{"id":730292,"date":"2019-05-10T05:33:25","date_gmt":"2019-05-10T12:33:25","guid":{"rendered":"https:\/\/www.questionpro.com\/blog\/arastirmada-veri-analizi-neden-veri-veri-turleri-nitel-ve-nicel-arastirmalarda-veri-analizi\/"},"modified":"2019-05-10T05:33:25","modified_gmt":"2019-05-10T05:33:25","slug":"arastirmada-veri-analizi-neden-veri-veri-turleri-nitel-ve-nicel-arastirmalarda-veri-analizi","status":"publish","type":"post","link":"https:\/\/www.questionpro.com\/blog\/tr\/arastirmada-veri-analizi-neden-veri-veri-turleri-nitel-ve-nicel-arastirmalarda-veri-analizi\/","title":{"rendered":"Ara\u015ft\u0131rmada veri analizi: Neden veri, veri t\u00fcrleri, nitel ve nicel ara\u015ft\u0131rmalarda veri analizi"},"content":{"rendered":"<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_data_analysis_in_research\">Ara\u015ft\u0131rmada veri analizi nedir?<\/a>\n<ol>\n<li><a href=\"#Why_analyze_data_in_research\">Ara\u015ft\u0131rmada neden veri analizi yap\u0131lmal\u0131d\u0131r?<br \/>\n<\/a><\/li>\n<li><a href=\"#Types_of_data_in_research\">Ara\u015ft\u0131rmada veri t\u00fcrleri<\/a><\/li>\n<\/ol>\n<\/li>\n<li><a href=\"#Data_analysis_in_qualitative_research\">Nitel ara\u015ft\u0131rmada veri analizi<\/a>\n<ol>\n<li><a href=\"#Finding_patterns_in_the_qualitative_data\">Nitel verilerde \u00f6r\u00fcnt\u00fcler bulmak<\/a><\/li>\n<li><a href=\"#Methods_used_for_data_analysis_in_qualitative_research\">Nitel ara\u015ft\u0131rmada veri analizi i\u00e7in kullan\u0131lan y\u00f6ntemler<\/a><\/li>\n<\/ol>\n<\/li>\n<li><a href=\"#Data_analysis-quantitative_research\">Nicel ara\u015ft\u0131rmalarda veri analizi<\/a>\n<ol>\n<li><a href=\"#Preparing_data_for_analysis\">Analiz i\u00e7in veri haz\u0131rlama<\/a><\/li>\n<li><a href=\"#Methods_used_for_data_analysis_in_quantitative_research\">Nicel ara\u015ft\u0131rmalarda veri analizi i\u00e7in kullan\u0131lan y\u00f6ntemler<\/a><\/li>\n<\/ol>\n<\/li>\n<li><a href=\"#Considerations_in_research_data_analysis\">Ara\u015ft\u0131rma verilerinin analizinde dikkat edilmesi gerekenler<\/a><\/li>\n<\/ol>\n<\/div>\n<h2><a id=\"What_is_data_analysis_in_research\" class=\"blankurl\" href=\"#\"><b>Ara\u015ft\u0131rmada veri analizi nedir?<\/b><\/a><\/h2>\n<p><b>Veri analizinde ara\u015ft\u0131rman\u0131n tan\u0131m\u0131: <\/b><span style=\"font-weight: 400;\">G\u00f6re <\/span><i><br \/>\n  <span style=\"font-weight: 400;\">LeCompte<\/span><br \/>\n<\/i><span style=\"font-weight: 400;\"> ve <\/span><i><br \/>\n  <span style=\"font-weight: 400;\">Schensul<\/span><br \/>\n<\/i><span style=\"font-weight: 400;\">ara\u015ft\u0131rma veri analizi, ara\u015ft\u0131rmac\u0131lar taraf\u0131ndan verileri bir hikayeye indirgemek ve i\u00e7g\u00f6r\u00fc elde etmek i\u00e7in yorumlamak i\u00e7in kullan\u0131lan bir s\u00fcre\u00e7tir. Veri analizi s\u00fcreci, b\u00fcy\u00fck bir veri y\u0131\u011f\u0131n\u0131n\u0131n daha k\u00fc\u00e7\u00fck par\u00e7alara indirgenmesine yard\u0131mc\u0131 olur ve bu da anlaml\u0131d\u0131r.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Veri analizi s\u00fcrecinde \u00fc\u00e7 temel \u015fey ger\u00e7ekle\u015fir &#8211; ilk olarak veri organizasyonu. S<\/span><span style=\"font-size: 1.125rem; letter-spacing: 0px;\">ummarizasyon ve kategorizasyon birlikte<\/span><span style=\"font-size: 1.125rem; letter-spacing: 0px;\">  Veri indirgeme i\u00e7in kullan\u0131lan bilinen ikinci y\u00f6ntem. Kolay tan\u0131mlama ve ba\u011flant\u0131 kurma i\u00e7in verilerdeki kal\u0131plar\u0131 ve temalar\u0131 bulmaya yard\u0131mc\u0131 olur. \u00dc\u00e7\u00fcnc\u00fc ve son yol ise veri analizidir &#8211; ara\u015ft\u0131rmac\u0131lar bunu hem yukar\u0131dan a\u015fa\u011f\u0131ya hem de a\u015fa\u011f\u0131dan yukar\u0131ya do\u011fru yaparlar.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u00d6te yandan Marshall ve Rossman \u015funlar\u0131 tan\u0131mlamaktad\u0131r <\/span><a href=\"https:\/\/www.questionpro.com\/blog\/what-is-data-analysis\/\"><br \/>\n  <span style=\"font-weight: 400;\">veri\u0307 anali\u0307zi\u0307<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\"> da\u011f\u0131n\u0131k, belirsiz ve zaman al\u0131c\u0131, ancak toplanan veri y\u0131\u011f\u0131n\u0131n\u0131n d\u00fczene, yap\u0131ya ve anlama kavu\u015fturuldu\u011fu yarat\u0131c\u0131 ve b\u00fcy\u00fcleyici bir s\u00fcre\u00e7tir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">&#8220;Veri analizi ve veri <a href=\"https:\/\/www.questionpro.com\/blog\/data-interpretation\/\">yorumlama<\/a>, t\u00fcmdengelim ve t\u00fcmevar\u0131m mant\u0131\u011f\u0131n\u0131n ara\u015ft\u0131rma ve veri analizine uygulanmas\u0131n\u0131 temsil eden bir s\u00fcre\u00e7tir&#8221; diyebiliriz.<\/span><\/p>\n<h3><a id=\"Why_analyze_data_in_research\" class=\"blankurl\" href=\"#\"><b>Ara\u015ft\u0131rmada neden veri analizi yap\u0131lmal\u0131d\u0131r?<\/b><\/a><\/h3>\n<p><span style=\"font-weight: 400;\">Ara\u015ft\u0131rmac\u0131lar, anlatacak bir hikayeleri veya \u00e7\u00f6zmeleri gereken problemleri oldu\u011fu i\u00e7in b\u00fcy\u00fck \u00f6l\u00e7\u00fcde verilere g\u00fcvenirler. Her \u015fey bir soruyla ba\u015flar ve veri bu soruya verilen bir yan\u0131ttan ba\u015fka bir \u015fey de\u011fildir. Peki ya sorulacak bir soru yoksa? Vay be! Bir sorun olmadan da verileri ke\u015ffetmek m\u00fcmk\u00fcnd\u00fcr &#8211; biz buna  <\/span><i><br \/>\n  <span style=\"font-weight: 400;\">&#8216;Veri Madencili\u011fi&#8217; <\/span><br \/>\n<\/i><span style=\"font-weight: 400;\">Bunlar genellikle veriler i\u00e7inde ke\u015ffedilmeye de\u011fer baz\u0131 ilgin\u00e7 kal\u0131plar\u0131 ortaya \u00e7\u0131kar\u0131r.<\/span><\/p>\n<p>Ara\u015ft\u0131rmac\u0131lar\u0131n ke\u015ffettikleri veri t\u00fcr\u00fcnden ba\u011f\u0131ms\u0131z olarak, misyonlar\u0131 ve izleyicilerin vizyonu, anlatmak istedikleri hikayeyi \u015fekillendirecek kal\u0131plar\u0131 bulmalar\u0131 i\u00e7in onlara rehberlik eder. Verileri analiz ederken ara\u015ft\u0131rmac\u0131lardan beklenen en \u00f6nemli \u015feylerden biri, beklenmedik kal\u0131plara, ifadelere ve sonu\u00e7lara kar\u015f\u0131 a\u00e7\u0131k ve tarafs\u0131z kalmalar\u0131d\u0131r. Unutmay\u0131n, bazen veri analizi, veri analizi ba\u015flat\u0131l\u0131rken beklenmeyen ancak heyecan verici hikayeler anlat\u0131r. Bu nedenle, elinizdeki verilere g\u00fcvenin ve <a href=\"https:\/\/www.questionpro.com\/blog\/exploratory-research\/\">ke\u015fifsel ara\u015ft\u0131rma <\/a> yolculu\u011funun tad\u0131n\u0131 \u00e7\u0131kar\u0131n.  <\/p>\n<p style=\"text-align: center;\"><a class=\"square-cta secondary-lined-cta\" href=\"https:\/\/questionpro.com\/a\/showEntry.do?sourceRef=blog\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>\u00dccretsiz Hesap Olu\u015fturun<\/strong><\/a><\/p>\n<h3><a id=\"Types_of_data_in_research\" class=\"blankurl\" href=\"#\"><b>Ara\u015ft\u0131rmada veri t\u00fcrleri<\/b><\/a><\/h3>\n<p><span style=\"font-weight: 400;\">Her t\u00fcr veri, kendisine belirli bir de\u011fer atand\u0131ktan sonra bir \u015feyleri tan\u0131mlama gibi nadir bir niteli\u011fe sahiptir. Analiz i\u00e7in, belirli bir ba\u011flamda i\u015flenen ve sunulan bu de\u011ferleri kullan\u0131\u015fl\u0131 hale getirmek i\u00e7in d\u00fczenlemeniz gerekir. Veriler farkl\u0131 bi\u00e7imlerde olabilir; i\u015fte ba\u015fl\u0131ca veri t\u00fcrleri.<\/span><\/p>\n<ul>\n<li><b>Nitel veriler: <\/b><span style=\"font-weight: 400;\">Sunulan verilerde kelimeler ve a\u00e7\u0131klamalar oldu\u011funda, buna <\/span><a href=\"https:\/\/www.questionpro.com\/blog\/qualitative-data\/\"><br \/>\n  <span style=\"font-weight: 400;\">Nitel veriler<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">. Bu verileri g\u00f6zlemleyebilmenize ra\u011fmen, \u00f6zellikle kar\u015f\u0131la\u015ft\u0131rma yapmak i\u00e7in ara\u015ft\u0131rmadaki verileri analiz etmek \u00f6znel ve daha zordur.  <\/span><b>\u00d6rnek:<\/b><span style=\"font-weight: 400;\">  Kalite verileri; tat, deneyim, doku veya kaliteli veri olarak kabul edilen bir g\u00f6r\u00fc\u015f\u00fc tan\u0131mlayan her \u015feyi temsil eder. Bu t\u00fcr veriler genellikle odak gruplar\u0131, ki\u015fisel <a href=\"https:\/\/www.questionpro.com\/blog\/qualitative-interview\/\">nitel g\u00f6r\u00fc\u015fmeler<\/a> veya anketlerde a\u00e7\u0131k u\u00e7lu sorular kullan\u0131larak toplan\u0131r.<\/span><\/li>\n<li><b>Nicel veriler: <\/b><span style=\"font-weight: 400;\">Say\u0131sal rakamlarla ifade edilen her t\u00fcrl\u00fc veriye say\u0131sal veri denir. <\/span><a href=\"https:\/\/www.questionpro.com\/blog\/quantitative-data\/\"><br \/>\n  <span style=\"font-weight: 400;\">nicel veriler<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">. Bu t\u00fcr veriler kategorilere ayr\u0131labilir, grupland\u0131r\u0131labilir, \u00f6l\u00e7\u00fclebilir, hesaplanabilir veya s\u0131ralanabilir.  <\/span><b>\u00d6rnek:<\/b><span style=\"font-weight: 400;\">  Ya\u015f, r\u00fctbe, maliyet, uzunluk, a\u011f\u0131rl\u0131k, puanlar vb. gibi sorular bu t\u00fcr verilerin alt\u0131na girer. Bu t\u00fcr verileri grafik format\u0131nda, \u00e7izelgeler halinde sunabilir veya bu verilere istatistiksel analiz y\u00f6ntemleri uygulayabilirsiniz. Anketlerdeki (Outcomes Measurement Systems) OMS anketleri, say\u0131sal verilerin toplanmas\u0131nda \u00f6nemli bir kaynakt\u0131r.<\/span><\/li>\n<li><b>Kategorik veri: <\/b>Bu veriler<b> <\/b><span style=\"font-weight: 400;\">gruplar halinde sunulmu\u015ftur. Ancak kategorik verilerde yer alan bir madde birden fazla gruba ait olamaz.  <\/span><b>\u00d6rnek:<\/b><span style=\"font-weight: 400;\">  Bir ankete ya\u015fam tarz\u0131n\u0131, medeni durumunu, sigara i\u00e7me al\u0131\u015fkanl\u0131\u011f\u0131n\u0131 veya i\u00e7ki i\u00e7me al\u0131\u015fkanl\u0131\u011f\u0131n\u0131 s\u00f6yleyerek yan\u0131t veren bir ki\u015fi kategorik veri kapsam\u0131na girer. Ki-kare testi, bu verileri analiz etmek i\u00e7in kullan\u0131lan standart bir y\u00f6ntemdir.<\/span><\/li>\n<\/ul>\n<h2><a id=\"Data_analysis_in_qualitative_research\" class=\"blankurl\" href=\"#\"><b>Nitel ara\u015ft\u0131rmada veri analizi<\/b><\/a><\/h2>\n<p><span style=\"font-weight: 400;\">Veri analizi ve nitel veri ara\u015ft\u0131rmas\u0131, say\u0131sal verilerden biraz farkl\u0131 \u00e7al\u0131\u015f\u0131r \u00e7\u00fcnk\u00fc nitelikli veriler kelimelerden, tan\u0131mlardan, g\u00f6r\u00fcnt\u00fclerden, nesnelerden ve bazen de sembollerden olu\u015fur. B\u00f6ylesine karma\u015f\u0131k bilgilerden i\u00e7g\u00f6r\u00fc elde etmek karma\u015f\u0131k bir s\u00fcre\u00e7tir. Bu nedenle genellikle ke\u015fifsel ara\u015ft\u0131rma ve <a href=\"https:\/\/www.questionpro.com\/blog\/data-analytics-vs-data-analysis\/\">veri analizi<\/a> i\u00e7in kullan\u0131l\u0131r.<\/span><\/p>\n<h3><strong><a id=\"Finding_patterns_in_the_qualitative_data\" class=\"blankurl\" href=\"#\"><b>Nitel verilerde \u00f6r\u00fcnt\u00fcler bulmak<\/b><\/a><\/strong><\/h3>\n<p><span style=\"font-weight: 400;\">Metinsel bilgilerde \u00f6r\u00fcnt\u00fc bulman\u0131n \u00e7e\u015fitli yollar\u0131 olmas\u0131na ra\u011fmen, kelime tabanl\u0131 y\u00f6ntem, ara\u015ft\u0131rma ve veri analizi i\u00e7in en \u00e7ok g\u00fcvenilen ve yayg\u0131n olarak kullan\u0131lan k\u00fcresel tekniktir. \u00d6zellikle, nitel ara\u015ft\u0131rmada veri analiz s\u00fcreci manueldir. Burada ara\u015ft\u0131rmac\u0131lar genellikle mevcut verileri okur ve tekrar eden veya yayg\u0131n olarak kullan\u0131lan kelimeleri bulur.  <\/span><\/p>\n<p><strong><br \/>\n  <span data-preserver-spaces=\"true\">\u00d6rne\u011fin,<\/span><br \/>\n<\/strong><span data-preserver-spaces=\"true\"> Ara\u015ft\u0131rmac\u0131lar, insanlar\u0131n kar\u015f\u0131la\u015ft\u0131\u011f\u0131 en acil sorunlar\u0131 anlamak i\u00e7in Afrika \u00fclkelerinden toplanan verileri incelerken \u015funlar\u0131 bulabilirler <\/span><em><br \/>\n  <span data-preserver-spaces=\"true\">&#8220;yemek&#8221;<\/span><br \/>\n<\/em><span data-preserver-spaces=\"true\"> ve <\/span><em><br \/>\n  <span data-preserver-spaces=\"true\">&#8220;A\u00c7LIK&#8221;<\/span><br \/>\n<\/em><span data-preserver-spaces=\"true\"> en s\u0131k kullan\u0131lan kelimelerdir ve daha fazla analiz i\u00e7in bunlar\u0131 vurgulayaca\u011f\u0131z.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Anahtar kelime ba\u011flam\u0131, yayg\u0131n olarak kullan\u0131lan bir di\u011fer kelime tabanl\u0131 tekniktir. Bu y\u00f6ntemde ara\u015ft\u0131rmac\u0131, kat\u0131l\u0131mc\u0131lar\u0131n belirli bir anahtar kelimeyi kulland\u0131klar\u0131 ba\u011flam\u0131 analiz ederek kavram\u0131 anlamaya \u00e7al\u0131\u015f\u0131r.  <\/span><\/p>\n<p><b>\u00d6rne\u011fin<\/b><span style=\"font-weight: 400;\">kavram\u0131n\u0131 incelemek i\u00e7in ara\u015ft\u0131rma ve veri analizi yapan ara\u015ft\u0131rmac\u0131lar <\/span><i><br \/>\n  <span style=\"font-weight: 400;\">&#8216;diyabet&#8217;<\/span><br \/>\n<\/i><span style=\"font-weight: 400;\"> Kat\u0131l\u0131mc\u0131lar aras\u0131nda, kat\u0131l\u0131mc\u0131n\u0131n &#8216;diyabet&#8217; kelimesini ne zaman ve nas\u0131l kulland\u0131\u011f\u0131n\u0131 veya bu kelimeye nas\u0131l at\u0131fta bulundu\u011funu analiz edebilir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\"><span data-preserver-spaces=\"true\">\u0130ncelemeye dayal\u0131 teknik de \u015fiddetle tavsiye edilen tekniklerden biridir. <\/span><a class=\"_e75a791d-denali-editor-page-rtfLink\" href=\"https:\/\/www.questionpro.com\/tour\/text-analysis.html\" target=\"_blank\" rel=\"noopener noreferrer\"><br \/>\n  <span data-preserver-spaces=\"true\">metin analizi<\/span><br \/>\n<\/a><span data-preserver-spaces=\"true\"> Kaliteli bir veri \u00f6r\u00fcnt\u00fcs\u00fcn\u00fc tan\u0131mlamak i\u00e7in kullan\u0131lan y\u00f6ntemler.<\/span> Kar\u015f\u0131la\u015ft\u0131rma ve z\u0131tl\u0131k, belirli bir metnin birbiriyle nas\u0131l benzer veya farkl\u0131 oldu\u011funu ay\u0131rt etmek i\u00e7in bu teknik alt\u0131nda yayg\u0131n olarak kullan\u0131lan y\u00f6ntemdir.  <\/span><\/p>\n<p><b>\u00d6rne\u011fin:<\/b><span style=\"font-weight: 400;\">  &#8220;Bir \u015firkette asistan doktorun \u00f6nemini&#8221; bulmak i\u00e7in toplanan veriler, asistan doktor \u00e7al\u0131\u015ft\u0131rman\u0131n gerekli oldu\u011funu d\u00fc\u015f\u00fcnenler ve gereksiz oldu\u011funu d\u00fc\u015f\u00fcnenler olarak ikiye ayr\u0131lm\u0131\u015ft\u0131r. Kar\u015f\u0131la\u015ft\u0131rma ve z\u0131tl\u0131k, tek cevapl\u0131 soru t\u00fcrlerine sahip anketleri analiz etmek i\u00e7in kullan\u0131labilecek en iyi y\u00f6ntemdir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Metaforlar, veri y\u0131\u011f\u0131n\u0131n\u0131 azaltmak ve i\u00e7inde kal\u0131plar bulmak i\u00e7in kullan\u0131labilir, b\u00f6ylece verileri teori ile ili\u015fkilendirmek daha kolay hale gelir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">De\u011fi\u015fken B\u00f6l\u00fcmleme, ara\u015ft\u0131rmac\u0131lar\u0131n muazzam verilerden daha tutarl\u0131 tan\u0131mlar ve a\u00e7\u0131klamalar bulabilmeleri i\u00e7in de\u011fi\u015fkenleri b\u00f6lmek i\u00e7in kullan\u0131lan bir ba\u015fka tekniktir.<\/span><\/p>\n<h4><strong><a id=\"Methods_used_for_data_analysis_in_qualitative_research\" class=\"blankurl\" href=\"#\"><b>Nitel ara\u015ft\u0131rmada veri analizi i\u00e7in kullan\u0131lan y\u00f6ntemler<\/b><\/a><\/strong><\/h4>\n<p><span style=\"font-weight: 400;\">Nitel ara\u015ft\u0131rmada verileri analiz etmek i\u00e7in \u00e7e\u015fitli teknikler vard\u0131r, ancak burada yayg\u0131n olarak kullan\u0131lan baz\u0131 y\u00f6ntemler verilmi\u015ftir,<\/span><\/p>\n<ul>\n<li><b>\u0130\u00e7erik Analizi:  <\/b><span style=\"font-weight: 400;\">Ara\u015ft\u0131rma metodolojisinde veri analizi i\u00e7in yayg\u0131n olarak kabul g\u00f6ren ve en s\u0131k kullan\u0131lan tekniktir. Metinlerden, g\u00f6r\u00fcnt\u00fclerden ve bazen de fiziksel \u00f6\u011felerden belgelenmi\u015f bilgileri analiz etmek i\u00e7in kullan\u0131labilir. Bu a\u015fa\u011f\u0131dakilere ba\u011fl\u0131d\u0131r  <\/span><a href=\"https:\/\/www.questionpro.com\/article\/research-questions.html\"><br \/>\n  <span style=\"font-weight: 400;\">ara\u015ft\u0131rma sorular\u0131<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\"> Bu y\u00f6ntemin ne zaman ve nerede kullan\u0131laca\u011f\u0131n\u0131 tahmin etmek i\u00e7in.<\/span><\/li>\n<li><b>Anlat\u0131 Analizi: <\/b>Bu y\u00f6ntem, ki\u015fisel g\u00f6r\u00fc\u015fmeler, saha g\u00f6zlemleri ve anketler gibi \u00e7e\u015fitli kaynaklardan toplanan i\u00e7eri\u011fi analiz etmek i\u00e7in kullan\u0131l\u0131r. <b><br \/>\n  <a class=\"_e75a791d-denali-editor-page-rtfLink\" href=\"https:\/\/www.questionpro.com\/\" target=\"_blank\" rel=\"noopener noreferrer\"><br \/>\n    <span data-preserver-spaces=\"true\">anketler<\/span><br \/>\n  <\/a><br \/>\n  <span data-preserver-spaces=\"true\">.<\/span><br \/>\n<\/b><span style=\"font-weight: 400;\"> \u00c7o\u011fu zaman, insanlar taraf\u0131ndan payla\u015f\u0131lan hikayeler veya g\u00f6r\u00fc\u015fler ara\u015ft\u0131rma sorular\u0131na yan\u0131t bulmaya odaklan\u0131r. <\/span> <\/li>\n<li><b>S\u00f6ylem Analizi:  <\/b><span style=\"font-weight: 400;\">Anlat\u0131 analizine benzer \u015fekilde, s\u00f6ylem analizi de insanlarla olan etkile\u015fimleri analiz etmek i\u00e7in kullan\u0131l\u0131r. Bununla birlikte, bu \u00f6zel y\u00f6ntem, ara\u015ft\u0131rmac\u0131 ile kat\u0131l\u0131mc\u0131 aras\u0131ndaki ileti\u015fimin ger\u00e7ekle\u015fti\u011fi veya i\u00e7inde bulundu\u011fu sosyal ba\u011flam\u0131 dikkate al\u0131r. Buna ek olarak, s\u00f6ylem analizi herhangi bir sonuca var\u0131rken ya\u015fam tarz\u0131na ve g\u00fcnl\u00fck \u00e7evreye de odaklan\u0131r.  <\/span><\/li>\n<li><b>Temellendirilmi\u015f Teori:  <\/b><span style=\"font-weight: 400;\">Belirli bir olgunun neden meydana geldi\u011fini a\u00e7\u0131klamak istedi\u011finizde, kaliteli verileri analiz etmek i\u00e7in temellendirilmi\u015f teoriyi kullanmak en iyi \u00e7\u00f6z\u00fcmd\u00fcr. Temellendirilmi\u015f teori, farkl\u0131 ortamlarda meydana gelen benzer vakalar hakk\u0131ndaki verileri incelemek i\u00e7in uygulan\u0131r. Ara\u015ft\u0131rmac\u0131lar bu y\u00f6ntemi kullan\u0131rken, bir sonuca ula\u015fana kadar a\u00e7\u0131klamalar\u0131 de\u011fi\u015ftirebilir veya yenilerini \u00fcretebilirler.<\/span><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2><a id=\"Data_analysis-quantitative_research\" class=\"blankurl\" href=\"#\"><b>Nicel ara\u015ft\u0131rmalarda veri analizi<\/b><\/a><\/h2>\n<h3><a id=\"Preparing_data_for_analysis\" class=\"blankurl\" href=\"#\"><b>Analiz i\u00e7in veri haz\u0131rlama<\/b><\/a><\/h3>\n<p><span style=\"font-weight: 400;\">Ara\u015ft\u0131rma ve veri analizinde ilk a\u015fama, verilerin analiz i\u00e7in uygun hale getirilmesidir. <\/span><a href=\"https:\/\/www.questionpro.com\/blog\/nominal-data\/\"><br \/>\n  <span style=\"font-weight: 400;\">nominal veri<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">  anlaml\u0131 bir \u015feye d\u00f6n\u00fc\u015ft\u00fcr\u00fclebilir. Veri haz\u0131rlama a\u015fa\u011f\u0131daki a\u015famalardan olu\u015fur.<\/span><\/p>\n<h4><b>A\u015fama I: Veri Do\u011frulama<\/b><\/h4>\n<p><span style=\"font-weight: 400;\">Veri do\u011frulama, toplanan veri \u00f6rne\u011finin \u00f6nceden belirlenmi\u015f standartlara uygun olup olmad\u0131\u011f\u0131n\u0131 veya yanl\u0131 bir veri \u00f6rne\u011fi olup olmad\u0131\u011f\u0131n\u0131 anlamak i\u00e7in yap\u0131l\u0131r ve yine d\u00f6rt farkl\u0131 a\u015famaya ayr\u0131l\u0131r<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\"><b>Sahtekarl\u0131k: <\/b><span style=\"font-weight: 400;\">Ankete veya soru formuna verilen her yan\u0131t\u0131n ger\u00e7ek bir insan taraf\u0131ndan kaydedildi\u011finden emin olmak i\u00e7in<\/span><\/li>\n<li style=\"font-weight: 400;\"><b>Eleme: <\/b><span style=\"font-weight: 400;\">Her bir kat\u0131l\u0131mc\u0131n\u0131n veya yan\u0131tlay\u0131c\u0131n\u0131n ara\u015ft\u0131rma kriterlerine uygun olarak se\u00e7ildi\u011finden veya se\u00e7ildi\u011finden emin olmak<\/span><\/li>\n<li style=\"font-weight: 400;\"><b>Prosed\u00fcr: <\/b><span style=\"font-weight: 400;\">Veri \u00f6rneklemi toplan\u0131rken etik standartlar\u0131n korunmas\u0131n\u0131 sa\u011flamak i\u00e7in<\/span><\/li>\n<li><b>B\u00fct\u00fcnl\u00fck:<\/b><span style=\"font-weight: 400;\">  Kat\u0131l\u0131mc\u0131n\u0131n \u00e7evrimi\u00e7i bir anketteki t\u00fcm sorular\u0131 yan\u0131tlad\u0131\u011f\u0131ndan emin olmak i\u00e7in. Ba\u015fka,  <\/span><span style=\"font-weight: 400;\">g\u00f6r\u00fc\u015fmeci ankette tasarlanan t\u00fcm sorular\u0131 sormu\u015ftur.<\/span><\/li>\n<\/ul>\n<h4><b>A\u015fama II: Veri D\u00fczenleme  <\/b><\/h4>\n<p><span style=\"font-weight: 400;\">\u00c7o\u011fu zaman, kapsaml\u0131 bir ara\u015ft\u0131rma veri <a href=\"https:\/\/www.questionpro.com\/audience\/\">\u00f6rne\u011fi<\/a> hatalarla y\u00fckl\u00fc olarak gelir. Kat\u0131l\u0131mc\u0131lar bazen baz\u0131 alanlar\u0131 yanl\u0131\u015f doldurmakta veya yanl\u0131\u015fl\u0131kla atlamaktad\u0131r. Veri d\u00fczenleme, ara\u015ft\u0131rmac\u0131lar\u0131n sa\u011flanan verilerin bu t\u00fcr hatalardan ar\u0131nd\u0131r\u0131lm\u0131\u015f oldu\u011funu teyit etmeleri gereken bir s\u00fcre\u00e7tir. Ham d\u00fczenlemeyi d\u00fczenlemek ve analize haz\u0131r hale getirmek i\u00e7in gerekli kontrolleri ve ayk\u0131r\u0131 de\u011fer kontrollerini yapmalar\u0131 gerekir.  <\/span><\/p>\n<h4><b>A\u015fama III: Veri Kodlama<\/b><\/h4>\n<p><span style=\"font-weight: 400;\">Bu \u00fc\u00e7 a\u015fama aras\u0131nda, <a href=\"https:\/\/www.questionpro.com\/blog\/good-survey-response-rate\/\">anket yan\u0131tlar\u0131n\u0131n<\/a> grupland\u0131r\u0131lmas\u0131 ve de\u011ferlerinin atanmas\u0131 ile ilgili en kritik veri haz\u0131rlama a\u015famas\u0131d\u0131r. Bir anket 1000 \u00f6rneklem b\u00fcy\u00fckl\u00fc\u011f\u00fc ile tamamlan\u0131rsa, ara\u015ft\u0131rmac\u0131 kat\u0131l\u0131mc\u0131lar\u0131 ya\u015flar\u0131na g\u00f6re ay\u0131rmak i\u00e7in bir ya\u015f aral\u0131\u011f\u0131 olu\u015fturacakt\u0131r. B\u00f6ylece devasa veri y\u0131\u011f\u0131n\u0131yla u\u011fra\u015fmak yerine k\u00fc\u00e7\u00fck veri kovalar\u0131n\u0131 analiz etmek daha kolay hale gelir.<\/span><\/p>\n<h3><a id=\"Methods_used_for_data_analysis_in_quantitative_research\" class=\"blankurl\" href=\"#\"><b>Nicel ara\u015ft\u0131rmalarda veri analizi i\u00e7in kullan\u0131lan y\u00f6ntemler<\/b><\/a><\/h3>\n<p><span style=\"font-weight: 400;\">Veriler analiz i\u00e7in haz\u0131rland\u0131ktan sonra, ara\u015ft\u0131rmac\u0131lar anlaml\u0131 i\u00e7g\u00f6r\u00fcler elde etmek i\u00e7in farkl\u0131 ara\u015ft\u0131rma ve veri analiz y\u00f6ntemlerini kullanmaya a\u00e7\u0131kt\u0131r. Say\u0131sal verileri analiz etmek i\u00e7in en \u00e7ok tercih edilen y\u00f6ntem elbette istatistiksel tekniklerdir. Y\u00f6ntem yine iki gruba ayr\u0131l\u0131r. Birincisi,  <\/span><i>&#8216;Tan\u0131mlay\u0131c\u0131 \u0130statistikler&#8217;<\/i><span style=\"font-weight: 400;\">  verileri tan\u0131mlamak i\u00e7in kullan\u0131l\u0131r. \u0130kincisi,  <\/span> <span style=\"font-weight: 400;\">Verilerin kar\u015f\u0131la\u015ft\u0131r\u0131lmas\u0131na yard\u0131mc\u0131 olan<\/span><i>&#8216;\u00e7\u0131kar\u0131msal istatistik&#8217; <\/i>.<\/p>\n<h4><b>Tan\u0131mlay\u0131c\u0131 istatistikler<\/b><\/h4>\n<p><span style=\"font-weight: 400;\">Bu y\u00f6ntem, ara\u015ft\u0131rmada \u00e7ok y\u00f6nl\u00fc veri t\u00fcrlerinin temel \u00f6zelliklerini tan\u0131mlamak i\u00e7in kullan\u0131l\u0131r. Verileri o kadar anlaml\u0131 bir \u015fekilde sunar ki verilerdeki \u00f6r\u00fcnt\u00fcler anlam kazanmaya ba\u015flar. Bununla birlikte, betimsel analiz sonu\u00e7 \u00e7\u0131karman\u0131n \u00f6tesine ge\u00e7memektedir. Sonu\u00e7lar yine ara\u015ft\u0131rmac\u0131lar\u0131n \u015fu ana kadar form\u00fcle ettikleri hipotezlere dayanmaktad\u0131r. Ba\u015fl\u0131ca birka\u00e7 betimsel analiz y\u00f6ntemi a\u015fa\u011f\u0131da verilmi\u015ftir.<\/span><\/p>\n<h5><b>Frekans \u00d6l\u00e7\u00fctleri<\/b><\/h5>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Say\u0131, Y\u00fczde, Frekans  <\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Belirli bir olay\u0131n evde ne s\u0131kl\u0131kla meydana geldi\u011fini belirtmek i\u00e7in kullan\u0131l\u0131r.<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Ara\u015ft\u0131rmac\u0131lar, bir yan\u0131t\u0131n ne s\u0131kl\u0131kta verildi\u011fini g\u00f6stermek istediklerinde bunu kullan\u0131rlar.<\/span><\/li>\n<\/ul>\n<h5><b>Merkezi E\u011filim \u00d6l\u00e7\u00fctleri<\/b><\/h5>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Ortalama, Medyan, Mod<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Bu y\u00f6ntem, \u00e7e\u015fitli noktalara g\u00f6re da\u011f\u0131l\u0131m\u0131 g\u00f6stermek i\u00e7in yayg\u0131n olarak kullan\u0131lmaktad\u0131r.<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Ara\u015ft\u0131rmac\u0131lar, en yayg\u0131n veya ortalama olarak belirtilen yan\u0131t\u0131 sergilemek istediklerinde bu y\u00f6ntemi kullan\u0131rlar.<\/span><\/li>\n<\/ul>\n<h5><b>Da\u011f\u0131l\u0131m veya Varyasyon \u00d6l\u00e7\u00fctleri  <\/b><\/h5>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Aral\u0131k, Varyans, Standart sapma  <\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Burada alan y\u00fcksek\/d\u00fc\u015f\u00fck puanlara e\u015fittir.<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Varyans standart sapma = g\u00f6zlenen puan ile ortalama aras\u0131ndaki fark  <\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Aral\u0131klar\u0131 belirterek skorlar\u0131n yay\u0131l\u0131m\u0131n\u0131 tan\u0131mlamak i\u00e7in kullan\u0131l\u0131r.<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Ara\u015ft\u0131rmac\u0131lar bu y\u00f6ntemi da\u011f\u0131n\u0131k verileri sergilemek i\u00e7in kullanmaktad\u0131r. Verilerin hangi derinli\u011fe kadar yay\u0131ld\u0131\u011f\u0131n\u0131 ve bunun ortalamay\u0131 do\u011frudan etkiledi\u011fini belirlemelerine yard\u0131mc\u0131 olur.  <\/span><\/li>\n<\/ul>\n<h5><b>Pozisyon \u00d6l\u00e7\u00fctleri<\/b><\/h5>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Y\u00fczdelik s\u0131ralar, \u00c7eyreklik s\u0131ralar  <\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Ara\u015ft\u0131rmac\u0131lar\u0131n farkl\u0131 puanlar aras\u0131ndaki ili\u015fkiyi belirlemelerine yard\u0131mc\u0131 olan standartla\u015ft\u0131r\u0131lm\u0131\u015f puanlara dayan\u0131r.<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Genellikle ara\u015ft\u0131rmac\u0131lar skorlar\u0131 ortalama say\u0131 ile kar\u015f\u0131la\u015ft\u0131rmak istediklerinde kullan\u0131l\u0131r.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\"> <a href=\"https:\/\/www.questionpro.com\/blog\/quantitative-market-research\/\">Kantitatif pazar ara\u015ft\u0131rmalar\u0131<\/a> i\u00e7in betimsel analiz kullan\u0131m\u0131 genellikle mutlak say\u0131lar verir, ancak analiz hi\u00e7bir zaman bu say\u0131lar\u0131n arkas\u0131ndaki mant\u0131\u011f\u0131 g\u00f6stermek i\u00e7in yeterli de\u011fildir. Bununla birlikte, anket soru formunuza ve ara\u015ft\u0131rmac\u0131lar\u0131n anlatmak istedikleri hikayeye uygun ara\u015ft\u0131rma ve veri analizi i\u00e7in en iyi y\u00f6ntemi d\u00fc\u015f\u00fcnmek gerekir.  <span data-preserver-spaces=\"true\">\u00d6rne\u011fin, ortalama, okullardaki \u00f6\u011frencilerin ortalama puanlar\u0131n\u0131 g\u00f6stermenin en iyi yoludur. Ara\u015ft\u0131rmac\u0131lar ara\u015ft\u0131rmay\u0131 veya sonucu verilenlerle s\u0131n\u0131rl\u0131 tutmak istediklerinde tan\u0131mlay\u0131c\u0131 istatistiklere g\u00fcvenmek daha iyidir  <\/span><a class=\"_e75a791d-denali-editor-page-rtfLink\" href=\"https:\/\/www.questionpro.com\/audience\/\" target=\"_blank\" rel=\"noopener noreferrer\"><span data-preserver-spaces=\"true\">\u00f6rnek<\/span><\/a><span data-preserver-spaces=\"true\">  genelleme yapmadan. \u00d6rne\u011fin, iki farkl\u0131 \u015fehirde yap\u0131lan ortalama oylamay\u0131 kar\u015f\u0131la\u015ft\u0131rmak istedi\u011finizde, diferansiyel istatistikler yeterlidir.<\/span><\/span><\/p>\n<p><i><span style=\"font-weight: 400;\">Tan\u0131mlay\u0131c\u0131 analiz, genellikle tek bir de\u011fi\u015fkeni analiz etmek i\u00e7in kullan\u0131ld\u0131\u011f\u0131ndan &#8216;tek de\u011fi\u015fkenli analiz&#8217; olarak da adland\u0131r\u0131l\u0131r.  <\/span><\/i><\/p>\n<h4><b>\u00c7\u0131kar\u0131msal istatistikler<\/b><\/h4>\n<p><span style=\"font-weight: 400;\">\u00c7\u0131kar\u0131msal istatistikler, temsil eden pop\u00fclasyonun toplanan \u00f6rnekleminin ara\u015ft\u0131r\u0131lmas\u0131 ve veri analizinden sonra daha b\u00fcy\u00fck bir pop\u00fclasyon hakk\u0131nda tahminlerde bulunmak i\u00e7in kullan\u0131l\u0131r. \u00d6rne\u011fin, bir sinema salonundaki 100 kadar seyirciye izledikleri filmi be\u011fenip be\u011fenmediklerini sorabilirsiniz. <span data-preserver-spaces=\"true\">Ara\u015ft\u0131rmac\u0131lar daha sonra toplanan veriler \u00fczerinde \u00e7\u0131kar\u0131msal istatistikler kullan\u0131r. <\/span><a class=\"_e75a791d-denali-editor-page-rtfLink\" href=\"https:\/\/www.questionpro.com\/blog\/sample\/\" target=\"_blank\" rel=\"noopener noreferrer\"><br \/>\n  <span data-preserver-spaces=\"true\">\u00f6rnek<\/span><br \/>\n<\/a><span data-preserver-spaces=\"true\"> insanlar\u0131n yakla\u015f\u0131k %80-90&#8217;\u0131n\u0131n filmi be\u011fenmesi. <\/span> <\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0130\u015fte \u00e7\u0131kar\u0131msal istatisti\u011fin iki \u00f6nemli alan\u0131.<\/span><\/p>\n<ul>\n<li><span style=\"text-decoration: underline;\"><br \/>\n  <span style=\"font-weight: 400;\">Parametrelerin tahmin edilmesi:<\/span><br \/>\n<\/span><span style=\"font-weight: 400;\"> \u00d6rnek ara\u015ft\u0131rma verilerinden istatistikler al\u0131r ve pop\u00fclasyon parametresi hakk\u0131nda bir \u015feyler g\u00f6sterir. <\/span> <\/li>\n<li><span style=\"text-decoration: underline;\"><br \/>\n  <span style=\"font-weight: 400;\">Hipotez testi:<\/span><br \/>\n<\/span><span style=\"font-weight: 400;\"> I<\/span><span style=\"font-weight: 400;\">sorulara cevap vermek i\u00e7in ara\u015ft\u0131rma verilerini \u00f6rneklemekle ilgilidir. <\/span><a href=\"https:\/\/www.questionpro.com\/article\/survey-research.html\"><br \/>\n  <span style=\"font-weight: 400;\">anket ara\u015ft\u0131rmas\u0131<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">  Sorular. \u00d6rne\u011fin, ara\u015ft\u0131rmac\u0131lar yak\u0131n zamanda piyasaya s\u00fcr\u00fclen yeni ruj tonunun iyi olup olmad\u0131\u011f\u0131n\u0131 veya multivitamin kaps\u00fcllerinin \u00e7ocuklar\u0131n oyunlarda daha iyi performans g\u00f6stermesine yard\u0131mc\u0131 olup olmad\u0131\u011f\u0131n\u0131 anlamak isteyebilir.  <\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Bunlar sofistike<\/span><a href=\"https:\/\/www.questionpro.com\/blog\/data-analysis-simple-and-complex-a-primer\/\"><br \/>\n  <span style=\"font-weight: 400;\"> anali\u0307z y\u00f6ntemleri\u0307<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">  tek bir de\u011fi\u015fkeni tan\u0131mlamak yerine farkl\u0131 de\u011fi\u015fkenler aras\u0131ndaki ili\u015fkiyi sergilemek i\u00e7in kullan\u0131l\u0131r. Genellikle ara\u015ft\u0131rmac\u0131lar de\u011fi\u015fkenler aras\u0131ndaki ili\u015fkiyi anlamak i\u00e7in mutlak say\u0131lar\u0131n \u00f6tesinde bir \u015fey istediklerinde kullan\u0131l\u0131r.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ara\u015ft\u0131rmalarda veri analizi i\u00e7in yayg\u0131n olarak kullan\u0131lan y\u00f6ntemlerden baz\u0131lar\u0131 \u015funlard\u0131r.<\/span><\/p>\n<ul>\n<li><b>Korelasyon: <\/b>Ara\u015ft\u0131rmac\u0131lar ara\u015ft\u0131rma yapmad\u0131\u011f\u0131nda <a style=\"font-size: 16px;\" href=\"https:\/\/www.questionpro.com\/blog\/experimental-research\/\"><br \/>\n  <span style=\"font-weight: 400;\">deneysel ara\u015ft\u0131rma<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\"> veya <a href=\"https:\/\/www.questionpro.com\/blog\/quasi-experimental-research\/\">yar\u0131 deneysel ara\u015ft\u0131rmalar<\/a> da, ara\u015ft\u0131rmac\u0131lar iki veya daha fazla de\u011fi\u015fken aras\u0131ndaki ili\u015fkiyi anlamak istediklerinde, a\u015fa\u011f\u0131daki y\u00f6ntemleri tercih ederler <\/span><a style=\"font-size: 16px;\" href=\"https:\/\/www.questionpro.com\/blog\/correlational-research\/\"><br \/>\n  <span style=\"font-weight: 400;\">korelasyonel ara\u015ft\u0131rma<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\"> y\u00f6ntemler.<\/span><\/li>\n<\/ul>\n<ul>\n<li><b>\u00c7apraz tablolama: <\/b>Olumsall\u0131k tablolar\u0131 olarak da adland\u0131r\u0131l\u0131r, <a class=\"_e75a791d-denali-editor-page-rtfLink\" href=\"https:\/\/www.questionpro.com\/cross-tabulation.html\" target=\"_blank\" rel=\"noopener noreferrer\"><br \/>\n  <span data-preserver-spaces=\"true\">\u00e7apraz tablolama<\/span><br \/>\n<\/a><span data-preserver-spaces=\"true\"> \u00e7oklu de\u011fi\u015fkenler aras\u0131ndaki ili\u015fkiyi analiz etmek i\u00e7in kullan\u0131l\u0131r. <\/span> <b><\/b><span style=\"font-weight: 400;\">  Sa\u011flanan verilerin sat\u0131r ve s\u00fctunlarda sunulan ya\u015f ve cinsiyet kategorilerine sahip oldu\u011funu varsayal\u0131m. \u0130ki boyutlu \u00e7apraz tablolama, her ya\u015f kategorisindeki erkek ve kad\u0131n say\u0131s\u0131n\u0131 g\u00f6stererek sorunsuz veri analizi ve ara\u015ft\u0131rma yap\u0131lmas\u0131na yard\u0131mc\u0131 olur.<\/span><\/li>\n<\/ul>\n<ul>\n<li><b>Regresyon analizi: <\/b>\u0130ki de\u011fi\u015fken aras\u0131ndaki g\u00fc\u00e7l\u00fc ili\u015fkiyi anlamak i\u00e7in ara\u015ft\u0131rmac\u0131lar, ayn\u0131 zamanda kullan\u0131lan bir tahmin analizi t\u00fcr\u00fc olan birincil ve yayg\u0131n olarak kullan\u0131lan <a href=\"https:\/\/www.questionpro.com\/blog\/regression-analysis\/\">regresyon analizi<\/a> y\u00f6nteminin \u00f6tesine bakmazlar.  <span data-preserver-spaces=\"true\">Bu y\u00f6ntemde, ba\u011f\u0131ml\u0131 de\u011fi\u015fken olarak adland\u0131r\u0131lan temel bir fakt\u00f6r\u00fcn\u00fcz vard\u0131r. Ayr\u0131ca regresyon analizinde birden fazla ba\u011f\u0131ms\u0131z de\u011fi\u015fkeniniz vard\u0131r. Ba\u011f\u0131ms\u0131z de\u011fi\u015fkenlerin ba\u011f\u0131ml\u0131 de\u011fi\u015fken \u00fczerindeki etkisini bulmak i\u00e7in \u00e7aba sarf ediyorsunuz. Hem ba\u011f\u0131ms\u0131z hem de ba\u011f\u0131ml\u0131 de\u011fi\u015fkenlerin de\u011ferlerinin hatas\u0131z ve rastgele bir \u015fekilde tespit edildi\u011fi varsay\u0131lmaktad\u0131r.<\/span><\/li>\n<\/ul>\n<ul>\n<li><b>Frekans tablolar\u0131: <\/b>\u0130statistiksel prosed\u00fcr, bir deneyde iki veya daha fazla de\u011fi\u015fme veya farkl\u0131la\u015fma derecesini test etmek i\u00e7in kullan\u0131l\u0131r. Hat\u0131r\u0131 say\u0131l\u0131r derecede \u00e7e\u015fitlilik, ara\u015ft\u0131rma bulgular\u0131n\u0131n anlaml\u0131 oldu\u011fu anlam\u0131na gelmektedir. Bir\u00e7ok ba\u011flamda, <a style=\"font-weight: 400; font-size: 16px;\" href=\"https:\/\/www.questionpro.com\/blog\/anova-testing\/\">ANOVA testi<\/a> ve varyans analizi benzerdir.<\/li>\n<\/ul>\n<ul>\n<li><b>Varyans analizi: <\/b>\u0130statistiksel prosed\u00fcr, bir deneyde iki veya daha fazla de\u011fi\u015fkenin veya farkl\u0131l\u0131\u011f\u0131n derecesini test etmek i\u00e7in kullan\u0131l\u0131r. Hat\u0131r\u0131 say\u0131l\u0131r derecede \u00e7e\u015fitlilik, ara\u015ft\u0131rma bulgular\u0131n\u0131n anlaml\u0131 oldu\u011fu anlam\u0131na gelmektedir. Bir\u00e7ok ba\u011flamda, <a style=\"font-size: 16px;\" href=\"https:\/\/www.questionpro.com\/blog\/anova-testing\/\"><br \/>\n  <span style=\"font-weight: 400;\">ANOVA testi<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\"> ve varyans analizi benzerdir.<\/span><\/li>\n<\/ul>\n<h3><a id=\"Considerations_in_research_data_analysis\" class=\"blankurl\" href=\"#\"><b>Ara\u015ft\u0131rma verilerinin analizinde dikkat edilmesi gerekenler<\/b><\/a><\/h3>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Ara\u015ft\u0131rmac\u0131lar, <a href=\"https:\/\/www.questionpro.com\/blog\/data-manipulation\/\">verileri<\/a> analiz etmek ve <a href=\"https:\/\/www.questionpro.com\/blog\/data-manipulation\/\">manip\u00fcle<\/a> etmek i\u00e7in gerekli becerilere sahip olmal\u0131, y\u00fcksek standartta ara\u015ft\u0131rma uygulamalar\u0131 sergilemek \u00fczere e\u011fitim almal\u0131d\u0131r. \u0130deal olarak, ara\u015ft\u0131rmac\u0131lar daha iyi veri i\u00e7g\u00f6r\u00fcleri elde etmek i\u00e7in bir istatistiksel y\u00f6ntemi di\u011ferine tercih etmenin mant\u0131\u011f\u0131 hakk\u0131nda temel bir anlay\u0131\u015ftan daha fazlas\u0131na sahip olmal\u0131d\u0131r.<\/span><\/li>\n<\/ul>\n<ul>\n<li><span data-preserver-spaces=\"true\">Genellikle, ara\u015ft\u0131rma ve <a href=\"https:\/\/www.questionpro.com\/blog\/data-analytics-projects\/\">veri analizi projeleri<\/a> bilimsel disipline g\u00f6re farkl\u0131l\u0131k g\u00f6sterir; bu nedenle, analizin ba\u015f\u0131nda istatistiksel tavsiye almak, anket soru formunun tasarlanmas\u0131na, anketin <\/span><a class=\"_e75a791d-denali-editor-page-rtfLink\" href=\"https:\/\/www.questionpro.com\/blog\/data-collection\/\" target=\"_blank\" rel=\"noopener noreferrer\"><br \/>\n  <span data-preserver-spaces=\"true\">veri\u0307 toplama <\/span><br \/>\n<\/a><span data-preserver-spaces=\"true\">y\u00f6ntemleri ve \u00f6rnekleri se\u00e7in.<\/span><\/li>\n<\/ul>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Veri ara\u015ft\u0131rmas\u0131 ve analizinin birincil amac\u0131, tarafs\u0131z nihai i\u00e7g\u00f6r\u00fcler elde etmektir. <\/span><span data-preserver-spaces=\"true\">Veri toplarken, analiz y\u00f6ntemini se\u00e7erken ya da veri analizi yaparken herhangi bir hata ya da \u00f6nyarg\u0131l\u0131 <\/span><a class=\"_e75a791d-denali-editor-page-rtfLink\" href=\"https:\/\/www.questionpro.com\/audience\/\" target=\"_blank\" rel=\"noopener noreferrer\"><br \/>\n  <span data-preserver-spaces=\"true\">izleyici <\/span><br \/>\n<\/a><span data-preserver-spaces=\"true\">\u00f6rnek il yanl\u0131 bir \u00e7\u0131kar\u0131m yapmak i\u00e7in.<\/span><\/li>\n<\/ul>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Ara\u015ft\u0131rma verilerinde ve analizinde kullan\u0131lan karma\u015f\u0131kl\u0131kla ilgisi olmayan, zay\u0131f tan\u0131mlanm\u0131\u015f nesnel sonu\u00e7 \u00f6l\u00e7\u00fcmlerini d\u00fczeltmek i\u00e7in yeterlidir. Tasar\u0131m\u0131n hatal\u0131 olmas\u0131 veya niyetin a\u00e7\u0131k olmamas\u0131 \u00f6nemli de\u011fildir, ancak netlik eksikli\u011fi okuyucular\u0131 yanl\u0131\u015f y\u00f6nlendirebilir, bu nedenle bu uygulamadan ka\u00e7\u0131n\u0131n.<\/span><\/li>\n<\/ul>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Ara\u015ft\u0131rmalarda veri analizinin ard\u0131nda yatan neden, do\u011fru ve g\u00fcvenilir veriler sunmakt\u0131r. M\u00fcmk\u00fcn oldu\u011funca istatistiksel hatalardan ka\u00e7\u0131n\u0131n ve ayk\u0131r\u0131 de\u011ferler, eksik veriler, veri de\u011fi\u015ftirme, <a href=\"https:\/\/www.questionpro.com\/blog\/data-mining-techniques\/\">veri madencili\u011fi<\/a> veya grafiksel g\u00f6sterim geli\u015ftirme gibi g\u00fcnl\u00fck zorluklarla ba\u015fa \u00e7\u0131kman\u0131n bir yolunu bulun.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Her g\u00fcn \u00fcretilen veri miktar\u0131 korkutucu boyutlarda. \u00d6zellikle de veri analizi \u00f6n plana \u00e7\u0131kt\u0131\u011f\u0131nda. 2018&#8217;de. Ge\u00e7ti\u011fimiz y\u0131l toplam veri arz\u0131 2,8 trilyon gigabayta ula\u015fm\u0131\u015ft\u0131r. Dolay\u0131s\u0131yla, hiper rekabet\u00e7i d\u00fcnyada ayakta kalmak isteyen i\u015fletmelerin karma\u015f\u0131k ara\u015ft\u0131rma verilerini analiz etme, eyleme ge\u00e7irilebilir i\u00e7g\u00f6r\u00fcler elde etme ve yeni pazar ihtiya\u00e7lar\u0131na uyum sa\u011flama konusunda m\u00fckemmel bir yetene\u011fe sahip olmalar\u0131 gerekti\u011fi a\u00e7\u0131kt\u0131r.<\/span><\/p>\n<p>QuestionPro, kurulu\u015flar\u0131 veri analizi ve ara\u015ft\u0131rma konusunda g\u00fc\u00e7lendiren ve onlara \u00e7ekici anketler olu\u015fturarak veri toplamalar\u0131 i\u00e7in bir ortam sa\u011flayan \u00e7evrimi\u00e7i bir anket platformudur.<\/p>\n<p style=\"text-align: center;\"><a class=\"square-cta secondary-lined-cta\" href=\"https:\/\/questionpro.com\/a\/showEntry.do?sourceRef=blog\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>\u00dccretsiz Hesap Olu\u015fturun<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0130\u00e7erik Dizini Ara\u015ft\u0131rmada veri analizi nedir? Ara\u015ft\u0131rmada neden veri analizi yap\u0131lmal\u0131d\u0131r? Ara\u015ft\u0131rmada veri t\u00fcrleri Nitel ara\u015ft\u0131rmada veri analizi Nitel verilerde [&hellip;]<\/p>\n","protected":false},"author":86,"featured_media":640405,"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>Ara\u015ft\u0131rmada veri analizi: Neden veri, veri t\u00fcrleri, nitel ve nicel ara\u015ft\u0131rmalarda veri analizi | QuestionPro<\/title>\n<meta name=\"description\" content=\"Ara\u015ft\u0131rmada veri analizi, ham ara\u015ft\u0131rma verilerinin anlaml\u0131 hale gelmesi i\u00e7in do\u011fru istatistiksel veya mant\u0131ksal tekni\u011fin uygulanmas\u0131na y\u00f6nelik a\u00e7\u0131klay\u0131c\u0131 bir y\u00f6ntemdir.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.questionpro.com\/blog\/tr\/arastirmada-veri-analizi-neden-veri-veri-turleri-nitel-ve-nicel-arastirmalarda-veri-analizi\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Ara\u015ft\u0131rmada veri analizi: Neden veri, veri t\u00fcrleri, nitel ve nicel ara\u015ft\u0131rmalarda veri analizi | QuestionPro\" \/>\n<meta property=\"og:description\" content=\"Ara\u015ft\u0131rmada veri analizi, ham ara\u015ft\u0131rma verilerinin anlaml\u0131 hale gelmesi i\u00e7in do\u011fru istatistiksel veya mant\u0131ksal tekni\u011fin uygulanmas\u0131na y\u00f6nelik a\u00e7\u0131klay\u0131c\u0131 bir y\u00f6ntemdir.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.questionpro.com\/blog\/tr\/arastirmada-veri-analizi-neden-veri-veri-turleri-nitel-ve-nicel-arastirmalarda-veri-analizi\/\" \/>\n<meta property=\"og:site_name\" content=\"QuestionPro\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/questionpro\" \/>\n<meta property=\"article:published_time\" content=\"2019-05-10T12:33:25+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2019-05-10T05:33:25+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.questionpro.com\/blog\/wp-content\/uploads\/2019\/05\/Data-analysis-and-research-2.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"992\" \/>\n\t<meta property=\"og:image:height\" content=\"594\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Adi Bhat\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@questionpro\" \/>\n<meta name=\"twitter:site\" content=\"@questionpro\" \/>\n<meta name=\"twitter:label1\" content=\"Yazan:\" \/>\n\t<meta name=\"twitter:data1\" content=\"Adi Bhat\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tahmini okuma s\u00fcresi\" \/>\n\t<meta name=\"twitter:data2\" content=\"17 dakika\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/www.questionpro.com\/blog\/tr\/arastirmada-veri-analizi-neden-veri-veri-turleri-nitel-ve-nicel-arastirmalarda-veri-analizi\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.questionpro.com\/blog\/tr\/arastirmada-veri-analizi-neden-veri-veri-turleri-nitel-ve-nicel-arastirmalarda-veri-analizi\/\"},\"author\":{\"name\":\"Adi Bhat\",\"@id\":\"https:\/\/www.questionpro.com\/blog\/tr\/#\/schema\/person\/6240dce6e1901b1a6c7f3dbd3e22567f\"},\"headline\":\"Ara\u015ft\u0131rmada veri analizi: Neden veri, veri t\u00fcrleri, nitel ve nicel ara\u015ft\u0131rmalarda veri analizi\",\"datePublished\":\"2019-05-10T12:33:25+00:00\",\"dateModified\":\"2019-05-10T05:33:25+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/www.questionpro.com\/blog\/tr\/arastirmada-veri-analizi-neden-veri-veri-turleri-nitel-ve-nicel-arastirmalarda-veri-analizi\/\"},\"wordCount\":3495,\"publisher\":{\"@id\":\"https:\/\/www.questionpro.com\/blog\/tr\/#organization\"},\"articleSection\":[\"Pazar Ara\u015ft\u0131rmas\u0131\"],\"inLanguage\":\"tr\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.questionpro.com\/blog\/tr\/arastirmada-veri-analizi-neden-veri-veri-turleri-nitel-ve-nicel-arastirmalarda-veri-analizi\/\",\"url\":\"https:\/\/www.questionpro.com\/blog\/tr\/arastirmada-veri-analizi-neden-veri-veri-turleri-nitel-ve-nicel-arastirmalarda-veri-analizi\/\",\"name\":\"Ara\u015ft\u0131rmada veri analizi: Neden veri, veri t\u00fcrleri, nitel ve nicel ara\u015ft\u0131rmalarda veri analizi | QuestionPro\",\"isPartOf\":{\"@id\":\"https:\/\/www.questionpro.com\/blog\/tr\/#website\"},\"datePublished\":\"2019-05-10T12:33:25+00:00\",\"dateModified\":\"2019-05-10T05:33:25+00:00\",\"description\":\"Ara\u015ft\u0131rmada veri analizi, ham ara\u015ft\u0131rma verilerinin anlaml\u0131 hale gelmesi i\u00e7in do\u011fru istatistiksel veya mant\u0131ksal tekni\u011fin uygulanmas\u0131na y\u00f6nelik a\u00e7\u0131klay\u0131c\u0131 bir y\u00f6ntemdir.\",\"breadcrumb\":{\"@id\":\"https:\/\/www.questionpro.com\/blog\/tr\/arastirmada-veri-analizi-neden-veri-veri-turleri-nitel-ve-nicel-arastirmalarda-veri-analizi\/#breadcrumb\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.questionpro.com\/blog\/tr\/arastirmada-veri-analizi-neden-veri-veri-turleri-nitel-ve-nicel-arastirmalarda-veri-analizi\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.questionpro.com\/blog\/tr\/arastirmada-veri-analizi-neden-veri-veri-turleri-nitel-ve-nicel-arastirmalarda-veri-analizi\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Ev\",\"item\":\"https:\/\/www.questionpro.com\/blog\/tr\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Pazar Ara\u015ft\u0131rmas\u0131\",\"item\":\"https:\/\/www.questionpro.com\/blog\/tr\/category\/pazar-arastirmasi-tr\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Ara\u015ft\u0131rmada veri analizi: Neden veri, veri t\u00fcrleri, nitel ve nicel ara\u015ft\u0131rmalarda veri analizi\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.questionpro.com\/blog\/tr\/#website\",\"url\":\"https:\/\/www.questionpro.com\/blog\/tr\/\",\"name\":\"QuestionPro\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\/\/www.questionpro.com\/blog\/tr\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.questionpro.com\/blog\/tr\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"tr\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/www.questionpro.com\/blog\/tr\/#organization\",\"name\":\"QuestionPro\",\"url\":\"https:\/\/www.questionpro.com\/blog\/tr\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"tr\",\"@id\":\"https:\/\/www.questionpro.com\/blog\/tr\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/www.questionpro.com\/blog\/wp-content\/uploads\/2022\/10\/questionpro-logo.svg\",\"contentUrl\":\"https:\/\/www.questionpro.com\/blog\/wp-content\/uploads\/2022\/10\/questionpro-logo.svg\",\"caption\":\"QuestionPro\"},\"image\":{\"@id\":\"https:\/\/www.questionpro.com\/blog\/tr\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.facebook.com\/questionpro\",\"https:\/\/twitter.com\/questionpro\",\"https:\/\/www.linkedin.com\/company\/questionpro\/\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.questionpro.com\/blog\/tr\/#\/schema\/person\/6240dce6e1901b1a6c7f3dbd3e22567f\",\"name\":\"Adi Bhat\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"tr\",\"@id\":\"https:\/\/www.questionpro.com\/blog\/tr\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/33be79da19de28bbea9b5a059532a027?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/33be79da19de28bbea9b5a059532a027?s=96&d=mm&r=g\",\"caption\":\"Adi Bhat\"},\"description\":\"Aditya Bhat, a.k.a. \u2018Adi\u2019, is a thought leader in market strategy and business development. He leads QuestionPro's sales teams to partner with companies, government organizations, and nonprofit institution.\",\"sameAs\":[\"https:\/\/www.questionpro.com\/\"],\"url\":\"https:\/\/www.questionpro.com\/blog\/tr\/author\/adityabhat\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Ara\u015ft\u0131rmada veri analizi: Neden veri, veri t\u00fcrleri, nitel ve nicel ara\u015ft\u0131rmalarda veri analizi | QuestionPro","description":"Ara\u015ft\u0131rmada veri analizi, ham ara\u015ft\u0131rma verilerinin anlaml\u0131 hale gelmesi i\u00e7in do\u011fru istatistiksel veya mant\u0131ksal tekni\u011fin uygulanmas\u0131na y\u00f6nelik a\u00e7\u0131klay\u0131c\u0131 bir y\u00f6ntemdir.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.questionpro.com\/blog\/tr\/arastirmada-veri-analizi-neden-veri-veri-turleri-nitel-ve-nicel-arastirmalarda-veri-analizi\/","og_locale":"tr_TR","og_type":"article","og_title":"Ara\u015ft\u0131rmada veri analizi: Neden veri, veri t\u00fcrleri, nitel ve nicel ara\u015ft\u0131rmalarda veri analizi | QuestionPro","og_description":"Ara\u015ft\u0131rmada veri analizi, ham ara\u015ft\u0131rma verilerinin anlaml\u0131 hale gelmesi i\u00e7in do\u011fru istatistiksel veya mant\u0131ksal tekni\u011fin uygulanmas\u0131na y\u00f6nelik a\u00e7\u0131klay\u0131c\u0131 bir y\u00f6ntemdir.","og_url":"https:\/\/www.questionpro.com\/blog\/tr\/arastirmada-veri-analizi-neden-veri-veri-turleri-nitel-ve-nicel-arastirmalarda-veri-analizi\/","og_site_name":"QuestionPro","article_publisher":"https:\/\/www.facebook.com\/questionpro","article_published_time":"2019-05-10T12:33:25+00:00","article_modified_time":"2019-05-10T05:33:25+00:00","og_image":[{"width":992,"height":594,"url":"https:\/\/www.questionpro.com\/blog\/wp-content\/uploads\/2019\/05\/Data-analysis-and-research-2.jpg","type":"image\/jpeg"}],"author":"Adi Bhat","twitter_card":"summary_large_image","twitter_creator":"@questionpro","twitter_site":"@questionpro","twitter_misc":{"Yazan:":"Adi Bhat","Tahmini okuma s\u00fcresi":"17 dakika"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.questionpro.com\/blog\/tr\/arastirmada-veri-analizi-neden-veri-veri-turleri-nitel-ve-nicel-arastirmalarda-veri-analizi\/#article","isPartOf":{"@id":"https:\/\/www.questionpro.com\/blog\/tr\/arastirmada-veri-analizi-neden-veri-veri-turleri-nitel-ve-nicel-arastirmalarda-veri-analizi\/"},"author":{"name":"Adi Bhat","@id":"https:\/\/www.questionpro.com\/blog\/tr\/#\/schema\/person\/6240dce6e1901b1a6c7f3dbd3e22567f"},"headline":"Ara\u015ft\u0131rmada veri analizi: Neden veri, veri t\u00fcrleri, nitel ve nicel ara\u015ft\u0131rmalarda veri analizi","datePublished":"2019-05-10T12:33:25+00:00","dateModified":"2019-05-10T05:33:25+00:00","mainEntityOfPage":{"@id":"https:\/\/www.questionpro.com\/blog\/tr\/arastirmada-veri-analizi-neden-veri-veri-turleri-nitel-ve-nicel-arastirmalarda-veri-analizi\/"},"wordCount":3495,"publisher":{"@id":"https:\/\/www.questionpro.com\/blog\/tr\/#organization"},"articleSection":["Pazar Ara\u015ft\u0131rmas\u0131"],"inLanguage":"tr"},{"@type":"WebPage","@id":"https:\/\/www.questionpro.com\/blog\/tr\/arastirmada-veri-analizi-neden-veri-veri-turleri-nitel-ve-nicel-arastirmalarda-veri-analizi\/","url":"https:\/\/www.questionpro.com\/blog\/tr\/arastirmada-veri-analizi-neden-veri-veri-turleri-nitel-ve-nicel-arastirmalarda-veri-analizi\/","name":"Ara\u015ft\u0131rmada veri analizi: Neden veri, veri t\u00fcrleri, nitel ve nicel ara\u015ft\u0131rmalarda veri analizi | QuestionPro","isPartOf":{"@id":"https:\/\/www.questionpro.com\/blog\/tr\/#website"},"datePublished":"2019-05-10T12:33:25+00:00","dateModified":"2019-05-10T05:33:25+00:00","description":"Ara\u015ft\u0131rmada veri analizi, ham ara\u015ft\u0131rma verilerinin anlaml\u0131 hale gelmesi i\u00e7in do\u011fru istatistiksel veya mant\u0131ksal tekni\u011fin uygulanmas\u0131na y\u00f6nelik a\u00e7\u0131klay\u0131c\u0131 bir y\u00f6ntemdir.","breadcrumb":{"@id":"https:\/\/www.questionpro.com\/blog\/tr\/arastirmada-veri-analizi-neden-veri-veri-turleri-nitel-ve-nicel-arastirmalarda-veri-analizi\/#breadcrumb"},"inLanguage":"tr","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.questionpro.com\/blog\/tr\/arastirmada-veri-analizi-neden-veri-veri-turleri-nitel-ve-nicel-arastirmalarda-veri-analizi\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.questionpro.com\/blog\/tr\/arastirmada-veri-analizi-neden-veri-veri-turleri-nitel-ve-nicel-arastirmalarda-veri-analizi\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Ev","item":"https:\/\/www.questionpro.com\/blog\/tr\/"},{"@type":"ListItem","position":2,"name":"Pazar Ara\u015ft\u0131rmas\u0131","item":"https:\/\/www.questionpro.com\/blog\/tr\/category\/pazar-arastirmasi-tr\/"},{"@type":"ListItem","position":3,"name":"Ara\u015ft\u0131rmada veri analizi: Neden veri, veri t\u00fcrleri, nitel ve nicel ara\u015ft\u0131rmalarda veri analizi"}]},{"@type":"WebSite","@id":"https:\/\/www.questionpro.com\/blog\/tr\/#website","url":"https:\/\/www.questionpro.com\/blog\/tr\/","name":"QuestionPro","description":"","publisher":{"@id":"https:\/\/www.questionpro.com\/blog\/tr\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.questionpro.com\/blog\/tr\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"tr"},{"@type":"Organization","@id":"https:\/\/www.questionpro.com\/blog\/tr\/#organization","name":"QuestionPro","url":"https:\/\/www.questionpro.com\/blog\/tr\/","logo":{"@type":"ImageObject","inLanguage":"tr","@id":"https:\/\/www.questionpro.com\/blog\/tr\/#\/schema\/logo\/image\/","url":"https:\/\/www.questionpro.com\/blog\/wp-content\/uploads\/2022\/10\/questionpro-logo.svg","contentUrl":"https:\/\/www.questionpro.com\/blog\/wp-content\/uploads\/2022\/10\/questionpro-logo.svg","caption":"QuestionPro"},"image":{"@id":"https:\/\/www.questionpro.com\/blog\/tr\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/questionpro","https:\/\/twitter.com\/questionpro","https:\/\/www.linkedin.com\/company\/questionpro\/"]},{"@type":"Person","@id":"https:\/\/www.questionpro.com\/blog\/tr\/#\/schema\/person\/6240dce6e1901b1a6c7f3dbd3e22567f","name":"Adi Bhat","image":{"@type":"ImageObject","inLanguage":"tr","@id":"https:\/\/www.questionpro.com\/blog\/tr\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/33be79da19de28bbea9b5a059532a027?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/33be79da19de28bbea9b5a059532a027?s=96&d=mm&r=g","caption":"Adi Bhat"},"description":"Aditya Bhat, a.k.a. \u2018Adi\u2019, is a thought leader in market strategy and business development. He leads QuestionPro's sales teams to partner with companies, government organizations, and nonprofit institution.","sameAs":["https:\/\/www.questionpro.com\/"],"url":"https:\/\/www.questionpro.com\/blog\/tr\/author\/adityabhat\/"}]}},"featured_image_src":"https:\/\/www.questionpro.com\/blog\/wp-content\/uploads\/2019\/05\/Data-analysis-and-research-2.jpg","featured_image_src_square":"https:\/\/www.questionpro.com\/blog\/wp-content\/uploads\/2019\/05\/Data-analysis-and-research-2.jpg","author_info":{"display_name":"Adi Bhat","author_link":"https:\/\/www.questionpro.com\/blog\/tr\/author\/adityabhat\/"},"_links":{"self":[{"href":"https:\/\/www.questionpro.com\/blog\/tr\/wp-json\/wp\/v2\/posts\/730292"}],"collection":[{"href":"https:\/\/www.questionpro.com\/blog\/tr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.questionpro.com\/blog\/tr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.questionpro.com\/blog\/tr\/wp-json\/wp\/v2\/users\/86"}],"replies":[{"embeddable":true,"href":"https:\/\/www.questionpro.com\/blog\/tr\/wp-json\/wp\/v2\/comments?post=730292"}],"version-history":[{"count":0,"href":"https:\/\/www.questionpro.com\/blog\/tr\/wp-json\/wp\/v2\/posts\/730292\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.questionpro.com\/blog\/tr\/wp-json\/wp\/v2\/media\/640405"}],"wp:attachment":[{"href":"https:\/\/www.questionpro.com\/blog\/tr\/wp-json\/wp\/v2\/media?parent=730292"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.questionpro.com\/blog\/tr\/wp-json\/wp\/v2\/categories?post=730292"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.questionpro.com\/blog\/tr\/wp-json\/wp\/v2\/tags?post=730292"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}