{"id":1005812,"date":"2024-12-19T12:42:30","date_gmt":"2024-12-19T19:42:30","guid":{"rendered":"https:\/\/www.questionpro.com\/blog\/sentetik-verilerin-modern-arastirmalar-uzerindeki-etkisi\/"},"modified":"2025-02-12T03:51:24","modified_gmt":"2025-02-12T10:51:24","slug":"sentetik-verilerin-modern-arastirmalar-uzerindeki-etkisi","status":"publish","type":"post","link":"https:\/\/www.questionpro.com\/blog\/tr\/sentetik-verilerin-modern-arastirmalar-uzerindeki-etkisi\/","title":{"rendered":"Sentetik Verilerin Modern Ara\u015ft\u0131rmalar \u00dczerindeki Etkisi"},"content":{"rendered":"\n<p>Buradaki zorluk a\u00e7\u0131kt\u0131r: geleneksel veri toplama zaman al\u0131c\u0131, maliyetli ve genellikle ara\u015ft\u0131rma \u00f6l\u00e7e\u011fini s\u0131n\u0131rlay\u0131c\u0131 olabilir. \u00c7\u00f6z\u00fcm nedir? Sentetik ve art\u0131r\u0131lm\u0131\u015f veriler. Bu iki yenilik\u00e7i teknik, veri \u00fcretiminin manzaras\u0131n\u0131 de\u011fi\u015ftiriyor ve veri toplama y\u00f6ntemlerini optimize etmek i\u00e7in heyecan verici yeni olanaklar sunuyor.   <\/p>\n\n<h2 class=\"wp-block-heading\">Sentetik ve Art\u0131r\u0131lm\u0131\u015f Veri Nedir?<\/h2>\n\n<p>\u00d6ncelikle <a href=\"https:\/\/www.questionpro.com\/blog\/synthetic-data\/\">sentetik veri<\/a> ve art\u0131r\u0131lm\u0131\u015f verinin ne oldu\u011funu a\u00e7\u0131kl\u0131\u011fa kavu\u015ftural\u0131m. Bu terimler genellikle birbirinin yerine kullan\u0131lsa da, farkl\u0131 kavramlara at\u0131fta bulunurlar: <\/p>\n\n<ul>\n<li><strong>Sentetik veriler<\/strong>, ger\u00e7ek d\u00fcnya kaynaklar\u0131ndan toplanmak yerine tamamen algoritmalar taraf\u0131ndan olu\u015fturulur. Ger\u00e7ek verilerin az oldu\u011fu veya elde edilmesinin pahal\u0131 oldu\u011fu durumlarda senaryolar\u0131 sim\u00fcle etmek ve veri k\u00fcmeleri olu\u015fturmak i\u00e7in kullan\u0131labilir. <\/li>\n\n\n\n<li><strong>Art\u0131r\u0131lm\u0131\u015f veriler <\/strong>mevcut, ger\u00e7ek d\u00fcnya verilerini al\u0131r ve daha \u00e7e\u015fitli veri k\u00fcmeleri olu\u015fturmak i\u00e7in bunlar\u0131 geli\u015ftirir veya de\u011fi\u015ftirir. Bu y\u00f6ntem orijinal verinin yerini almaz ancak ona eklemeler yaparak daha zengin bir bak\u0131\u015f a\u00e7\u0131s\u0131 sunar. <\/li>\n<\/ul>\n\n<p>Daha fazla bilgi edinmek i\u00e7in webinar\u0131m\u0131z\u0131 ve Sentetik Veri ile ilgili slaytlar\u0131 a\u015fa\u011f\u0131da izleyebilirsiniz.<\/p>\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"Beyond the real: How synthetic data is transforming market research\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/gswAlueKTIc?start=33&#038;feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n<iframe loading=\"lazy\" src=\"https:\/\/docs.google.com\/presentation\/d\/e\/2PACX-1vR-PCVFt8UvLV6MREPdlP9DHo-0iUkQLga15uwJrlFhUFNanXSEMgBvq8kS8RlYdgn8-nBOhWM8golB\/embed?start=false&#038;loop=true&#038;delayms=3000\" frameborder=\"0\" width=\"960\" height=\"569\" allowfullscreen=\"true\" mozallowfullscreen=\"true\" webkitallowfullscreen=\"true\"><\/iframe>\n\n<h2 class=\"wp-block-heading\">Sentetik Verinin Y\u00fckseli\u015fi ve Etkisi: H\u0131zl\u0131 ve Uygun Maliyetli Hareket Etmek<\/h2>\n\n<p>Sentetik veri, iki \u00f6nemli zorlu\u011fa pratik bir \u00e7\u00f6z\u00fcm sundu\u011fu i\u00e7in ilgi g\u00f6rmektedir: h\u0131z ve maliyet. Ara\u015ft\u0131rma ekipleri b\u00fcy\u00fck veri k\u00fcmelerini h\u0131zl\u0131 bir \u015fekilde ve geleneksel y\u00f6ntemlerin maliyetinin \u00e7ok alt\u0131nda \u00fcretebiliyor. Bu \u00e7eviklik, sentetik verileri \u00f6zellikle h\u0131zl\u0131 i\u00e7g\u00f6r\u00fclere ihtiya\u00e7 duyan veya s\u0131n\u0131rl\u0131 kaynaklarla \u00e7al\u0131\u015fan i\u015fletmeler i\u00e7in cazip hale getiriyor.  <\/p>\n\n<p>Bununla birlikte, sentetik verilerin hen\u00fcz y\u00fcksek kaliteli, ger\u00e7ek d\u00fcnya verilerinin yerini tutmad\u0131\u011f\u0131n\u0131 belirtmek \u00f6nemlidir. Sentetik veriler h\u0131zl\u0131 ve ucuz hareket etme konusunda ba\u015far\u0131l\u0131 olsa da, genellikle nitel ara\u015ft\u0131rma veya uzman \u00f6rnekleme gibi geleneksel y\u00f6ntemlerden gelen derinlik ve do\u011fruluktan yoksundur. Ba\u015fka bir deyi\u015fle, sentetik veriler en iyi \u015fekilde ara\u015ft\u0131rma \u00e7abalar\u0131n\u0131 tamamlamak ve geli\u015ftirmek i\u00e7in ger\u00e7ek verilerle birlikte kullan\u0131l\u0131r.  <\/p>\n\n<h3 class=\"wp-block-heading\">Veri Kalitesi Endi\u015felerinin Ele Al\u0131nmas\u0131<\/h3>\n\n<p>Sentetik verilerle \u00e7al\u0131\u015f\u0131rken kar\u015f\u0131la\u015f\u0131lan en \u00f6nemli sorunlardan biri, verilerin kalitesidir. Klasik &#8220;\u00e7\u00f6p girer, \u00e7\u00f6p \u00e7\u0131kar&#8221; kural\u0131 hala ge\u00e7erlidir. Sentetik veriler d\u00fc\u015f\u00fck kaliteli veriler \u00fczerine in\u015fa edilirse, ortaya \u00e7\u0131kan veri k\u00fcmesi muhtemelen kusurlu olacakt\u0131r.  <\/p>\n\n<p>\u00d6rne\u011fin, temel veriler hatalar veya \u00f6nyarg\u0131lar i\u00e7eriyorsa, sentetik veriler bu sorunlar\u0131 \u00e7o\u011faltacak ve art\u0131racakt\u0131r. Bu nedenle sentetik veri k\u00fcmeleri olu\u015fturmak i\u00e7in kullan\u0131lan verilerin do\u011fru ve g\u00fcvenilir olmas\u0131n\u0131 sa\u011flamak \u00e7ok \u00f6nemlidir. Sentetik veriler en iyi \u015fekilde sa\u011flam, y\u00fcksek kaliteli, ger\u00e7ek d\u00fcnya verilerine dayand\u0131\u011f\u0131nda \u00e7al\u0131\u015f\u0131r.  <\/p>\n\n<h2 class=\"wp-block-heading\">Sekt\u00f6rler Aras\u0131nda Sentetik Verinin Geli\u015fen Uygulamalar\u0131<\/h2>\n\n<p>Sentetik veri bug\u00fcn ni\u015f bir ara\u00e7 gibi g\u00f6r\u00fcnse de, yak\u0131n gelecekte ana ak\u0131m haline gelmeye haz\u0131rlan\u0131yor.<\/p>\n\n<p>Sentetik verilerin \u015fimdiden ilgi g\u00f6rmeye ba\u015flad\u0131\u011f\u0131 alanlardan biri de sentetik personalar\u0131n olu\u015fturulmas\u0131d\u0131r. \u0130\u015fletmeler, m\u00fc\u015fteri segmentlerini hayata ge\u00e7irmek i\u00e7in sentetik personalar\u0131 giderek daha fazla kullan\u0131yor ve hedef kitlelerinin daha ayr\u0131nt\u0131l\u0131 ve insan benzeri bir g\u00f6r\u00fcn\u00fcm\u00fcn\u00fc sa\u011fl\u0131yor. Bu e\u011filim devam edecek ve muhtemelen personalar segmentasyon raporlar\u0131n\u0131n standart bile\u015fenleri haline gelecek.  <\/p>\n\n<p>Sentetik verilerin daha belirgin bir rol oynayaca\u011f\u0131 bir di\u011fer alan da \u00f6n ara\u015ft\u0131rma planlamas\u0131d\u0131r. \u00d6rne\u011fin, yeni bir \u00fcr\u00fcn piyasaya s\u00fcr\u00fcl\u00fcrken, \u015firketler t\u00fcketici tepkilerini sim\u00fcle etmek ve potansiyel pazar tepkilerini tahmin etmek i\u00e7in sentetik verileri kullanabilir. Bu, geleneksel odak gruplar\u0131 veya anketlerle ili\u015fkili zaman ve maliyet olmadan daha bilin\u00e7li karar verme olana\u011f\u0131 sa\u011flar.  <\/p>\n\n<h2 class=\"wp-block-heading\">Sentetik Veriler Hakk\u0131nda Temel Sorular<\/h2>\n\n<p>Web seminerimizde payla\u015f\u0131lan i\u00e7g\u00f6r\u00fclere ek olarak, izleyicilerimizin en alakal\u0131 ve d\u00fc\u015f\u00fcnd\u00fcr\u00fcc\u00fc sorular\u0131ndan baz\u0131lar\u0131n\u0131 uzmanlar\u0131m\u0131z\u0131n yan\u0131tlar\u0131yla birlikte burada bulabilirsiniz. Bu sorular, sentetik ve art\u0131r\u0131lm\u0131\u015f verileri \u00e7evreleyen temel zorluklar\u0131 ve f\u0131rsatlar\u0131 vurgulamaktad\u0131r. <\/p>\n\n<p>Bu sorular QuestionPro Y\u00f6netilen Hizmetler Ba\u015fkan Yard\u0131mc\u0131s\u0131 Chris Robson ve QuestionPro Ara\u015ft\u0131rma ve \u0130\u00e7g\u00f6r\u00fcler Ba\u015fkan\u0131 Dan Fleetwood taraf\u0131ndan yan\u0131tland\u0131. Ara\u015ft\u0131rma pazar\u0131n\u0131n son d\u00f6nemdeki geli\u015fiminde sentetik verinin etkisine ili\u015fkin birle\u015fik deneyimlerini ve d\u00fc\u015f\u00fcncelerini bizimle payla\u015ft\u0131lar. <\/p>\n\n<h3 class=\"wp-block-heading\">S) Y\u00fcksek kaliteli sentetik veri \u00fcretmenin ba\u015fl\u0131ca zorluklar\u0131 nelerdir?<\/h3>\n\n<ul>\n<li>Y\u00fcksek kaliteli sentetik veri \u00fcretmedeki temel zorluk, bu verileri olu\u015fturmak i\u00e7in kullan\u0131lan modellerin do\u011fru ve tarafs\u0131z olmas\u0131n\u0131 sa\u011flamakt\u0131r. Altta yatan algoritmalar kusurluysa, sentetik veriler ger\u00e7ek d\u00fcnya senaryolar\u0131n\u0131 yans\u0131tmayabilir ve testlerin veya sim\u00fclasyonlar\u0131n sonu\u00e7lar\u0131n\u0131 etkileyebilir. Ayr\u0131ca, ger\u00e7ek d\u00fcnya kaynaklar\u0131ndan sentetik veri \u00fcretirken gizlili\u011fi korumak da dikkatle y\u00f6netilmesi gereken bir zorluktur.  <\/li>\n<\/ul>\n\n<h3 class=\"wp-block-heading\">S) Art\u0131r\u0131lm\u0131\u015f veriler sa\u011fl\u0131k hizmetleri gibi sekt\u00f6rlerde karar alma s\u00fcre\u00e7lerini nas\u0131l iyile\u015ftirebilir?<\/h3>\n\n<ul>\n<li>Art\u0131r\u0131lm\u0131\u015f veriler, sa\u011fl\u0131k hizmetlerinde hasta kay\u0131tlar\u0131na veya klinik verilere ek bilgi katmanlar\u0131 eklemek i\u00e7in kullan\u0131labilir ve daha kapsaml\u0131 analizlere olanak tan\u0131r. Sa\u011fl\u0131k hizmeti sa\u011flay\u0131c\u0131lar\u0131, verileri yeni de\u011fi\u015fkenlerle zenginle\u015ftirerek te\u015fhis do\u011frulu\u011funu art\u0131rabilir, sonu\u00e7lar\u0131 daha etkili bir \u015fekilde tahmin edebilir ve hasta tedavilerini ki\u015fiselle\u015ftirebilir. \u00d6rne\u011fin, hasta ge\u00e7mi\u015finin ya\u015fam tarz\u0131 fakt\u00f6rleriyle birle\u015ftirilmesi, sa\u011fl\u0131k risklerine ili\u015fkin daha kesin tahminler yap\u0131lmas\u0131n\u0131 sa\u011flayabilir.  <\/li>\n<\/ul>\n\n<h3 class=\"wp-block-heading\">S) Sentetik veriler makine \u00f6\u011frenimi modellerini e\u011fitmek i\u00e7in kullan\u0131labilir mi?<\/h3>\n\n<ul>\n<li>Kesinlikle. Sentetik veriler, ger\u00e7ek d\u00fcnya verilerine eri\u015fimin s\u0131n\u0131rl\u0131 veya maliyetli oldu\u011fu durumlarda makine \u00f6\u011frenimi modellerinin e\u011fitimi i\u00e7in \u00f6zellikle de\u011ferlidir. Makine \u00f6\u011frenimi modelleri, ger\u00e7ek d\u00fcnya ko\u015fullar\u0131n\u0131 yans\u0131tan sentetik veriler olu\u015fturularak kontroll\u00fc ve g\u00fcvenli bir ortamda e\u011fitilebilir ve test edilebilir. Bu, \u00f6zellikle otonom ara\u00e7lar gibi e\u011fitim amac\u0131yla ger\u00e7ek d\u00fcnya verilerinin \u00fcretilmesinin pahal\u0131 ve tehlikeli olabilece\u011fi alanlarda kullan\u0131\u015fl\u0131d\u0131r.   <\/li>\n<\/ul>\n\n<h3 class=\"wp-block-heading\">S) Sentetik ve art\u0131r\u0131lm\u0131\u015f verilerin etik kullan\u0131m\u0131n\u0131 nas\u0131l sa\u011fl\u0131yorsunuz?<\/h3>\n\n<ul>\n<li>Sentetik ve art\u0131r\u0131lm\u0131\u015f verilerle ilgili etik kayg\u0131lar, veri olu\u015fturma s\u00fcrecinde \u015feffafl\u0131k ve adalet sa\u011flanarak giderilebilir. Tarafs\u0131z ve farkl\u0131 pop\u00fclasyonlar\u0131 temsil eden algoritmalar ve modeller kullanmak \u00e7ok \u00f6nemlidir. Ayr\u0131ca, art\u0131r\u0131lm\u0131\u015f verilerle \u00e7al\u0131\u015f\u0131rken, gizlili\u011fe sayg\u0131 duymak ve ger\u00e7ek d\u00fcnya verilerini karar vericileri yanl\u0131\u015f y\u00f6nlendirebilecek veya bireylere zarar verebilecek \u015fekilde \u00e7arp\u0131tmaktan ka\u00e7\u0131nmak \u00e7ok \u00f6nemlidir.  <\/li>\n<\/ul>\n\n<h3 class=\"wp-block-heading\">S) Sentetik verilerin ana ak\u0131m end\u00fcstrilerdeki gelece\u011fi nedir?<\/h3>\n\n<ul>\n<li>\u00c7e\u015fitli sekt\u00f6rlerde giderek daha fazla benimsenen sentetik verilerin gelece\u011fi parlak. Muhtemelen sa\u011fl\u0131k, finans, otomotiv ve perakende gibi sekt\u00f6rlerde daha yayg\u0131n kullan\u0131m\u0131n\u0131 g\u00f6rece\u011fiz. Teknoloji geli\u015ftik\u00e7e, sentetik verilerin yapay zeka modellerini e\u011fitmek, sim\u00fclasyonlar yapmak ve ara\u015ft\u0131rmalar\u0131 geli\u015ftirmek i\u00e7in standart bir ara\u00e7 haline gelmesini bekleyebiliriz.  <\/li>\n<\/ul>\n\n<h4 class=\"wp-block-heading\"><strong>\u0130\u00e7eriden bilgi al\u0131n: Bonus Soru-Cevap Oturumu<\/strong><\/h4>\n\n<p>Sentetik veri webinar\u0131m\u0131z\u0131 izledikten sonra, sentetik ve art\u0131r\u0131lm\u0131\u015f verilerle ilgili en acil sorular\u0131n\u0131z\u0131 yan\u0131tlad\u0131\u011f\u0131m\u0131z bonus Soru-Cevap oturumunu ka\u00e7\u0131rmay\u0131n. Bu \u00f6zel takipte, belirli kullan\u0131m \u00f6rneklerini daha derinlemesine inceliyor, izleyicilerin endi\u015felerini gideriyor ve kendi \u00e7al\u0131\u015fmalar\u0131n\u0131zda bu veri stratejilerinden nas\u0131l yararlanabilece\u011finize dair ipu\u00e7lar\u0131 payla\u015f\u0131yoruz. <\/p>\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"Bonus Q&amp;A: All your questions answered on synthetic data in market research\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/DogUZTksOZY?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n<h2 class=\"wp-block-heading\">Veri \u00dcretimi \u0130\u00e7in Parlak Bir Gelecek<\/h2>\n\n<p>Veri \u00fcretiminin gelece\u011fi parlak, sentetik veriler sekt\u00f6rler aras\u0131nda inovasyon ve verimlili\u011fi art\u0131rmada b\u00fcy\u00fck bir rol oynuyor. Bu <a href=\"https:\/\/www.questionpro.com\/blog\/synthetic-data-generation-tools\/\">sentetik veri olu\u015fturma ara\u00e7lar\u0131<\/a>, geleneksel veri toplama y\u00f6ntemlerinin s\u0131n\u0131rlamalar\u0131 olmaks\u0131z\u0131n yapay zeka, makine \u00f6\u011frenimi ve ara\u015ft\u0131rma alanlar\u0131ndaki ilerlemeleri destekleyebilecek verileri olu\u015fturman\u0131n ve geli\u015ftirmenin bir yolunu sunuyor. <\/p>\n\n<p>Ara\u015ft\u0131rma projelerinizde sentetik ve art\u0131r\u0131lm\u0131\u015f verilerden yararlanmaya haz\u0131rsan\u0131z, o zaman do\u011fru yerdesiniz. QuestionPro, bu yenilik\u00e7i veri tekniklerinden etkili bir \u015fekilde yararlanman\u0131za yard\u0131mc\u0131 olacak g\u00fc\u00e7l\u00fc ara\u00e7lar sunar. <\/p>\n\n<h3 class=\"wp-block-heading\"><em>Konu\u015fmac\u0131lar\u0131m\u0131z Hakk\u0131nda<\/em><\/h3>\n\n<p><em>QuestionPro&#8217;da Y\u00f6netilen Hizmetler Ba\u015fkan Yard\u0131mc\u0131s\u0131 olarak g\u00f6rev yapan Chris Robson, veri bilimi, inovasyon ve analitik alanlar\u0131nda yirmi y\u0131l\u0131 a\u015fk\u0131n deneyime sahiptir. QuestionPro&#8217;ya kat\u0131lmadan \u00f6nce, \u00f6nde gelen bir k\u00fcresel marka dan\u0131\u015fmanl\u0131\u011f\u0131 \u015firketi olan Human8&#8217;de Veri Bilimi K\u00fcresel Ba\u015fkan\u0131 olarak g\u00f6rev yapm\u0131\u015f ve burada \u00f6zellikle son teknoloji \u00e7\u00f6z\u00fcmleri y\u00f6nlendirmek i\u00e7in \u00dcretken Yapay Zeka ve B\u00fcy\u00fck Dil Modellerinin (LLM&#8217;ler) uygulanmas\u0131nda yeni metodolojilere \u00f6nc\u00fcl\u00fck etmi\u015ftir. <\/em><\/p>\n\n<p><em>Chris&#8217;in \u00f6nceki kariyeri, yenilik\u00e7i teknoloji \u00e7\u00f6z\u00fcmleri sunmak i\u00e7in 70&#8217;ten fazla ki\u015fiyi y\u00f6netti\u011fi HP&#8217;de geli\u015fmi\u015f ara\u015ft\u0131rma ve yaz\u0131l\u0131m ekiplerine liderlik etmeyi i\u00e7ermektedir. ORC&#8217;de Ba\u015f \u0130novasyon Sorumlusu ve K\u00fcresel Ara\u015ft\u0131rma Bilimi Ba\u015fkan\u0131 olarak, yeni veri yakla\u015f\u0131mlar\u0131n\u0131n benimsenmesine \u00f6nc\u00fcl\u00fck etti ve \u015firketin veri stratejisini eyleme ge\u00e7irilebilir i\u00e7g\u00f6r\u00fclere odaklanarak \u015fekillendirdi. <\/em><\/p>\n\n<p><em>Tecr\u00fcbeli bir giri\u015fimci olan Chris, iki ara\u015ft\u0131rma analiti\u011fi ajans\u0131n\u0131n kurucu orta\u011f\u0131 olmu\u015f ve ba\u015far\u0131yla y\u00f6netmi\u015ftir: Parametric Marketing ve Deckchair Data. Londra Brunel \u00dcniversitesi Matematik B\u00f6l\u00fcm\u00fc&#8217;nden Onur Derecesi ile mezun olmu\u015ftur. <\/em><\/p>\n\n\n\t<div class=\"banner-section wf-section\" lang=\"\" >\n\t\t<div class=\"right-column-container\">\n\t\t\t<div class=\"bannerbg white\">\n\t\t\t\t<span class=\"h1-2\">Ger\u00e7ek zamanl\u0131 verilere, i\u00e7g\u00f6r\u00fclere ve geli\u015fmi\u015f analizlere dayal\u0131 unutulmaz deneyimler yarat\u0131n.<\/span>\n\t\t\t\t<a href=\"#userliteForm\" data-toggle=\"modal\" class=\"button w-button\">Demo Talep Edin<\/a>\n\t\t\t<\/div>\n\t\t<\/div>\n\t<\/div>\n\t<div class=\"userlite-modal modal fade\" id=\"userliteForm\" tabindex=\"-1\" role=\"dialog\" style=\"display: none;\">\n\t\t<div class=\"modal-dialog\" role=\"document\">\n\t\t\t<div class=\"modal-content\" role=\"document\">\n\t\t\t\t<div class=\"modal-body\">\n\t\t\t\t\t<div class=\"modal-header\">\n\t\t\t\t\t\t<button type=\"button\" class=\"close\" data-dismiss=\"modal\" aria-label=\"Close\">\n\t\t\t\t\t\t\t<i class=\"material-icons\">close<\/i>\n\t\t\t\t\t\t<\/button>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"contact-us-form-wrapper contact-box\">\n\t\t\t\t\t\t<div class=\"userlite-form-wrapper\">\n\t\t\t\t\t\t\t<iframe src=\"https:\/\/www.questionpro.com\/userlite-form-blog-turkish.html?product=Surveys&amp;referralurl=https:\/\/www.questionpro.com\/blog\/tr\/wp-json\/wp\/v2\/posts\/1005812\/&amp;lang=tr&amp;cat=pazar-arastirmasi-tr\" style=\"display: block;\" ><\/iframe>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<div class=\"demo-form-wrapper success-message-div\" style=\"display:none\">\n\t\t\t\t\t\t\t<p class=\"success-message-para\"><\/p>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Buradaki zorluk a\u00e7\u0131kt\u0131r: geleneksel veri toplama zaman al\u0131c\u0131, maliyetli ve genellikle ara\u015ft\u0131rma \u00f6l\u00e7e\u011fini s\u0131n\u0131rlay\u0131c\u0131 olabilir. \u00c7\u00f6z\u00fcm nedir? Sentetik ve art\u0131r\u0131lm\u0131\u015f [&hellip;]<\/p>\n","protected":false},"author":65,"featured_media":997472,"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>Sentetik Verilerin Modern Ara\u015ft\u0131rmalar \u00dczerindeki Etkisi<\/title>\n<meta name=\"description\" content=\"Sentetik veriler, sa\u011fl\u0131k hizmetleri, yapay zeka ve daha bir\u00e7ok alandaki uygulamalarla veri toplamay\u0131 d\u00f6n\u00fc\u015ft\u00fcr\u00fcyor. 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