{"id":38072,"date":"2024-09-02T15:07:33","date_gmt":"2024-09-02T12:07:33","guid":{"rendered":"https:\/\/blog.markergroupe.com\/?p=38072"},"modified":"2025-07-07T20:26:30","modified_gmt":"2025-07-07T17:26:30","slug":"veri-analitigi-ve-buyuk-veri-isletmeler-icin-yeni-firsatlar","status":"publish","type":"post","link":"https:\/\/blog.markergroupe.com\/tr\/veri-analitigi-ve-buyuk-veri-isletmeler-icin-yeni-firsatlar\/","title":{"rendered":"Veri Analiti\u011fi ve B\u00fcy\u00fck Veri: \u0130\u015fletmeler \u0130\u00e7in Yeni F\u0131rsatlar"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_78 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0130\u00e7indekiler<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/blog.markergroupe.com\/tr\/veri-analitigi-ve-buyuk-veri-isletmeler-icin-yeni-firsatlar\/#Buyuk_Veri_ve_Veri_Analitiginin_Temel_Kavramlari\" >B\u00fcy\u00fck Veri ve Veri Analiti\u011finin Temel Kavramlar\u0131<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/blog.markergroupe.com\/tr\/veri-analitigi-ve-buyuk-veri-isletmeler-icin-yeni-firsatlar\/#Isletmeler_Icin_Buyuk_Verinin_Yararlari_ve_Firsatlari\" >\u0130\u015fletmeler \u0130\u00e7in B\u00fcy\u00fck Verinin Yararlar\u0131 ve F\u0131rsatlar\u0131<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/blog.markergroupe.com\/tr\/veri-analitigi-ve-buyuk-veri-isletmeler-icin-yeni-firsatlar\/#Buyuk_Veri_ve_Veri_Analitigi_Uygulamalari\" >B\u00fcy\u00fck Veri ve Veri Analiti\u011fi Uygulamalar\u0131<\/a><\/li><\/ul><\/nav><\/div>\n<p><strong>Dijital \u00e7a\u011fda, veri, i\u015fletmeler i\u00e7in en de\u011ferli varl\u0131klardan biri haline gelmi\u015ftir. Giderek artan veri hacmi ve \u00e7e\u015fitlili\u011fi, &#8220;b\u00fcy\u00fck veri&#8221; olarak adland\u0131r\u0131lan yeni bir veri ekosistemi yaratm\u0131\u015ft\u0131r. B\u00fcy\u00fck veri, y\u00fcksek hacimli, y\u00fcksek h\u0131zda ve y\u00fcksek \u00e7e\u015fitlilikte olan veri k\u00fcmelerini ifade eder. Bu veri y\u0131\u011f\u0131n\u0131, do\u011fru analitik yakla\u015f\u0131mlarla ele al\u0131nd\u0131\u011f\u0131nda, i\u015fletmelere \u00f6nemli f\u0131rsatlar sunar. Bu yaz\u0131da, veri analiti\u011fi ve b\u00fcy\u00fck verinin i\u015fletmeler i\u00e7in nas\u0131l yeni f\u0131rsatlar yaratt\u0131\u011f\u0131n\u0131 ve bu f\u0131rsatlar\u0131 de\u011ferlendirmenin yollar\u0131n\u0131 inceleyece\u011fiz.<\/strong><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Buyuk_Veri_ve_Veri_Analitiginin_Temel_Kavramlari\"><\/span><b>B\u00fcy\u00fck Veri ve Veri Analiti\u011finin Temel Kavramlar\u0131<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><b>B\u00fcy\u00fck Veri<\/b><span style=\"font-weight: 400;\">, genellikle \u00fc\u00e7 &#8220;V&#8221; ile tan\u0131mlan\u0131r:<\/span><\/p>\n<ol>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Hacim (Volume)<\/b><span style=\"font-weight: 400;\">: Toplanan veri miktar\u0131n\u0131n b\u00fcy\u00fckl\u00fc\u011f\u00fc.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>H\u0131z (Velocity)<\/b><span style=\"font-weight: 400;\">: Verinin ne kadar h\u0131zl\u0131 \u00fcretildi\u011fi ve i\u015flendi\u011fi.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u00c7e\u015fitlilik (Variety)<\/b><span style=\"font-weight: 400;\">: Farkl\u0131 kaynaklardan gelen yap\u0131land\u0131r\u0131lm\u0131\u015f ve yap\u0131land\u0131r\u0131lmam\u0131\u015f veri t\u00fcrleri.<\/span><\/li>\n<\/ol>\n<p><b>Veri Analiti\u011fi<\/b><span style=\"font-weight: 400;\">, bu b\u00fcy\u00fck veri k\u00fcmelerini anlamak, modellemek ve anlaml\u0131 bilgiler elde etmek i\u00e7in kullan\u0131lan teknik ve y\u00f6ntemlerin genel ad\u0131d\u0131r. Veri analiti\u011fi, veri madencili\u011fi, makine \u00f6\u011frenimi, istatistiksel analiz ve i\u015f zekas\u0131 ara\u00e7lar\u0131n\u0131 i\u00e7erir.<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-38073\" title=\"veri analitig\u0306i\" src=\"https:\/\/blog.markergroupe.com\/wp-content\/uploads\/2024\/09\/veri-analitigi.webp\" alt=\"veri analitig\u0306i\" width=\"1024\" height=\"512\" srcset=\"https:\/\/blog.markergroupe.com\/wp-content\/uploads\/2024\/09\/veri-analitigi.webp 1024w, https:\/\/blog.markergroupe.com\/wp-content\/uploads\/2024\/09\/veri-analitigi-300x150.webp 300w, https:\/\/blog.markergroupe.com\/wp-content\/uploads\/2024\/09\/veri-analitigi-768x384.webp 768w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Isletmeler_Icin_Buyuk_Verinin_Yararlari_ve_Firsatlari\"><\/span><b>\u0130\u015fletmeler \u0130\u00e7in B\u00fcy\u00fck Verinin Yararlar\u0131 ve F\u0131rsatlar\u0131<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ol>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Karar Verme S\u00fcre\u00e7lerinde \u0130yile\u015fme<\/b><b><br \/>\n<\/b><span style=\"font-weight: 400;\">B\u00fcy\u00fck veri analiti\u011fi, i\u015fletmelere daha iyi ve daha h\u0131zl\u0131 karar verme olana\u011f\u0131 sunar. Veri odakl\u0131 kararlar, i\u00e7g\u00fcd\u00fclere dayal\u0131 kararlardan daha do\u011frudur ve daha iyi sonu\u00e7lar sa\u011flar. \u00d6rne\u011fin, bir perakende \u015firketi, m\u00fc\u015fteri sat\u0131n alma verilerini analiz ederek en \u00e7ok sat\u0131lan \u00fcr\u00fcnleri ve sat\u0131\u015flar\u0131 art\u0131rmak i\u00e7in optimal fiyat noktalar\u0131n\u0131 belirleyebilir. <\/span><b>Harvard Business Review<\/b><span style=\"font-weight: 400;\">&#8216;a g\u00f6re, veri odakl\u0131 karar verme s\u00fcre\u00e7lerine yat\u0131r\u0131m yapan \u015firketler, %5 ila %6 daha \u00fcretken olabiliyor .<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>M\u00fc\u015fteri Davran\u0131\u015flar\u0131n\u0131n Anla\u015f\u0131lmas\u0131 ve Ki\u015fiselle\u015ftirilmi\u015f Pazarlama<\/b><b><br \/>\n<\/b><span style=\"font-weight: 400;\">B\u00fcy\u00fck veri analiti\u011fi, m\u00fc\u015fteri davran\u0131\u015flar\u0131n\u0131 derinlemesine analiz etme ve anlamaya olanak tan\u0131r. M\u00fc\u015fteri verileri, sat\u0131n alma al\u0131\u015fkanl\u0131klar\u0131, ilgi alanlar\u0131 ve demografik bilgiler gibi \u00e7e\u015fitli bilgiler sunar. Bu veriler, ki\u015fiselle\u015ftirilmi\u015f pazarlama kampanyalar\u0131 olu\u015fturmak ve m\u00fc\u015fteri deneyimini iyile\u015ftirmek i\u00e7in kullan\u0131labilir. <\/span><b>Accenture<\/b><span style=\"font-weight: 400;\">&#8216;un ara\u015ft\u0131rmas\u0131na g\u00f6re, ki\u015fiselle\u015ftirilmi\u015f m\u00fc\u015fteri deneyimleri sunan markalar, m\u00fc\u015fteri ba\u011fl\u0131l\u0131\u011f\u0131nda %30 art\u0131\u015f sa\u011flayabiliyor .<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u0130\u015f S\u00fcre\u00e7lerinin Optimizasyonu ve Verimlilik Art\u0131\u015f\u0131<\/b><b><br \/>\n<\/b><span style=\"font-weight: 400;\">\u0130\u015fletmeler, b\u00fcy\u00fck veri analiti\u011fi ile operasyonel verimlili\u011fi art\u0131rabilir. \u00d6rne\u011fin, \u00fcretim s\u00fcre\u00e7lerinde b\u00fcy\u00fck veri analiti\u011fi kullanarak \u00fcretim hatalar\u0131n\u0131 azaltabilir ve envanter y\u00f6netimini optimize edebilirler. Ayr\u0131ca, tedarik zinciri y\u00f6netiminde talep tahminleri yaparak envanter maliyetlerini d\u00fc\u015f\u00fcrebilirler. <\/span><b>McKinsey<\/b><span style=\"font-weight: 400;\">&#8216;e g\u00f6re, b\u00fcy\u00fck veri analiti\u011fi kullanan \u015firketler, operasyonel maliyetlerini %10 ila %15 oran\u0131nda azaltabiliyor .<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Yeni \u00dcr\u00fcn ve Hizmet Geli\u015ftirme<\/b><b><br \/>\n<\/b><span style=\"font-weight: 400;\">B\u00fcy\u00fck veri, t\u00fcketici e\u011filimleri ve pazar bo\u015fluklar\u0131 hakk\u0131nda \u00f6nemli bilgiler sunar. \u015eirketler, bu verileri analiz ederek yeni \u00fcr\u00fcn ve hizmetler geli\u015ftirebilir ve pazarda rekabet avantaj\u0131 elde edebilir. \u00d6rne\u011fin, bir teknoloji \u015firketi, kullan\u0131c\u0131 verilerini analiz ederek m\u00fc\u015fteri ihtiya\u00e7lar\u0131na daha iyi yan\u0131t veren yeni bir yaz\u0131l\u0131m \u00e7\u00f6z\u00fcm\u00fc geli\u015ftirebilir. <\/span><b>Gartner<\/b><span style=\"font-weight: 400;\">&#8216;a g\u00f6re, b\u00fcy\u00fck veri analiti\u011fi kullanan \u015firketlerin %67&#8217;si, yeni \u00fcr\u00fcn geli\u015ftirme s\u00fcre\u00e7lerini iyile\u015ftirdi .<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Risk Y\u00f6netimi ve G\u00fcvenlik<\/b><b><br \/>\n<\/b><span style=\"font-weight: 400;\">B\u00fcy\u00fck veri analiti\u011fi, potansiyel riskleri ve tehditleri tan\u0131mlamak i\u00e7in kullan\u0131labilir. \u00d6zellikle finansal hizmetler sekt\u00f6r\u00fcnde, doland\u0131r\u0131c\u0131l\u0131k tespiti ve risk analizi i\u00e7in b\u00fcy\u00fck veri analiti\u011fi kullan\u0131m\u0131 yayg\u0131nd\u0131r. \u015eirketler, anormallikleri ve \u015f\u00fcpheli faaliyetleri tespit etmek i\u00e7in verileri ger\u00e7ek zamanl\u0131 olarak analiz edebilir ve g\u00fcvenlik \u00f6nlemleri alabilir. <\/span><b>Deloitte<\/b><span style=\"font-weight: 400;\">&#8216;un raporuna g\u00f6re, b\u00fcy\u00fck veri analiti\u011fi kullanan \u015firketler, doland\u0131r\u0131c\u0131l\u0131k tespitinde %25 oran\u0131nda daha ba\u015far\u0131l\u0131d\u0131r .<\/span><\/li>\n<\/ol>\n<h2><span class=\"ez-toc-section\" id=\"Buyuk_Veri_ve_Veri_Analitigi_Uygulamalari\"><\/span><b>B\u00fcy\u00fck Veri ve Veri Analiti\u011fi Uygulamalar\u0131<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ol>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Tahminsel Analitik ve Makine \u00d6\u011frenimi<\/b><b><br \/>\n<\/b><span style=\"font-weight: 400;\">Tahminsel analitik, ge\u00e7mi\u015f verilerden hareketle gelecekteki olaylar\u0131 tahmin etme s\u00fcrecidir. Makine \u00f6\u011frenimi algoritmalar\u0131, b\u00fcy\u00fck veri k\u00fcmelerinden \u00f6\u011frenerek bu tahminleri daha da hassas hale getirir. \u00d6rne\u011fin, bir e-ticaret \u015firketi, m\u00fc\u015fterilerin gelecekteki sat\u0131n alma davran\u0131\u015flar\u0131n\u0131 tahmin etmek i\u00e7in makine \u00f6\u011frenimi modelleri kullanabilir.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Ger\u00e7ek Zamanl\u0131 Analitik<\/b><b><br \/>\n<\/b><span style=\"font-weight: 400;\">Ger\u00e7ek zamanl\u0131 analitik, verilerin an\u0131nda i\u015flenmesini ve analiz edilmesini sa\u011flar. Bu, \u00f6zellikle finansal piyasalarda veya m\u00fc\u015fteri hizmetlerinde anl\u0131k kararlar\u0131n al\u0131nmas\u0131 gereken durumlar i\u00e7in kritiktir. Ger\u00e7ek zamanl\u0131 analitik, i\u015fletmelere h\u0131zl\u0131 ve esnek yan\u0131tlar verme olana\u011f\u0131 tan\u0131r.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Sosyal Medya Analiti\u011fi<\/b><b><br \/>\n<\/b><span style=\"font-weight: 400;\">Sosyal medya platformlar\u0131, m\u00fc\u015fteri geri bildirimleri ve marka etkile\u015fimleri hakk\u0131nda zengin veri kaynaklar\u0131 sunar. Sosyal medya analiti\u011fi, markalar\u0131n sosyal medya \u00fczerinde nas\u0131l alg\u0131land\u0131\u011f\u0131n\u0131 anlamalar\u0131na ve m\u00fc\u015fteri geri bildirimlerine h\u0131zla yan\u0131t vermelerine yard\u0131mc\u0131 olur.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Sa\u011fl\u0131k Analiti\u011fi<\/b><b><br \/>\n<\/b><span style=\"font-weight: 400;\">Sa\u011fl\u0131k sekt\u00f6r\u00fcnde, b\u00fcy\u00fck veri analiti\u011fi, hasta verilerini analiz ederek hastal\u0131klar\u0131n erken te\u015fhis edilmesini ve tedavi planlar\u0131n\u0131n optimize edilmesini sa\u011flar. Elektronik sa\u011fl\u0131k kay\u0131tlar\u0131, genetik veriler ve ya\u015fam tarz\u0131 bilgileri, hasta bak\u0131m\u0131n\u0131 iyile\u015ftirmek i\u00e7in kullan\u0131labilir.<\/span><\/li>\n<\/ol>\n<p><span style=\"font-weight: 400;\"><strong>B\u00fcy\u00fck veri<\/strong> ve veri analiti\u011fi, i\u015fletmeler i\u00e7in yeni f\u0131rsatlar yaratmakta ve rekabet avantaj\u0131 sa\u011flamaktad\u0131r. Karar verme s\u00fcre\u00e7lerinin iyile\u015ftirilmesi, m\u00fc\u015fteri deneyiminin ki\u015fiselle\u015ftirilmesi, operasyonel verimlili\u011fin art\u0131r\u0131lmas\u0131 ve risk y\u00f6netimi gibi alanlarda b\u00fcy\u00fck veri analiti\u011fi kullan\u0131m\u0131, \u015firketlerin daha ba\u015far\u0131l\u0131 ve s\u00fcrd\u00fcr\u00fclebilir olmas\u0131na katk\u0131da bulunmaktad\u0131r. <strong>Marker Groupe<\/strong> olarak, b\u00fcy\u00fck veri ve veri analiti\u011fi alan\u0131nda m\u00fc\u015fterilerimize en iyi \u00e7\u00f6z\u00fcmleri sunmak i\u00e7in \u00e7al\u0131\u015f\u0131yoruz.<\/span><\/p>\n<p><strong><em>Marker Groupe&#8217;un sa\u011flad\u0131\u011f\u0131 hizmetler hakk\u0131nda bilgi edinmek i\u00e7in bizimle <a href=\"https:\/\/www.markergroupe.com\/iletisim\">MarkerGroupe.com<\/a> web sitesi \u00fczerinden veya <span style=\"color: #ffcc00;\">hello@markergroupe.com<\/span> e-mail adresi \u00fczerinden ileti\u015fime ge\u00e7ebilirsiniz.<\/em><\/strong><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Dijital \u00e7a\u011fda, veri, i\u015fletmeler i\u00e7in en de\u011ferli varl\u0131klardan biri haline gelmi\u015ftir. Giderek artan veri hacmi ve \u00e7e\u015fitlili\u011fi, &#8220;b\u00fcy\u00fck veri&#8221; olarak adland\u0131r\u0131lan yeni bir veri ekosistemi yaratm\u0131\u015ft\u0131r. B\u00fcy\u00fck veri, y\u00fcksek hacimli, y\u00fcksek h\u0131zda ve y\u00fcksek \u00e7e\u015fitlilikte olan veri k\u00fcmelerini ifade eder. Bu veri y\u0131\u011f\u0131n\u0131, do\u011fru analitik yakla\u015f\u0131mlarla ele al\u0131nd\u0131\u011f\u0131nda, i\u015fletmelere \u00f6nemli f\u0131rsatlar sunar. Bu yaz\u0131da, veri [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":38073,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_gspb_post_css":"","footnotes":""},"categories":[638,2148],"tags":[2355],"class_list":["post-38072","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog-tr","category-dijital-donusum","tag-veri"],"blocksy_meta":[],"_links":{"self":[{"href":"https:\/\/blog.markergroupe.com\/tr\/wp-json\/wp\/v2\/posts\/38072","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blog.markergroupe.com\/tr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.markergroupe.com\/tr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.markergroupe.com\/tr\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.markergroupe.com\/tr\/wp-json\/wp\/v2\/comments?post=38072"}],"version-history":[{"count":0,"href":"https:\/\/blog.markergroupe.com\/tr\/wp-json\/wp\/v2\/posts\/38072\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/blog.markergroupe.com\/tr\/wp-json\/wp\/v2\/media\/38073"}],"wp:attachment":[{"href":"https:\/\/blog.markergroupe.com\/tr\/wp-json\/wp\/v2\/media?parent=38072"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.markergroupe.com\/tr\/wp-json\/wp\/v2\/categories?post=38072"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.markergroupe.com\/tr\/wp-json\/wp\/v2\/tags?post=38072"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}