011fi\u015fken aras\u0131ndaki do\u011frusal ili\u015fkinin g\u00fcc\u00fcn\u00fc ve y\u00f6n\u00fcn\u00fc \u00f6l\u00e7en korelasyonlar\u0131 kolayca hesaplayabilirsiniz. Korelasyon katsay\u0131s\u0131 -1 ile 1 aras\u0131nda de\u011fi\u015fir, burada:  <\/p>\n\n<ul>\n<li>1 m\u00fckemmel pozitif korelasyonu g\u00f6sterir.<\/li>\n\n\n\n<li>-1 m\u00fckemmel bir negatif korelasyonu g\u00f6sterir.<\/li>\n\n\n\n<li>0 korelasyon olmad\u0131\u011f\u0131n\u0131 g\u00f6sterir.<\/li>\n<\/ul>\n\n<h3 class=\"wp-block-heading\">G\u00f6rsel Temsil<\/h3>\n\n<p>QuestionPro, korelasyon analizinizin sonu\u00e7lar\u0131n\u0131 yorumlaman\u0131za yard\u0131mc\u0131 olacak g\u00f6rselle\u015ftirme ara\u00e7lar\u0131 sunar. De\u011fi\u015fkenler aras\u0131ndaki ili\u015fkilerin net bir grafiksel g\u00f6sterimini sa\u011flamak i\u00e7in da\u011f\u0131l\u0131m grafikleri ve korelasyon matrisleri olu\u015fturulabilir. Bu g\u00f6rsel yard\u0131m, e\u011filimleri ve kal\u0131plar\u0131 h\u0131zl\u0131 bir \u015fekilde tan\u0131mlamak i\u00e7in \u00e7ok \u00f6nemlidir.  <\/p>\n\n<h3 class=\"wp-block-heading\">\u00d6r\u00fcnt\u00fc ve E\u011filimlerin Belirlenmesi<\/h3>\n\n<p>Ara\u015ft\u0131rmac\u0131lar, QuestionPro&#8217;nun korelasyon analizini kullanarak de\u011fi\u015fkenler aras\u0131ndaki korelasyonu (pozitif, negatif veya s\u0131f\u0131r) g\u00f6zlemlemi\u015flerdir:<\/p>\n\n<ul>\n<li><strong>Pozitif Korelasyon:<\/strong> Her iki de\u011fi\u015fken de ayn\u0131 y\u00f6nde hareket eder. \u00d6rne\u011fin, artan reklam harcamalar\u0131 artan sat\u0131\u015flarla ili\u015fkili olabilir. <\/li>\n\n\n\n<li><strong>Negatif Korelasyon: <\/strong>De\u011fi\u015fkenler z\u0131t y\u00f6nlerde hareket etme e\u011filimindedir. \u00d6rne\u011fin, ekran ba\u015f\u0131nda ge\u00e7irilen s\u00fcrenin artmas\u0131 akademik performans\u0131n d\u00fc\u015fmesi ile ili\u015fkili olabilir. <\/li>\n\n\n\n<li><strong>S\u0131f\u0131r Korelasyon: <\/strong>De\u011fi\u015fkenler aras\u0131nda hi\u00e7bir ili\u015fki yoktur. \u00d6rne\u011fin, okuldaki y\u0131l say\u0131s\u0131 bir ki\u015finin ismindeki harf say\u0131s\u0131 ile ili\u015fkili olmayabilir. <\/li>\n<\/ul>\n\n<h3 class=\"wp-block-heading\">Pratik Uygulamalar<\/h3>\n\n<p>QuestionPro&#8217;daki korelasyon analizi, a\u015fa\u011f\u0131dakiler gibi \u00e7e\u015fitli pratik uygulamalar i\u00e7in kullan\u0131labilir:<\/p>\n\n<ul>\n<li><strong>Pazar Ara\u015ft\u0131rmas\u0131:<\/strong> Reklam harcamalar\u0131n\u0131 sat\u0131\u015f performans\u0131 ile ili\u015fkilendirerek pazarlama kampanyalar\u0131n\u0131n etkinli\u011fini \u00f6l\u00e7\u00fcn.<\/li>\n\n\n\n<li><strong>Sa\u011fl\u0131k Hizmetleri: <\/strong>\u0130la\u00e7 kullan\u0131m\u0131 ile kan bas\u0131nc\u0131 seviyeleri gibi hasta sonu\u00e7lar\u0131 aras\u0131ndaki ili\u015fkiyi de\u011ferlendirin.<\/li>\n\n\n\n<li><strong>E\u011fitim: <\/strong>\u00c7al\u0131\u015f\u0131lan saatler ile notlar\u0131 ili\u015fkilendirerek \u00e7al\u0131\u015fma al\u0131\u015fkanl\u0131klar\u0131n\u0131n akademik performans \u00fczerindeki etkisini belirleyin.<\/li>\n<\/ul>\n\n<h2 class=\"wp-block-heading\">Sonu\u00e7<\/h2>\n\n<p>Negatif korelasyon, iki de\u011fi\u015fkenin nas\u0131l ters y\u00f6nde etkile\u015fime girdi\u011fini ortaya koyan de\u011ferli bir kavramd\u0131r. Negatif korelasyonlar\u0131 anlayarak ve tan\u0131mlayarak daha iyi tahminlerde bulunabilir, riskleri daha etkili bir \u015fekilde y\u00f6netebilir ve sorunlar\u0131 daha verimli bir \u015fekilde \u00e7\u00f6zebiliriz.   <\/p>\n\n<p>QuestionPro, veri toplamadan yorumlamaya kadar korelasyon analizi s\u00fcrecini kolayla\u015ft\u0131r\u0131r. Ara\u015ft\u0131rmac\u0131lar ve pazarlamac\u0131lar, g\u00fc\u00e7l\u00fc ara\u00e7lar\u0131ndan yararlanarak de\u011fi\u015fkenler aras\u0131ndaki ili\u015fkilere dair de\u011ferli i\u00e7g\u00f6r\u00fcleri ortaya \u00e7\u0131karabilir ve kendi alanlar\u0131nda daha iyi kararlar ve stratejiler geli\u015ftirebilirler. Korelasyon analizinize ba\u015flamak i\u00e7in hemen QuestionPro ile ileti\u015fime ge\u00e7in!  <\/p>\n\n<p><\/p><p style=\"text-align: center;\"><a href=\"https:\/\/www.questionpro.com\/research-edition-survey-software\/\" target=\"_blank\" rel=\"noopener\">\n  <button>DAHA FAZLA BI\u0307LGI\u0307 EDI\u0307NI\u0307N<\/button>\n<\/a>       <a href=\"https:\/\/www.questionpro.com\/a\/showEntry.do?classID=1053&amp;sourceRef=blog\" target=\"_blank\" rel=\"noopener\">\n  <button>\u00dcCRETS\u0130Z DENEME<\/button>\n<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Korelasyon, istatistikte iki de\u011fi\u015fken aras\u0131ndaki ili\u015fkiyi anlamam\u0131za yard\u0131mc\u0131 olan temel bir kavramd\u0131r. Negatif korelasyon olarak bilinen belirli bir korelasyon t\u00fcr\u00fc [&hellip;]<\/p>\n","protected":false},"author":80,"featured_media":969161,"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>Negatif Korelasyon: Tan\u0131m, \u00d6rnekler + Nas\u0131l Bulunur?<\/title>\n<meta name=\"description\" content=\"Negatif korelasyon finans, sa\u011fl\u0131k ve e\u011fitim alanlar\u0131nda faydal\u0131d\u0131r. 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