{"id":800329,"date":"2022-05-17T08:14:19","date_gmt":"2022-05-17T15:14:19","guid":{"rendered":"https:\/\/www.questionpro.com\/blog\/bilgi-grafikleri\/"},"modified":"2022-05-17T08:14:19","modified_gmt":"2022-05-17T08:14:19","slug":"bilgi-grafikleri","status":"publish","type":"post","link":"https:\/\/www.questionpro.com\/blog\/tr\/bilgi-grafikleri\/","title":{"rendered":"Bilgi grafikleri: Ne olduklar\u0131 ve nas\u0131l \u00e7al\u0131\u015ft\u0131klar\u0131"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">Hakl\u0131 olarak verinin yeni petrol oldu\u011fu s\u00f6yleniyor! Veri olmadan, bir hikaye \u00f6rmedi\u011fi s\u00fcrece anlams\u0131z olabilir.  <\/span><b>Bilgi grafikleri<\/b><span style=\"font-weight: 400;\"> gibi bilgi y\u00f6netimi ara\u00e7lar\u0131n\u0131 ve platformlar\u0131n\u0131 kullanarak verileri i\u00e7g\u00f6r\u00fclere d\u00f6n\u00fc\u015ft\u00fcrme becerisi sunar. <\/span><a href=\"https:\/\/www.questionpro.com\/insightshub\/\"><br \/>\n  <span style=\"font-weight: 400;\">InsightsHub<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">. <\/span> <\/p>\n<p><span style=\"font-weight: 400;\">Forrester \u015funu \u00f6neriyor <\/span><b>Verilerin %60 ila 73&#8217;\u00fc hi\u00e7bir zaman analitik nedenlerle kullan\u0131lm\u0131yor<\/b><span style=\"font-weight: 400;\">. Bu rakamlar genel olarak ara\u015ft\u0131rmada veri toplama anlam\u0131na gelmektedir. Bilgi grafiklerini i\u00e7g\u00f6r\u00fc y\u00f6netimi s\u00fcrecinizde hayati bir ara\u00e7 olarak kullanarak verilerin ger\u00e7ek potansiyelinden nas\u0131l yararlanabilirsiniz?<\/span><\/p>\n<h2><b>Bilgi grafikleri nedir?<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">Bilgi grafikleri (KG), ger\u00e7ek d\u00fcnya varl\u0131klar\u0131n\u0131 ve bunlar\u0131n ili\u015fkilerini temsil etmek i\u00e7in yap\u0131land\u0131r\u0131lm\u0131\u015f bir veri modelinden yararlanan bir bilgi taban\u0131 olarak tan\u0131mlan\u0131r. Nesneleri, olaylar\u0131, durumlar\u0131 ve kavramlar\u0131 i\u00e7eren \u00e7e\u015fitli varl\u0131klar\u0131n tabanlar\u0131ndaki verilerle birbirlerine ba\u011flanmas\u0131n\u0131 depolamak i\u00e7in kullan\u0131l\u0131rlar. T\u00fcm bu birbiriyle ba\u011flant\u0131l\u0131 veriler, bilgi grafikleri olarak bilinen grafiksel bir modeldir.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Bilgi grafikleri, ba\u011flant\u0131 ve anlamsal meta verileri kullanarak verilerdeki ba\u011flam\u0131 t\u00fcretmek i\u00e7in bir yap\u0131 ortaya koyar. Bu nedenle, verileri birle\u015ftirmek, \u00fczerinde analitik \u00e7al\u0131\u015ft\u0131rmak ve bu verileri i\u00e7g\u00f6r\u00fcler \u015feklinde payla\u015fmak i\u00e7in bir \u00e7er\u00e7eve sa\u011flarlar.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">T\u00fcm bunlar\u0131n \u00f6tesinde KG, geleneksel veri modellerinin aksine, insanlardan ve makinelerden \u00e7ok az manuel m\u00fcdahale gerektiren veya hi\u00e7 gerektirmeyen ve zamanla yeniden kalibre edilebilen ve yeniden \u015fekillendirilebilen dinamik bir kavramd\u0131r.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Bu t\u00fcr geli\u015fmi\u015f veri y\u00f6netimi teknikleri, verileri daha iyi kullanmak i\u00e7in do\u011fal dil i\u015fleme, makine \u00f6\u011frenimi ve semantik g\u00fcc\u00fc kullanarak \u015firketlerin geleneksel veritabanlar\u0131n\u0131n rutininden \u00e7\u0131kmas\u0131na yard\u0131mc\u0131 olabilir. Bunlar, \u00f6rne\u011fin alan uzmanlar\u0131 taraf\u0131ndan s\u0131f\u0131rdan olu\u015fturulabilir, yap\u0131land\u0131r\u0131lmam\u0131\u015f veya yar\u0131 yap\u0131land\u0131r\u0131lm\u0131\u015f veri kaynaklar\u0131ndan \u00f6\u011frenilebilir veya mevcut bilgi grafiklerinden bir araya getirilebilir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Genellikle \u00e7e\u015fitli yar\u0131 otomatik veya otomatik veri do\u011frulama ve entegrasyon mekanizmalar\u0131yla desteklenir. Ba\u015fka bir deyi\u015fle, bilgi grafi\u011fi, alan uzmanlar\u0131, veri ba\u011flant\u0131s\u0131 ve makine \u00f6\u011frenimi algoritmalar\u0131n\u0131 kullanarak bilgi alan\u0131n\u0131 modellemek i\u00e7in prosed\u00fcrel bir y\u00f6ntemdir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Verileri tasvir etmenin \u00e7evik do\u011fas\u0131 ve \u00e7\u0131kar\u0131m ve i\u00e7g\u00f6r\u00fc elde etme h\u0131z\u0131 nedeniyle, bilgi grafikleri art\u0131k bilgi teknolojilerinin kritik bir par\u00e7as\u0131 haline gelmi\u015ftir. <\/span><a href=\"https:\/\/www.questionpro.com\/blog\/what-is-market-research\/\"><br \/>\n  <span style=\"font-weight: 400;\">pazar ara\u015ft\u0131rmas\u0131<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">  s\u00fcre\u00e7. Ayr\u0131ca, ge\u00e7mi\u015f veriler ve i\u00e7g\u00f6r\u00fcler \u00fczerine in\u015fa ederken, kabile bilgisini ortadan kald\u0131rmaya ve ger\u00e7e\u011fin tek bir kayna\u011f\u0131n\u0131 olu\u015fturmaya yard\u0131mc\u0131 olurlar.<\/span><\/p>\n<h2><b>Ontoloji ve bilgi grafi\u011fi aras\u0131ndaki fark<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">Bilgi grafikleri hakk\u0131nda konu\u015furken ontolojilere \u00e7ok s\u0131k at\u0131fta bulunulur, ancak aralar\u0131nda bir fark vard\u0131r. Birbirinin yerine kullan\u0131lsa da, aralar\u0131nda hala bir fark vard\u0131r. Her ikisi de d\u00fc\u011f\u00fcmler ve kenarlar kulland\u0131\u011f\u0131ndan, neyin ontoloji neyin bilgi grafi\u011fi oldu\u011fu aras\u0131ndaki kar\u0131\u015f\u0131kl\u0131\u011f\u0131 art\u0131r\u0131r.  <\/span><\/p>\n<h3><b>Ontoloji  <\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Bir ontoloji, yaln\u0131zca ekosistemimizdeki \u015feyleri ve bunlar\u0131 tan\u0131mlamak i\u00e7in kullan\u0131lan \u00f6zellikleri tan\u0131mlayan kat\u0131 bir veri modelidir. Bir ontolojide, herhangi bir \u00f6zel bilgi sa\u011flanmadan payla\u015f\u0131lan \u00f6zellikler temelinde genelle\u015ftirilmi\u015f veri modelleri olu\u015fturulur.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ontolojinin \u00fc\u00e7 ana bile\u015feni vard\u0131r:<\/span><\/p>\n<ul>\n<li><b>S\u0131n\u0131flar: <\/b><span style=\"font-weight: 400;\">Verilerde var olan \u015feylerin t\u00fcm sat\u0131r \u00f6\u011feleri.<\/span><\/li>\n<li><b>\u0130li\u015fkiler:<\/b><span style=\"font-weight: 400;\"> Bu, bir veya bir\u00e7ok s\u0131n\u0131f aras\u0131ndaki ili\u015fkiyi sa\u011flar<\/span><\/li>\n<li><b>Nitelikler:<\/b><span style=\"font-weight: 400;\"> Bireysel bir s\u0131n\u0131f\u0131 tan\u0131mlamak i\u00e7in kullan\u0131lan \u00f6zellikleri tan\u0131mlarlar. <\/span> <\/li>\n<\/ul>\n<h3><b>Bilgi grafi\u011fi  <\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Bir bilgi grafi\u011fi, ger\u00e7ek hayat verilerini eklemek ve verilere a\u011f\u0131rl\u0131k katmak i\u00e7in ontolojiyi bir \u00e7er\u00e7eve olarak kullan\u0131r. Tan\u0131mlay\u0131c\u0131 bilgiler ve belirli bir ki\u015fi veya \u00f6rnek i\u00e7in kutsal olan bilgiler gibi gran\u00fcl veriler ekleyebilirsiniz. Bu \u00f6rnekte \u00f6zelliklerin, ili\u015fkilerin, d\u00fc\u011f\u00fcmlerin ve verilerin mutlak bir temsili vard\u0131r.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Bu bilgileri kullanarak, veriler i\u00e7inde ontolojik ili\u015fkilerin belirli \u00f6rneklerini olu\u015fturmak m\u00fcmk\u00fcnd\u00fcr.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u015eunlar\u0131 belirtmek i\u00e7in bir k\u00fct\u00fcphane ekosistemi d\u00fc\u015f\u00fcnelim <\/span><b>Bir \u00f6rnekle ontoloji ve bilgi grafi\u011fi aras\u0131ndaki fark<\/b><span style=\"font-weight: 400;\">. Bir ontolojide k\u00fct\u00fcphane, veriler aras\u0131nda paralellik oldu\u011fu i\u00e7in yap\u0131land\u0131r\u0131lm\u0131\u015f veri olarak kitaplar\u0131n, yazarlar\u0131n ve yay\u0131nc\u0131lar\u0131n tablo halinde g\u00f6steriminden olu\u015facakt\u0131r.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Bununla birlikte, bir bilgi grafi\u011fi olu\u015fturmak istedi\u011finizde, bir kitab\u0131n, yazar\u0131n, yay\u0131nc\u0131n\u0131n ve daha fazlas\u0131n\u0131n grafiksel bir temsilini \u00e7izmek i\u00e7in ontolojinin tablosal temsilini kullanabilirsiniz. Bilginin \u00fcst d\u00fczey bir g\u00f6r\u00fcn\u00fcm\u00fcn\u00fc sa\u011flamak i\u00e7in yap\u0131land\u0131r\u0131lm\u0131\u015f verilerin ve benzersiz tan\u0131mlay\u0131c\u0131 bilgilerin kapsaml\u0131 bir g\u00f6r\u00fcn\u00fcm\u00fcn\u00fc sa\u011flar.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Basit\u00e7e ifade etmek gerekirse, ontoloji bilgi grafi\u011fi i\u00e7in bir \u00e7er\u00e7evedir. Daha da basitle\u015ftirmek i\u00e7in, bir  <\/span><b>ontoloji + veri = bilgi grafi\u011fi<\/b><span style=\"font-weight: 400;\">.<\/span><\/p>\n<h2><b>Bilgi grafikleri nas\u0131l \u00e7al\u0131\u015f\u0131r?<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">Art\u0131k ontolojiden nas\u0131l bilgi grafikleri olu\u015fturaca\u011f\u0131m\u0131z\u0131 bildi\u011fimize g\u00f6re, etiketlenmi\u015f ve indekslenmi\u015f yap\u0131land\u0131r\u0131lm\u0131\u015f veriler olmadan \u00e7\u0131kar\u0131m yapman\u0131n imkans\u0131z oldu\u011funu bilmek zorunludur. Ham verilerin bir veri taban\u0131na yerle\u015ftirilmesi gerekir.  <\/span><a href=\"https:\/\/www.questionpro.com\/insightshub\/\"><br \/>\n  <span style=\"font-weight: 400;\">bilgi y\u00f6netimi arac\u0131<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\"> do\u011fru tan\u0131mlay\u0131c\u0131 bilgiler, etiketler, bilgi k\u00fcl\u00e7eleri, tan\u0131mlay\u0131c\u0131 bilgiler, meta veriler, proje ayr\u0131nt\u0131lar\u0131 ve daha fazlas\u0131 ile. <\/span> <\/p>\n<p><span style=\"font-weight: 400;\">Bu veriler, yapay zeka ve do\u011fal dil i\u015flemenin (NLP) verileri aramas\u0131, almas\u0131 ve payla\u015fmas\u0131 i\u00e7in en iyi ba\u015far\u0131 \u015fans\u0131n\u0131 sunan bir yap\u0131da olu\u015fturulmal\u0131d\u0131r.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Bilgi ve veri y\u0131\u011f\u0131nlar\u0131na sahip kurulu\u015flarda, ara\u015ft\u0131rma verilerinin payda\u015flar\u0131n\u0131n ve bilgi veritaban\u0131 sahiplerinin sorumluluklar\u0131n\u0131n ve verilerin nas\u0131l y\u00f6netildi\u011finin \u00f6neminin fark\u0131nda olmalar\u0131 i\u00e7in verilerin olu\u015fturulmas\u0131, etiketlenmesi ve y\u00f6netilmesine y\u00f6nelik bir s\u00fcre\u00e7 iyi bir \u015fekilde olu\u015fturulmal\u0131 ve yay\u0131nlanmal\u0131d\u0131r.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Bu, <a href=\"https:\/\/www.questionpro.com\/blog\/tribal-knowledge\/\">kabile bilgisini<\/a> ortadan kald\u0131r\u0131r, ger\u00e7e\u011fin tek bir kayna\u011f\u0131n\u0131 olu\u015fturur ve \u00e7\u0131kar\u0131mlar yapmak, durumlar\u0131 kar\u015f\u0131la\u015ft\u0131rmak ve kararlara daha h\u0131zl\u0131 ula\u015fmak i\u00e7in \u00e7ok de\u011fi\u015fkenli verileri bar\u0131nd\u0131r\u0131r.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Bilgi grafikleri, bir bilgi y\u00f6netimi arac\u0131nda kullan\u0131c\u0131lar taraf\u0131ndan \u00e7al\u0131\u015ft\u0131r\u0131lan sorgulara dayal\u0131 olarak olu\u015fturulur. Bunlar \u00f6nceden tan\u0131mlanm\u0131\u015f sorgular\u0131n yan\u0131 s\u0131ra ak\u0131ll\u0131 tetikleyicilere dayal\u0131 canl\u0131 grafiklerdir. Bir sorgu geldi\u011finde &#8211; anahtarlarla e\u015fle\u015fen \u015femalar tan\u0131mlan\u0131r ve veriler bu tan\u0131mlanan \u015femalara sahip \u00f6\u011feler i\u00e7in aran\u0131r. Bilgiler ilgili payda\u015flara grafiksel bir formatta geri g\u00f6nderilir.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">H\u0131zl\u0131 ve \u00e7eviktir ve i\u00e7g\u00f6r\u00fc y\u00f6netimi s\u00fcrecinde y\u00fcksek de\u011fer sa\u011flar.  <\/span><\/p>\n<h2><b>Bilgi grafi\u011fi \u00f6rnekleri<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">Nispeten yeni bir kavram olsa da bilgi grafikleri markalar ve kurulu\u015flar taraf\u0131ndan kullan\u0131lmaya devam ediyor. Ger\u00e7e\u011fin en do\u011fru versiyonunu ve en ilgili verileri sa\u011flamak \u00fczere farkl\u0131 alanlardan de\u011fi\u015fkenleri girmek i\u00e7in do\u011fal verileri kullan\u0131r ve makine \u00f6\u011frenimi ve yapay zekadan yararlan\u0131rlar.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Baz\u0131 bilgi grafi\u011fi \u00f6rnekleri a\u015fa\u011f\u0131da listelenmi\u015ftir.  <\/span><\/p>\n<h3><b>Google arama algoritmas\u0131<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Bilgi grafi\u011finin m\u00fckemmel bir \u00f6rne\u011fi Google aramas\u0131 veya ba\u015fka bir arama motorudur. &#8220;Olimpik b\u00fcy\u00fckl\u00fckteki bir havuza ka\u00e7 kibrit \u00e7\u00f6p\u00fc s\u0131\u011fabilir?&#8221; gibi bir soruya cevap vermek imkans\u0131zd\u0131r. Ancak Google arama dizini, sorguyu birden fazla veri kayna\u011f\u0131yla ili\u015fkilendirebilir ve say\u0131sal bir de\u011fer sa\u011flamak i\u00e7in ili\u015fkisel verilere dayal\u0131 bir sonuca varabilir.  <\/span><\/p>\n<h3><b>Tedarik zinciri ve envanter y\u00f6netimi i\u00e7in bilgi grafiklerini kullanan k\u00fcresel bir perakende devi<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">K\u00fcresel perakende devleri belirli \u00fcr\u00fcnleri, indirimleri ve daha fazlas\u0131n\u0131 istediklerini ve bunlara ihtiya\u00e7 duyduklar\u0131n\u0131 nas\u0131l biliyorlar? \u00c7ok de\u011fi\u015fkenli ge\u00e7mi\u015f verileri ve ge\u00e7mi\u015f sat\u0131n alma e\u011filimleri, al\u0131\u015fveri\u015f ve al\u0131\u015fveri\u015f\u00e7i davran\u0131\u015flar\u0131ndan elde edilen bilgi k\u0131r\u0131nt\u0131lar\u0131n\u0131 kullanarak, devam eden <a href=\"https:\/\/www.questionpro.com\/blog\/longitudinal-study\/\">boylamsal \u00e7al\u0131\u015fma<\/a> ara\u015ft\u0131rmas\u0131,  <\/span><a href=\"https:\/\/www.questionpro.com\/experience-journal\/continuous-discovery\/\"><br \/>\n  <span style=\"font-weight: 400;\">s\u00fcrekli ke\u015fif<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\"> \u00e7e\u015fitli demografik kaynaklardan, vb.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Talep ve arz\u0131 \u00f6l\u00e7mek ve m\u00fcmk\u00fcn olan en iyi kullan\u0131c\u0131 deneyimini sunmak i\u00e7in pazarlama stratejilerini, harcamalar\u0131, tedarik zinciri y\u00f6netimini ve daha fazlas\u0131n\u0131 a\u015fa\u011f\u0131daki ilkeleri kullanarak uyarlamak m\u00fcmk\u00fcnd\u00fcr <\/span><a href=\"https:\/\/www.questionpro.com\/blog\/atomic-research\/\"><br \/>\n  <span style=\"font-weight: 400;\">atomik ara\u015ft\u0131rma<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\"> ve bilgi y\u00f6netimi ara\u00e7lar\u0131na yaslanmak.<\/span><\/p>\n<h3><b>S\u0131rada ne izleyece\u011finize dair Netflix \u00f6nerileri!<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Netflix&#8217;te s\u0131rada ne izleyece\u011finizi ne s\u0131kl\u0131kla merak ediyorsunuz? Netflix, i\u00e7eri\u011fi ge\u00e7mi\u015f izleme al\u0131\u015fkanl\u0131klar\u0131na, i\u00e7eri\u011fe verilen puanlara, i\u00e7eri\u011fi izlemek i\u00e7in harcanan zamana ve daha fazlas\u0131na g\u00f6re uyarlamak i\u00e7in ak\u0131ll\u0131 bir motor kullan\u0131yor ve bu da bilgi grafiklerini yaln\u0131zca kullan\u0131c\u0131 ba\u015f\u0131na mikro \u00f6l\u00e7ekte de\u011fil, ayn\u0131 zamanda demografik bilgilere dayal\u0131 makro \u00f6l\u00e7ekte de ak\u0131ll\u0131 bir \u015fekilde t\u00fcretmelerine yard\u0131mc\u0131 oluyor.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ancak aralar\u0131ndan se\u00e7im yapabilece\u011finiz tavsiyeleriniz de var. Bu \u00f6neriler genellikle i\u015finize yarar ve izlemek istedi\u011finiz bir \u015fey bulursunuz.<\/span><\/p>\n<h2><b>Bilgi grafiklerini i\u00e7g\u00f6r\u00fc y\u00f6netiminin ayr\u0131lmaz bir par\u00e7as\u0131 haline getirmek<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">Bilgi grafikleri, model ger\u00e7ek d\u00fcnya bilgisi sa\u011flad\u0131klar\u0131, h\u0131zl\u0131 geri d\u00f6n\u00fc\u015fl\u00fc mant\u0131ksal ak\u0131l y\u00fcr\u00fctme ger\u00e7ekle\u015ftirmek i\u00e7in yapay zeka ve makine \u00f6\u011frenimini kulland\u0131klar\u0131, yap\u0131land\u0131r\u0131lm\u0131\u015f veri sa\u011flad\u0131klar\u0131 ve fazlal\u0131\u011f\u0131 azaltt\u0131klar\u0131 i\u00e7in ara\u015ft\u0131rma ve ara\u015ft\u0131rma ekiplerinin ayr\u0131lmaz bir par\u00e7as\u0131 haline gelmektedir. Bu t\u00fcr grafikler ayn\u0131 zamanda analiti\u011fe yard\u0131mc\u0131 olur ve bilgileri depolamak ve y\u00f6netmek i\u00e7in daha iyi bir yoldur.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">D\u00fcnyan\u0131n d\u00f6rt bir yan\u0131ndaki kurulu\u015flar bilgi y\u00f6netimi sistemlerinden ve a\u015fa\u011f\u0131daki gibi ara\u00e7lardan yararlan\u0131yor <\/span><a href=\"https:\/\/www.questionpro.com\/insightshub\/\"><br \/>\n  <span style=\"font-weight: 400;\">InsightsHub<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\"> Verileri daha iyi y\u00f6netmek, i\u00e7g\u00f6r\u00fc elde etme s\u00fcresini k\u0131saltmak ve maliyetleri d\u00fc\u015f\u00fcr\u00fcp yat\u0131r\u0131m getirisini art\u0131r\u0131rken ge\u00e7mi\u015f verilerin verimlili\u011fini art\u0131rmak i\u00e7in. <\/span> <\/p>\n<p><span style=\"font-weight: 400;\">\u0130\u00e7g\u00f6r\u00fc y\u00f6netimi i\u00e7in ara\u015ft\u0131rma s\u00fcrecinize bir bilgi grafi\u011fi dahil etmek, e\u011frinin \u00f6n\u00fcnde kalmak ve verilerin a\u011f\u0131r i\u015fi yapmas\u0131n\u0131 sa\u011flamak i\u00e7in kritik \u00f6neme sahiptir.<\/span><\/p>\n<p style=\"text-align: center;\"><a class=\"square-cta secondary-lined-cta\" href=\"https:\/\/www.questionpro.com\/insightshub\/\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>Demo Talep Edin<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Hakl\u0131 olarak verinin yeni petrol oldu\u011fu s\u00f6yleniyor! Veri olmadan, bir hikaye \u00f6rmedi\u011fi s\u00fcrece anlams\u0131z olabilir. Bilgi grafikleri gibi bilgi y\u00f6netimi [&hellip;]<\/p>\n","protected":false},"author":65,"featured_media":710517,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_yoast_wpseo_focuskw":"Bilgi grafikleri","_yoast_wpseo_title":"","_yoast_wpseo_metadesc":"Bilgi grafikleri, ger\u00e7ek d\u00fcnya varl\u0131klar\u0131n\u0131 ve bunlar\u0131n ili\u015fkilerini temsil etmek i\u00e7in yap\u0131land\u0131r\u0131lm\u0131\u015f bir veri modelinden yararlanan bilgi taban\u0131d\u0131r.","_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":[1212],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Bilgi grafikleri: Ne olduklar\u0131 ve nas\u0131l \u00e7al\u0131\u015ft\u0131klar\u0131 | QuestionPro<\/title>\n<meta name=\"description\" content=\"Bilgi grafikleri, ger\u00e7ek d\u00fcnya varl\u0131klar\u0131n\u0131 ve bunlar\u0131n ili\u015fkilerini temsil etmek i\u00e7in yap\u0131land\u0131r\u0131lm\u0131\u015f bir veri modelinden yararlanan bilgi taban\u0131d\u0131r.\" \/>\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\/bilgi-grafikleri\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Bilgi grafikleri: Ne olduklar\u0131 ve nas\u0131l \u00e7al\u0131\u015ft\u0131klar\u0131 | QuestionPro\" \/>\n<meta property=\"og:description\" content=\"Bilgi grafikleri, ger\u00e7ek d\u00fcnya varl\u0131klar\u0131n\u0131 ve bunlar\u0131n ili\u015fkilerini temsil etmek i\u00e7in yap\u0131land\u0131r\u0131lm\u0131\u015f bir veri modelinden yararlanan bilgi taban\u0131d\u0131r.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.questionpro.com\/blog\/tr\/bilgi-grafikleri\/\" \/>\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=\"2022-05-17T15:14:19+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2022-05-17T08:14:19+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.questionpro.com\/blog\/wp-content\/uploads\/2022\/05\/knowledge-graphs.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=\"Dan Fleetwood\" \/>\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=\"Dan Fleetwood\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tahmini okuma s\u00fcresi\" \/>\n\t<meta name=\"twitter:data2\" content=\"9 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\/bilgi-grafikleri\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.questionpro.com\/blog\/tr\/bilgi-grafikleri\/\"},\"author\":{\"name\":\"Dan Fleetwood\",\"@id\":\"https:\/\/www.questionpro.com\/blog\/tr\/#\/schema\/person\/7499f480697eead5b63ef9be6311175a\"},\"headline\":\"Bilgi grafikleri: Ne olduklar\u0131 ve nas\u0131l \u00e7al\u0131\u015ft\u0131klar\u0131\",\"datePublished\":\"2022-05-17T15:14:19+00:00\",\"dateModified\":\"2022-05-17T08:14:19+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/www.questionpro.com\/blog\/tr\/bilgi-grafikleri\/\"},\"wordCount\":1721,\"publisher\":{\"@id\":\"https:\/\/www.questionpro.com\/blog\/tr\/#organization\"},\"articleSection\":[\"\u0130\u00e7g\u00f6r\u00fc Merkezi\"],\"inLanguage\":\"tr\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.questionpro.com\/blog\/tr\/bilgi-grafikleri\/\",\"url\":\"https:\/\/www.questionpro.com\/blog\/tr\/bilgi-grafikleri\/\",\"name\":\"Bilgi grafikleri: Ne olduklar\u0131 ve nas\u0131l \u00e7al\u0131\u015ft\u0131klar\u0131 | QuestionPro\",\"isPartOf\":{\"@id\":\"https:\/\/www.questionpro.com\/blog\/tr\/#website\"},\"datePublished\":\"2022-05-17T15:14:19+00:00\",\"dateModified\":\"2022-05-17T08:14:19+00:00\",\"description\":\"Bilgi grafikleri, ger\u00e7ek d\u00fcnya varl\u0131klar\u0131n\u0131 ve bunlar\u0131n ili\u015fkilerini temsil etmek i\u00e7in yap\u0131land\u0131r\u0131lm\u0131\u015f bir veri modelinden yararlanan bilgi taban\u0131d\u0131r.\",\"breadcrumb\":{\"@id\":\"https:\/\/www.questionpro.com\/blog\/tr\/bilgi-grafikleri\/#breadcrumb\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.questionpro.com\/blog\/tr\/bilgi-grafikleri\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.questionpro.com\/blog\/tr\/bilgi-grafikleri\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Ev\",\"item\":\"https:\/\/www.questionpro.com\/blog\/tr\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Uncategorized @tr\",\"item\":\"https:\/\/www.questionpro.com\/blog\/tr\/category\/uncategorized-tr\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Bilgi grafikleri: Ne olduklar\u0131 ve nas\u0131l \u00e7al\u0131\u015ft\u0131klar\u0131\"}]},{\"@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\/7499f480697eead5b63ef9be6311175a\",\"name\":\"Dan Fleetwood\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"tr\",\"@id\":\"https:\/\/www.questionpro.com\/blog\/tr\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/7c0b7597fe59354eb716a30cbf2099d3?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/7c0b7597fe59354eb716a30cbf2099d3?s=96&d=mm&r=g\",\"caption\":\"Dan Fleetwood\"},\"description\":\"President of Research and Insights at QuestionPro, a leader in web-based research technologies, with over 15 years of market research experience.\",\"url\":\"https:\/\/www.questionpro.com\/blog\/tr\/author\/dan\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Bilgi grafikleri: Ne olduklar\u0131 ve nas\u0131l \u00e7al\u0131\u015ft\u0131klar\u0131 | QuestionPro","description":"Bilgi grafikleri, ger\u00e7ek d\u00fcnya varl\u0131klar\u0131n\u0131 ve bunlar\u0131n ili\u015fkilerini temsil etmek i\u00e7in yap\u0131land\u0131r\u0131lm\u0131\u015f bir veri modelinden yararlanan bilgi taban\u0131d\u0131r.","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\/bilgi-grafikleri\/","og_locale":"tr_TR","og_type":"article","og_title":"Bilgi grafikleri: Ne olduklar\u0131 ve nas\u0131l \u00e7al\u0131\u015ft\u0131klar\u0131 | QuestionPro","og_description":"Bilgi grafikleri, ger\u00e7ek d\u00fcnya varl\u0131klar\u0131n\u0131 ve bunlar\u0131n ili\u015fkilerini temsil etmek i\u00e7in yap\u0131land\u0131r\u0131lm\u0131\u015f bir veri modelinden yararlanan bilgi taban\u0131d\u0131r.","og_url":"https:\/\/www.questionpro.com\/blog\/tr\/bilgi-grafikleri\/","og_site_name":"QuestionPro","article_publisher":"https:\/\/www.facebook.com\/questionpro","article_published_time":"2022-05-17T15:14:19+00:00","article_modified_time":"2022-05-17T08:14:19+00:00","og_image":[{"width":992,"height":594,"url":"https:\/\/www.questionpro.com\/blog\/wp-content\/uploads\/2022\/05\/knowledge-graphs.jpg","type":"image\/jpeg"}],"author":"Dan Fleetwood","twitter_card":"summary_large_image","twitter_creator":"@questionpro","twitter_site":"@questionpro","twitter_misc":{"Yazan:":"Dan Fleetwood","Tahmini okuma s\u00fcresi":"9 dakika"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.questionpro.com\/blog\/tr\/bilgi-grafikleri\/#article","isPartOf":{"@id":"https:\/\/www.questionpro.com\/blog\/tr\/bilgi-grafikleri\/"},"author":{"name":"Dan Fleetwood","@id":"https:\/\/www.questionpro.com\/blog\/tr\/#\/schema\/person\/7499f480697eead5b63ef9be6311175a"},"headline":"Bilgi grafikleri: Ne olduklar\u0131 ve nas\u0131l \u00e7al\u0131\u015ft\u0131klar\u0131","datePublished":"2022-05-17T15:14:19+00:00","dateModified":"2022-05-17T08:14:19+00:00","mainEntityOfPage":{"@id":"https:\/\/www.questionpro.com\/blog\/tr\/bilgi-grafikleri\/"},"wordCount":1721,"publisher":{"@id":"https:\/\/www.questionpro.com\/blog\/tr\/#organization"},"articleSection":["\u0130\u00e7g\u00f6r\u00fc Merkezi"],"inLanguage":"tr"},{"@type":"WebPage","@id":"https:\/\/www.questionpro.com\/blog\/tr\/bilgi-grafikleri\/","url":"https:\/\/www.questionpro.com\/blog\/tr\/bilgi-grafikleri\/","name":"Bilgi grafikleri: Ne olduklar\u0131 ve nas\u0131l \u00e7al\u0131\u015ft\u0131klar\u0131 | QuestionPro","isPartOf":{"@id":"https:\/\/www.questionpro.com\/blog\/tr\/#website"},"datePublished":"2022-05-17T15:14:19+00:00","dateModified":"2022-05-17T08:14:19+00:00","description":"Bilgi grafikleri, ger\u00e7ek d\u00fcnya varl\u0131klar\u0131n\u0131 ve bunlar\u0131n ili\u015fkilerini temsil etmek i\u00e7in yap\u0131land\u0131r\u0131lm\u0131\u015f bir veri modelinden yararlanan bilgi taban\u0131d\u0131r.","breadcrumb":{"@id":"https:\/\/www.questionpro.com\/blog\/tr\/bilgi-grafikleri\/#breadcrumb"},"inLanguage":"tr","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.questionpro.com\/blog\/tr\/bilgi-grafikleri\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.questionpro.com\/blog\/tr\/bilgi-grafikleri\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Ev","item":"https:\/\/www.questionpro.com\/blog\/tr\/"},{"@type":"ListItem","position":2,"name":"Uncategorized @tr","item":"https:\/\/www.questionpro.com\/blog\/tr\/category\/uncategorized-tr\/"},{"@type":"ListItem","position":3,"name":"Bilgi grafikleri: Ne olduklar\u0131 ve nas\u0131l \u00e7al\u0131\u015ft\u0131klar\u0131"}]},{"@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\/7499f480697eead5b63ef9be6311175a","name":"Dan Fleetwood","image":{"@type":"ImageObject","inLanguage":"tr","@id":"https:\/\/www.questionpro.com\/blog\/tr\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/7c0b7597fe59354eb716a30cbf2099d3?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/7c0b7597fe59354eb716a30cbf2099d3?s=96&d=mm&r=g","caption":"Dan Fleetwood"},"description":"President of Research and Insights at QuestionPro, a leader in web-based research technologies, with over 15 years of market research experience.","url":"https:\/\/www.questionpro.com\/blog\/tr\/author\/dan\/"}]}},"featured_image_src":"https:\/\/www.questionpro.com\/blog\/wp-content\/uploads\/2022\/05\/knowledge-graphs.jpg","featured_image_src_square":"https:\/\/www.questionpro.com\/blog\/wp-content\/uploads\/2022\/05\/knowledge-graphs.jpg","author_info":{"display_name":"Dan Fleetwood","author_link":"https:\/\/www.questionpro.com\/blog\/tr\/author\/dan\/"},"_links":{"self":[{"href":"https:\/\/www.questionpro.com\/blog\/tr\/wp-json\/wp\/v2\/posts\/800329"}],"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\/65"}],"replies":[{"embeddable":true,"href":"https:\/\/www.questionpro.com\/blog\/tr\/wp-json\/wp\/v2\/comments?post=800329"}],"version-history":[{"count":0,"href":"https:\/\/www.questionpro.com\/blog\/tr\/wp-json\/wp\/v2\/posts\/800329\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.questionpro.com\/blog\/tr\/wp-json\/wp\/v2\/media\/710517"}],"wp:attachment":[{"href":"https:\/\/www.questionpro.com\/blog\/tr\/wp-json\/wp\/v2\/media?parent=800329"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.questionpro.com\/blog\/tr\/wp-json\/wp\/v2\/categories?post=800329"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.questionpro.com\/blog\/tr\/wp-json\/wp\/v2\/tags?post=800329"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}