{"id":37964,"date":"2024-05-06T02:46:14","date_gmt":"2024-05-05T23:46:14","guid":{"rendered":"https:\/\/blog.markergroupe.com\/?p=37964"},"modified":"2025-04-18T17:03:17","modified_gmt":"2025-04-18T14:03:17","slug":"saglik-sektorunde-buyuk-veri-ve-analitik-hasta-bakiminda-donusum","status":"publish","type":"post","link":"https:\/\/blog.markergroupe.com\/tr\/saglik-sektorunde-buyuk-veri-ve-analitik-hasta-bakiminda-donusum\/","title":{"rendered":"Sa\u011fl\u0131k Sekt\u00f6r\u00fcnde B\u00fcy\u00fck Veri ve Analitik: Hasta Bak\u0131m\u0131nda D\u00f6n\u00fc\u015f\u00fcm"},"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-3'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/blog.markergroupe.com\/tr\/saglik-sektorunde-buyuk-veri-ve-analitik-hasta-bakiminda-donusum\/#Buyuk_Veri_ve_Analitigin_Saglik_Sektorundeki_Kullanim_Alanlari\" >B\u00fcy\u00fck Veri ve Analiti\u011fin Sa\u011fl\u0131k Sekt\u00f6r\u00fcndeki Kullan\u0131m Alanlar\u0131<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/blog.markergroupe.com\/tr\/saglik-sektorunde-buyuk-veri-ve-analitik-hasta-bakiminda-donusum\/#Buyuk_Veri_ve_Analitikle_Desteklenen_Basari_Hikayeleri\" >B\u00fcy\u00fck Veri ve Analitikle Desteklenen Ba\u015far\u0131 Hikayeleri<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/blog.markergroupe.com\/tr\/saglik-sektorunde-buyuk-veri-ve-analitik-hasta-bakiminda-donusum\/#Buyuk_Veri_ve_Analitikte_Karsilasilan_Zorluklar\" >B\u00fcy\u00fck Veri ve Analitikte Kar\u015f\u0131la\u015f\u0131lan Zorluklar<\/a><\/li><\/ul><\/nav><\/div>\n<p><strong>B\u00fcy\u00fck veri ve analitik, sa\u011fl\u0131k sekt\u00f6r\u00fcnde k\u00f6kl\u00fc de\u011fi\u015fimlere yol a\u00e7arak hasta bak\u0131m\u0131n\u0131 iyile\u015ftirmekte ve sa\u011fl\u0131k hizmetlerinin verimlili\u011fini art\u0131rmaktad\u0131r. Dijitalle\u015fmenin h\u0131z kazanmas\u0131yla birlikte, hastalar hakk\u0131nda toplanan verilerin miktar\u0131 ve \u00e7e\u015fitlili\u011fi artm\u0131\u015f, bu verilerin analiz edilmesiyle sa\u011fl\u0131k hizmetlerinde daha ki\u015fiselle\u015ftirilmi\u015f ve etkili tedavi y\u00f6ntemleri geli\u015ftirilmi\u015ftir. Bu yaz\u0131da, b\u00fcy\u00fck veri ve analiti\u011fin sa\u011fl\u0131k sekt\u00f6r\u00fcndeki etkilerini ve sekt\u00f6rel verilerle desteklenen \u00f6nemli d\u00f6n\u00fc\u015f\u00fcm \u00f6rneklerini inceleyece\u011fiz.<\/strong><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Buyuk_Veri_ve_Analitigin_Saglik_Sektorundeki_Kullanim_Alanlari\"><\/span><b>B\u00fcy\u00fck Veri ve Analiti\u011fin Sa\u011fl\u0131k Sekt\u00f6r\u00fcndeki Kullan\u0131m Alanlar\u0131<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ol>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Ki\u015fiselle\u015ftirilmi\u015f T\u0131p<\/b><b><br \/>\n<\/b><span style=\"font-weight: 400;\">Ki\u015fiselle\u015ftirilmi\u015f t\u0131p, bireylerin genetik yap\u0131lar\u0131, ya\u015fam tarzlar\u0131 ve sa\u011fl\u0131k ge\u00e7mi\u015flerine dayal\u0131 tedavi planlar\u0131n\u0131n olu\u015fturulmas\u0131 anlam\u0131na gelir. B\u00fcy\u00fck veri analiti\u011fi, hastalar\u0131n genetik bilgilerini ve di\u011fer t\u0131bbi verilerini analiz ederek hastal\u0131k risklerini \u00f6nceden belirleyebilmekte ve hastalara en uygun tedavi se\u00e7eneklerini sunabilmektedir. <\/span><b>Gartner<\/b><span style=\"font-weight: 400;\">&#8216;in raporuna g\u00f6re, 2023 y\u0131l\u0131nda sa\u011fl\u0131k kurulu\u015flar\u0131n\u0131n %55&#8217;i ki\u015fiselle\u015ftirilmi\u015f t\u0131p uygulamalar\u0131nda b\u00fcy\u00fck veri analiti\u011fini kullanm\u0131\u015ft\u0131r ve bu oran\u0131n 2024&#8217;te %65&#8217;e \u00e7\u0131kmas\u0131 beklenmektedir .<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Hastal\u0131k Tahmini ve \u00d6nlenmesi<\/b><b><br \/>\n<\/b><span style=\"font-weight: 400;\">B\u00fcy\u00fck veri analiti\u011fi, hastal\u0131klar\u0131n erken te\u015fhisini ve \u00f6nlenmesini sa\u011flamak i\u00e7in geni\u015f \u00e7apta kullan\u0131lmaktad\u0131r. Hastalar\u0131n t\u0131bbi ge\u00e7mi\u015fleri, ya\u015fam tarz\u0131 verileri ve \u00e7evresel fakt\u00f6rler analiz edilerek hastal\u0131k riskleri tahmin edilebilir. \u00d6rne\u011fin, <\/span><b>McKinsey &amp; Company<\/b><span style=\"font-weight: 400;\">&#8216;nin bir raporuna g\u00f6re, b\u00fcy\u00fck veri analiti\u011fi kullan\u0131larak diyabet ve kalp hastal\u0131klar\u0131 gibi kronik hastal\u0131klar\u0131n riskini tahmin eden sa\u011fl\u0131k hizmeti sa\u011flay\u0131c\u0131lar\u0131n\u0131n oran\u0131 2023&#8217;te %40&#8217;a ula\u015fm\u0131\u015ft\u0131r .<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Operasyonel Verimlilik<\/b><b><br \/>\n<\/b><span style=\"font-weight: 400;\">Hastaneler ve sa\u011fl\u0131k hizmeti sa\u011flay\u0131c\u0131lar\u0131, b\u00fcy\u00fck veri analiti\u011fi ile operasyonel s\u00fcre\u00e7lerini optimize edebilir. Hastane yatak y\u00f6netimi, personel planlamas\u0131 ve tedarik zinciri y\u00f6netimi gibi alanlarda verimlili\u011fi art\u0131ran analizler yap\u0131labilmektedir. <\/span><b>Frost &amp; Sullivan<\/b><span style=\"font-weight: 400;\">&#8216;\u0131n ara\u015ft\u0131rmas\u0131na g\u00f6re, b\u00fcy\u00fck veri analiti\u011fi uygulayan hastaneler, operasyonel maliyetlerinde %20&#8217;ye varan tasarruflar sa\u011flam\u0131\u015ft\u0131r .<\/span><\/li>\n<\/ol>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-37965\" title=\"sag\u0306l\u0131k turizmi\" src=\"https:\/\/blog.markergroupe.com\/wp-content\/uploads\/2024\/08\/saglik-turizmi.webp\" alt=\"sag\u0306l\u0131k turizmi\" width=\"1200\" height=\"500\" srcset=\"https:\/\/blog.markergroupe.com\/wp-content\/uploads\/2024\/08\/saglik-turizmi.webp 1200w, https:\/\/blog.markergroupe.com\/wp-content\/uploads\/2024\/08\/saglik-turizmi-300x125.webp 300w, https:\/\/blog.markergroupe.com\/wp-content\/uploads\/2024\/08\/saglik-turizmi-1024x427.webp 1024w, https:\/\/blog.markergroupe.com\/wp-content\/uploads\/2024\/08\/saglik-turizmi-768x320.webp 768w\" sizes=\"auto, (max-width: 1200px) 100vw, 1200px\" \/><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Buyuk_Veri_ve_Analitikle_Desteklenen_Basari_Hikayeleri\"><\/span><b>B\u00fcy\u00fck Veri ve Analitikle Desteklenen Ba\u015far\u0131 Hikayeleri<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ol>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Mayo Clinic<\/b><b><br \/>\n<\/b><span style=\"font-weight: 400;\">Mayo Clinic, b\u00fcy\u00fck veri ve analitik kullanarak hastalar\u0131n genetik verilerini ve t\u0131bbi ge\u00e7mi\u015flerini analiz etmektedir. Bu yakla\u015f\u0131m, hastalara \u00f6zel tedavi planlar\u0131 olu\u015fturulmas\u0131na olanak tan\u0131maktad\u0131r. Mayo Clinic, kanser tedavisinde hastalar\u0131n genetik profillerine dayal\u0131 hedefe y\u00f6nelik tedavi se\u00e7enekleri sunarak, tedavi ba\u015far\u0131s\u0131n\u0131 %30 oran\u0131nda art\u0131rm\u0131\u015ft\u0131r .<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Kaiser Permanente<\/b><b><br \/>\n<\/b><span style=\"font-weight: 400;\">Kaiser Permanente, b\u00fcy\u00fck veri analiti\u011fi kullanarak hastal\u0131k y\u00f6netimi ve \u00f6nleme programlar\u0131 geli\u015ftirmi\u015ftir. \u00d6zellikle diyabet y\u00f6netiminde, hastalar\u0131n ya\u015fam tarz\u0131 ve t\u0131bbi verilerini analiz ederek, diyabetin ilerlemesini \u00f6nleyici m\u00fcdahalelerde bulunmaktad\u0131r. Bu program sayesinde, Kaiser Permanente, diyabetli hastalar\u0131n hastaneye yat\u0131\u015f oranlar\u0131n\u0131 %15 oran\u0131nda azaltm\u0131\u015ft\u0131r .<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Cleveland Clinic<\/b><b><br \/>\n<\/b><span style=\"font-weight: 400;\">Cleveland Clinic, ameliyat sonras\u0131 komplikasyonlar\u0131 tahmin etmek ve \u00f6nlemek i\u00e7in b\u00fcy\u00fck veri analiti\u011fi kullanmaktad\u0131r. Hastalar\u0131n t\u0131bbi verilerini analiz eden algoritmalar, ameliyat sonras\u0131 enfeksiyon riskini \u00f6nceden belirleyerek, \u00f6nleyici tedbirlerin al\u0131nmas\u0131na olanak tan\u0131maktad\u0131r. Bu yakla\u015f\u0131m, ameliyat sonras\u0131 komplikasyon oranlar\u0131n\u0131 %25 oran\u0131nda d\u00fc\u015f\u00fcrm\u00fc\u015ft\u00fcr .<\/span><\/li>\n<\/ol>\n<h3><span class=\"ez-toc-section\" id=\"Buyuk_Veri_ve_Analitikte_Karsilasilan_Zorluklar\"><\/span><b>B\u00fcy\u00fck Veri ve Analitikte Kar\u015f\u0131la\u015f\u0131lan Zorluklar<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">B\u00fcy\u00fck veri ve analiti\u011fin sa\u011fl\u0131k sekt\u00f6r\u00fcnde kullan\u0131m\u0131n\u0131n yayg\u0131nla\u015fmas\u0131yla birlikte baz\u0131 zorluklar da ortaya \u00e7\u0131kmaktad\u0131r:<\/span><\/p>\n<ol>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Veri G\u00fcvenli\u011fi ve Gizlili\u011fi<\/b><b><br \/>\n<\/b><span style=\"font-weight: 400;\">Hastalar\u0131n t\u0131bbi verilerinin g\u00fcvenli\u011fi ve gizlili\u011fi b\u00fcy\u00fck bir \u00f6nem ta\u015f\u0131maktad\u0131r. Sa\u011fl\u0131k kurulu\u015flar\u0131, bu verilerin korunmas\u0131 i\u00e7in s\u0131k\u0131 g\u00fcvenlik \u00f6nlemleri almal\u0131d\u0131r. Veri ihlalleri ve siber sald\u0131r\u0131lar, hastalar\u0131n \u00f6zel bilgilerinin if\u015fa olmas\u0131na yol a\u00e7abilir.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Veri Kalitesi ve Entegrasyonu<\/b><b><br \/>\n<\/b><span style=\"font-weight: 400;\">Farkl\u0131 kaynaklardan toplanan verilerin kalitesi ve tutarl\u0131l\u0131\u011f\u0131, analizlerin do\u011frulu\u011funu etkileyebilir. Veri entegrasyonu ve standardizasyonu, b\u00fcy\u00fck veri analiti\u011finin etkin bir \u015fekilde kullan\u0131labilmesi i\u00e7in kritik \u00f6neme sahiptir.<\/span><\/li>\n<\/ol>\n<p><span style=\"font-weight: 400;\">B\u00fcy\u00fck veri ve analitik, sa\u011fl\u0131k sekt\u00f6r\u00fcnde hasta bak\u0131m\u0131n\u0131 iyile\u015ftirme ve operasyonel verimlili\u011fi art\u0131rma potansiyeline sahip g\u00fc\u00e7l\u00fc ara\u00e7lard\u0131r. Ki\u015fiselle\u015ftirilmi\u015f t\u0131p, hastal\u0131k tahmini ve \u00f6nlenmesi gibi alanlarda b\u00fcy\u00fck faydalar sa\u011flayan bu teknolojiler, sa\u011fl\u0131k hizmetlerinin gelece\u011fini \u015fekillendirmektedir. Ancak, veri g\u00fcvenli\u011fi ve entegrasyonu gibi zorluklar da g\u00f6z ard\u0131 edilmemelidir. Marker Groupe olarak, b\u00fcy\u00fck veri ve analiti\u011fin sa\u011fl\u0131k sekt\u00f6r\u00fcndeki bu d\u00f6n\u00fc\u015f\u00fcmde oynad\u0131\u011f\u0131 kritik rol\u00fc yak\u0131ndan takip ediyor ve 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>B\u00fcy\u00fck veri ve analitik, sa\u011fl\u0131k sekt\u00f6r\u00fcnde k\u00f6kl\u00fc de\u011fi\u015fimlere yol a\u00e7arak hasta bak\u0131m\u0131n\u0131 iyile\u015ftirmekte ve sa\u011fl\u0131k hizmetlerinin verimlili\u011fini art\u0131rmaktad\u0131r. Dijitalle\u015fmenin h\u0131z kazanmas\u0131yla birlikte, hastalar hakk\u0131nda toplanan verilerin miktar\u0131 ve \u00e7e\u015fitlili\u011fi artm\u0131\u015f, bu verilerin analiz edilmesiyle sa\u011fl\u0131k hizmetlerinde daha ki\u015fiselle\u015ftirilmi\u015f ve etkili tedavi y\u00f6ntemleri geli\u015ftirilmi\u015ftir. Bu yaz\u0131da, b\u00fcy\u00fck veri ve analiti\u011fin sa\u011fl\u0131k sekt\u00f6r\u00fcndeki etkilerini ve sekt\u00f6rel verilerle [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":37965,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_gspb_post_css":"","footnotes":""},"categories":[638,2146],"tags":[1988,2179],"class_list":["post-37964","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog-tr","category-sektor-analizleri","tag-saglik-turizmi","tag-sektor-analizleri"],"blocksy_meta":[],"_links":{"self":[{"href":"https:\/\/blog.markergroupe.com\/tr\/wp-json\/wp\/v2\/posts\/37964","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=37964"}],"version-history":[{"count":0,"href":"https:\/\/blog.markergroupe.com\/tr\/wp-json\/wp\/v2\/posts\/37964\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/blog.markergroupe.com\/tr\/wp-json\/wp\/v2\/media\/37965"}],"wp:attachment":[{"href":"https:\/\/blog.markergroupe.com\/tr\/wp-json\/wp\/v2\/media?parent=37964"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.markergroupe.com\/tr\/wp-json\/wp\/v2\/categories?post=37964"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.markergroupe.com\/tr\/wp-json\/wp\/v2\/tags?post=37964"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}