{"id":796449,"date":"2022-10-19T09:00:59","date_gmt":"2022-10-19T09:00:59","guid":{"rendered":"https:\/\/www.questionpro.com\/blog\/5-arastirma-ve-analiz-icin-istatistiksel-analiz-yontemleri\/"},"modified":"2022-10-19T09:00:59","modified_gmt":"2022-10-19T09:00:59","slug":"5-arastirma-ve-analiz-icin-istatistiksel-analiz-yontemleri","status":"publish","type":"post","link":"https:\/\/www.questionpro.com\/blog\/tr\/5-arastirma-ve-analiz-icin-istatistiksel-analiz-yontemleri\/","title":{"rendered":"5 Ara\u015ft\u0131rma ve Analiz i\u00e7in \u0130statistiksel Analiz Y\u00f6ntemleri"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">Her \u015fey, akademisyenlerin e\u011filimleri ve kal\u0131plar\u0131 belirlemek i\u00e7in i\u015fbirli\u011fi yapma ve veri toplama y\u00f6ntemi olan istatistiksel analiz y\u00f6ntemlerinin g\u00fcc\u00fcn\u00fc kullanmaya dayan\u0131yor.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Son on y\u0131lda, g\u00fcnl\u00fck i\u015fler \u00f6nemli bir d\u00f6n\u00fc\u015f\u00fcm ge\u00e7irdi. \u00c7al\u0131\u015fma alanlar\u0131nda kullan\u0131lan teknoloji veya ileti\u015fim i\u00e7in kullan\u0131lan yaz\u0131l\u0131m olsun, her \u015feyin hala ayn\u0131 g\u00f6r\u00fcnmesi \u00e7ok nadir de\u011fildir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Bir zamanlar nadir bulunan \u00e7ok say\u0131da bilgi art\u0131k mevcut. Ancak anlaml\u0131 ve do\u011fru bir anlam bulmak i\u00e7in \u015firketinizin verilerini g\u00f6zden ge\u00e7irme konusunda en ufak bir fikriniz yoksa bu \u00e7ok zor olabilir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Bu blogda 5 farkl\u0131 istatistiksel analiz y\u00f6ntemi, her bir y\u00f6ntemin ayr\u0131nt\u0131l\u0131 bir tart\u0131\u015fmas\u0131yla birlikte ele al\u0131nacakt\u0131r.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">\u0130statistiksel analiz y\u00f6ntemi nedir?<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Kal\u0131plar\u0131 ve e\u011filimleri belirlemek i\u00e7in veri toplama ve analiz etme uygulamas\u0131 istatistiksel analiz olarak bilinir. Say\u0131sal analiz kullanarak veri de\u011ferlendirmesindeki \u00f6nyarg\u0131y\u0131 ortadan kald\u0131rmaya y\u00f6nelik bir y\u00f6ntemdir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ve bu istatistiksel analiz y\u00f6ntemleri, ara\u015ft\u0131rma yorumlar\u0131n\u0131 toplamak, istatistiksel modeller olu\u015fturmak ve <a href=\"https:\/\/www.questionpro.com\/blog\/surveys\/\">anketleri<\/a> ve \u00e7al\u0131\u015fmalar\u0131 d\u00fczenlemek i\u00e7in faydal\u0131d\u0131r.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Veri analizinde iki temel istatistiksel y\u00f6ntem kullan\u0131lmaktad\u0131r:<\/span><\/p>\n<ol>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Tan\u0131mlay\u0131c\u0131 istatistikler,<\/b><span style=\"font-weight: 400;\"> Verileri \u00f6zetlemek i\u00e7in ortalama ve medyan gibi indeksleri kullan\u0131r,<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u00c7\u0131kar\u0131msal istatistikler,<\/b><span style=\"font-weight: 400;\"> \u00d6\u011frenci t-testi gibi istatistiksel testler kullanarak verilerden sonu\u00e7 \u00e7\u0131karma.<\/span><\/li>\n<\/ol>\n<p><span style=\"font-weight: 400;\">A\u015fa\u011f\u0131daki \u00fc\u00e7 fakt\u00f6r, istatistiksel bir yakla\u015f\u0131m\u0131n en uygun olup olmad\u0131\u011f\u0131n\u0131 belirler:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u00c7al\u0131\u015fman\u0131n hedefi ve birincil amac\u0131,<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Kullan\u0131lan verilerin t\u00fcr\u00fc ve da\u011f\u0131l\u0131m\u0131 ve<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">G\u00f6zlemlerin t\u00fcr\u00fc (E\u015fle\u015ftirilmi\u015f\/ E\u015fle\u015ftirilmemi\u015f).<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">&#8220;Parametrik&#8221;, ortalamalar\u0131 kar\u015f\u0131la\u015ft\u0131rmak i\u00e7in kullan\u0131lan her t\u00fcrl\u00fc istatistiksel prosed\u00fcr\u00fc ifade eder. Buna kar\u015f\u0131l\u0131k, &#8220;parametrik olmayan&#8221;, ortalamalar, ortalama s\u0131ralar ve oranlar gibi ortalamalar d\u0131\u015f\u0131ndaki \u00f6l\u00e7\u00fcmleri kar\u015f\u0131la\u015ft\u0131ran istatistiksel y\u00f6ntemleri ifade eder.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Her bir benzersiz durum i\u00e7in, verileri analiz etmek ve yorumlamak \u00fczere biyoistatistikteki istatistiksel analitik y\u00f6ntemler kullan\u0131labilir. \u0130statistiksel y\u00f6ntemlerin varsay\u0131mlar\u0131n\u0131 ve ko\u015fullar\u0131n\u0131 bilmek, veri analizi i\u00e7in en iyi istatistiksel y\u00f6ntemi se\u00e7mek i\u00e7in gereklidir.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">5 Ara\u015ft\u0131rma ve Analiz i\u00e7in \u0130statistiksel Analiz Y\u00f6ntemleri<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Veri bilimci olun ya da olmay\u0131n, b\u00fcy\u00fck verinin d\u00fcnyay\u0131 kas\u0131p kavurdu\u011funa hi\u00e7 \u015f\u00fcphe yok. Sonu\u00e7 olarak, nereden ba\u015flayaca\u011f\u0131n\u0131z\u0131n fark\u0131nda olmal\u0131s\u0131n\u0131z. Bu istatistiksel analiz y\u00f6ntemi i\u00e7in 5 se\u00e7enek vard\u0131r:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\">\n<h3><span style=\"font-weight: 400;\">Anlam\u0131<\/span><\/h3>\n<\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Neresinden bakarsan\u0131z bak\u0131n, b\u00fcy\u00fck veri t\u00fcm d\u00fcnyay\u0131 ele ge\u00e7iriyor. Ortalama, daha \u00e7ok ortalama olarak bilinir ve istatistiksel analiz yapmak i\u00e7in kullan\u0131lan ilk tekniktir. Ortalamay\u0131 bulmak i\u00e7in bir say\u0131 listesi ekleyin, bu toplam\u0131 listenin bile\u015fenlerine b\u00f6l\u00fcn ve ard\u0131ndan ba\u015fka bir say\u0131 listesi ekleyin.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Bu teknik uyguland\u0131\u011f\u0131nda, verileri h\u0131zl\u0131 bir \u015fekilde g\u00f6r\u00fcnt\u00fclemek ve ayn\u0131 zamanda <a href=\"https:\/\/www.questionpro.com\/blog\/data-collection\/\">veri toplaman\u0131n<\/a> genel e\u011filimini belirlemek m\u00fcmk\u00fcnd\u00fcr. Basit ve h\u0131zl\u0131 hesaplama, y\u00f6ntemin kullan\u0131c\u0131lar\u0131 i\u00e7in de avantajl\u0131d\u0131r.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">S\u00f6z konusu verilerin merkezi, istatistiksel ortalama kullan\u0131larak belirlenir. Sonu\u00e7, sunulan verilerin ortalamas\u0131 olarak bilinir. Ara\u015ft\u0131rma, e\u011fitim ve atletizmle ilgili ger\u00e7ek d\u00fcnya etkile\u015fimlerinde s\u0131kl\u0131kla a\u015fa\u011f\u0131lay\u0131c\u0131 bir dil kullan\u0131lmaktad\u0131r. Kendinizi bir veri bilimcisi olarak g\u00f6r\u00fcyorsan\u0131z, bir beyzbol oyuncusunun vuru\u015f ortalamas\u0131n\u0131n -ortalamas\u0131n\u0131n- sohbetlerde ne kadar s\u0131k g\u00fcndeme geldi\u011fini d\u00fc\u015f\u00fcn\u00fcn. Sonu\u00e7 olarak, nereden ba\u015flayaca\u011f\u0131n\u0131z\u0131n fark\u0131nda olmal\u0131s\u0131n\u0131z.<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\">\n<h3><span style=\"font-weight: 400;\">Standart sapma<\/span><\/h3>\n<\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Standart sapma ad\u0131 verilen istatistiksel bir teknik, verilerin ortalamadan ne kadar geni\u015f bir alana da\u011f\u0131ld\u0131\u011f\u0131n\u0131 \u00f6l\u00e7er.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Verilerle \u00e7al\u0131\u015f\u0131rken, y\u00fcksek bir standart sapma, verilerin ortalamadan b\u00fcy\u00fck \u00f6l\u00e7\u00fcde da\u011f\u0131ld\u0131\u011f\u0131n\u0131 g\u00f6sterir. D\u00fc\u015f\u00fck bir sapma, \u00e7o\u011fu verinin ortalamayla uyumlu oldu\u011funu g\u00f6sterir ve setin beklenen de\u011feri olarak da adland\u0131r\u0131labilir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Standart sapma, k\u00fcmelenmi\u015f olsun ya da olmas\u0131n veri noktalar\u0131n\u0131n da\u011f\u0131l\u0131m\u0131n\u0131 analiz ederken s\u0131kl\u0131kla kullan\u0131l\u0131r.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Bir m\u00fc\u015fteri anketini yeni bitirmi\u015f bir pazarlamac\u0131 oldu\u011funuzu d\u00fc\u015f\u00fcn\u00fcn. Daha b\u00fcy\u00fck bir m\u00fc\u015fteri grubunun ayn\u0131 yan\u0131tlar\u0131 verip vermeyece\u011fini belirlemek istedi\u011finizi varsayal\u0131m. Bu durumda, anket bulgular\u0131n\u0131 ald\u0131ktan sonra yan\u0131tlar\u0131n g\u00fcvenilirli\u011fini de\u011ferlendirmelisiniz. Standart sapma d\u00fc\u015f\u00fckse, cevaplarla daha geni\u015f bir m\u00fc\u015fteri yelpazesi tahmin edilebilir.<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\">\n<h3><span style=\"font-weight: 400;\">Regresyon<\/span><\/h3>\n<\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u0130statistikte regresyon, ba\u011f\u0131ms\u0131z bir de\u011fi\u015fken ile ba\u011f\u0131ml\u0131 bir de\u011fi\u015fken (de\u011ferlendirmeye \u00e7al\u0131\u015ft\u0131\u011f\u0131n\u0131z bilgi) (ba\u011f\u0131ml\u0131 de\u011fi\u015fkeni tahmin etmek i\u00e7in kullan\u0131lan veriler) aras\u0131ndaki ba\u011flant\u0131y\u0131 inceler.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Bir de\u011fi\u015fkenin di\u011ferini nas\u0131l etkiledi\u011fi ya da tutars\u0131z bir de\u011fi\u015fkendeki de\u011fi\u015fikliklerin di\u011ferinde nas\u0131l de\u011fi\u015fikliklere yol a\u00e7t\u0131\u011f\u0131 ya da tam tersi, basit neden ve sonu\u00e7 olarak da a\u00e7\u0131klanabilir. Bu da sonucun bir veya daha fazla fakt\u00f6re ba\u011fl\u0131 oldu\u011funu g\u00f6stermektedir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Regresyon analizi grafikleri ve \u00e7izelgeleri, de\u011fi\u015fkenler aras\u0131ndaki korelasyonlar\u0131n g\u00fcc\u00fc veya zay\u0131fl\u0131\u011f\u0131n\u0131n yan\u0131 s\u0131ra \u00f6nceden belirlenmi\u015f bir d\u00f6nemdeki e\u011filimleri g\u00f6stermek i\u00e7in \u00e7izgiler kullan\u0131r.<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\">\n<h3><span style=\"font-weight: 400;\">Hipotez testi<\/span><\/h3>\n<\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Veri seti i\u00e7indeki iki rastgele de\u011fi\u015fken k\u00fcmesi, bazen a\u015fa\u011f\u0131daki gibi adland\u0131r\u0131lan hipotez testi kullan\u0131larak test edilmelidir <\/span><b>&#8220;T Testi,&#8221;<\/b><span style=\"font-weight: 400;\"> istatistiksel analizde.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Bu yakla\u015f\u0131m, belirli bir iddian\u0131n veya sonucun veri toplama i\u00e7in ge\u00e7erli olup olmad\u0131\u011f\u0131n\u0131 belirlemeye odaklan\u0131r. Verilerin \u00e7ok say\u0131da varsay\u0131m ve hipotezle kar\u015f\u0131la\u015ft\u0131r\u0131lmas\u0131n\u0131 sa\u011flar. Ayr\u0131ca se\u00e7imlerin \u015firketi nas\u0131l etkileyece\u011fini tahmin etmeye de yard\u0131mc\u0131 olabilir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0130statistikte bir hipotez testi, belirli bir varsay\u0131m alt\u0131nda bir niceli\u011fi belirler. Testin sonucu, varsay\u0131m\u0131n do\u011fru olup olmad\u0131\u011f\u0131n\u0131 veya varsay\u0131m\u0131n ihlal edilip edilmedi\u011fini g\u00f6sterir. Bazen hipotez 0 olarak da bilinen s\u0131f\u0131r hipotezi, bu varsay\u0131md\u0131r. Genellikle hipotez 1 olarak bilinen ilk hipotez, hipotez 0 ile \u00e7eli\u015fen herhangi bir di\u011fer teoridir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Hipotez testi yapt\u0131\u011f\u0131n\u0131zda, testin sonu\u00e7lar\u0131 olay\u0131n \u015fans eseri veya rastgele meydana gelmi\u015f olamayaca\u011f\u0131n\u0131 g\u00f6steriyorsa istatistiksel olarak anlaml\u0131d\u0131r.<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\">\n<h3><span style=\"font-weight: 400;\">\u00d6rneklem b\u00fcy\u00fckl\u00fc\u011f\u00fcn\u00fcn belirlenmesi<\/span><\/h3>\n<\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u0130statistiksel analiz i\u00e7in verileri de\u011ferlendirirken, veri k\u00fcmesi \u00e7ok b\u00fcy\u00fck oldu\u011fu i\u00e7in g\u00fcvenilir veri toplamak zaman zaman zor olabilir. Durum b\u00f6yle oldu\u011funda, \u00e7o\u011funluk <a href=\"https:\/\/www.questionpro.com\/blog\/determining-sample-size\/\">\u00f6rneklem b\u00fcy\u00fckl\u00fc\u011f\u00fc belirleme<\/a> olarak bilinen ve bir <a href=\"https:\/\/www.questionpro.com\/blog\/determining-sample-size\/\">\u00f6rneklemin<\/a> veya daha k\u00fc\u00e7\u00fck veri boyutunun incelenmesini i\u00e7eren y\u00f6ntemi se\u00e7er.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Bu g\u00f6revi etkili bir \u015fekilde tamamlamak i\u00e7in do\u011fruluk a\u00e7\u0131s\u0131ndan uygun \u00f6rneklem b\u00fcy\u00fckl\u00fc\u011f\u00fcn\u00fc se\u00e7melisiniz. \u00d6rneklem boyutu \u00e7ok k\u00fc\u00e7\u00fckse, analizinizden sonra g\u00fcvenilir sonu\u00e7lar elde edemezsiniz.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Bu sonuca ula\u015fmak i\u00e7in \u00e7e\u015fitli <a href=\"https:\/\/www.questionpro.com\/blog\/types-of-sampling-for-social-research\/\">veri \u00f6rnekleme teknikleri<\/a> kullanacaks\u0131n\u0131z. Bunu ba\u015farmak i\u00e7in m\u00fc\u015fterilerinize bir anket g\u00f6nderebilir ve ard\u0131ndan rastgele analiz i\u00e7in m\u00fc\u015fteri verilerini se\u00e7mek \u00fczere basit rastgele <a href=\"https:\/\/www.questionpro.com\/blog\/simple-random-sampling\/\">\u00f6rnekleme y\u00f6ntemini<\/a> kullanabilirsiniz.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Tersine, a\u015f\u0131r\u0131 \u00f6rneklem b\u00fcy\u00fckl\u00fc\u011f\u00fc zaman ve para kayb\u0131na neden olabilir. \u00d6rneklem b\u00fcy\u00fckl\u00fc\u011f\u00fcne karar vermek i\u00e7in maliyet, zaman veya veri toplama kolayl\u0131\u011f\u0131 gibi fakt\u00f6rlere bakabilirsiniz.<\/span><\/p>\n<p>Kafan m\u0131 kar\u0131\u015ft\u0131? Endi\u015felenmeyin! <a href=\"https:\/\/www.questionpro.com\/sample-size-calculator\/\">\u00d6rneklem b\u00fcy\u00fckl\u00fc\u011f\u00fc hesaplay\u0131c\u0131m\u0131z\u0131<\/a> kullanabilirsiniz.<\/p>\n<h2><span style=\"font-weight: 400;\">Sonu\u00e7<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Analitik d\u00fc\u015f\u00fcnme yetene\u011fi kurumsal ba\u015far\u0131 i\u00e7in hayati \u00f6nem ta\u015f\u0131r. Veriler g\u00fcn\u00fcm\u00fczde mevcut olan en \u00f6nemli kaynaklardan biri oldu\u011fundan, etkin bir \u015fekilde kullan\u0131lmas\u0131 daha iyi sonu\u00e7lar ve karar alma s\u00fcre\u00e7leri sa\u011flayabilir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Se\u00e7ti\u011finiz istatistiksel analiz y\u00f6ntemleri ne olursa olsun, her bir potansiyel dezavantaja ve \u00f6zel form\u00fcl\u00fcne \u00e7ok dikkat etti\u011finizden emin olun. Hi\u00e7bir y\u00f6ntem do\u011fru ya da yanl\u0131\u015f de\u011fildir ve alt\u0131n standart yoktur. Bu, toplad\u0131\u011f\u0131n\u0131z bilgilere ve \u00e7\u0131karmay\u0131 umdu\u011funuz sonu\u00e7lara ba\u011fl\u0131 olacakt\u0131r.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">QuestionPro&#8217;yu kullanarak, m\u00fc\u015fterilerinizi ve di\u011fer \u00e7al\u0131\u015fma konular\u0131n\u0131 daha iyi anlarken \u00f6nemli kararlar\u0131 daha verimli bir \u015fekilde verebilirsiniz. Kurumsal d\u00fczeyde ara\u015ft\u0131rma paketinin \u00f6zelliklerini hemen kullan\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>Her \u015fey, akademisyenlerin e\u011filimleri ve kal\u0131plar\u0131 belirlemek i\u00e7in i\u015fbirli\u011fi yapma ve veri toplama y\u00f6ntemi olan istatistiksel analiz y\u00f6ntemlerinin g\u00fcc\u00fcn\u00fc kullanmaya [&hellip;]<\/p>\n","protected":false},"author":48,"featured_media":720097,"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>5 Ara\u015ft\u0131rma ve Analiz i\u00e7in \u0130statistiksel Analiz Y\u00f6ntemleri | QuestionPro<\/title>\n<meta name=\"description\" content=\"Kurumsal analiti\u011fin de\u011ferini ortaya \u00e7\u0131karmak, istatistiksel analiz y\u00f6ntemlerini bilmekle ba\u015flar. \u0130\u015f kararlar\u0131n\u0131 iyile\u015ftirmek i\u00e7in en iyi 5 y\u00f6ntem.\" \/>\n<meta name=\"robots\" content=\"index, follow, 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