{"id":2129,"date":"2025-07-24T07:36:40","date_gmt":"2025-07-24T07:36:40","guid":{"rendered":"https:\/\/www.mallandmotto.com\/?p=2129"},"modified":"2025-07-24T07:36:41","modified_gmt":"2025-07-24T07:36:41","slug":"yapay-zeka-kamuda-israfla-mucadeleyi-degistirir-mi","status":"publish","type":"post","link":"https:\/\/www.mallandmotto.com\/index.php\/2025\/07\/24\/yapay-zeka-kamuda-israfla-mucadeleyi-degistirir-mi\/","title":{"rendered":"Yapay Zek\u00e2, Kamuda \u0130srafla M\u00fccadeleyi De\u011fi\u015ftirir mi?"},"content":{"rendered":"\n<h3 class=\"wp-block-heading\">Coleman Parkes ve SAS taraf\u0131ndan yap\u0131lan yeni bir ara\u015ft\u0131rmaya g\u00f6re, karma\u015f\u0131k suistimal sald\u0131r\u0131lar\u0131, g\u00fc\u00e7l\u00fc yapay zek\u00e2 yat\u0131r\u0131mlar\u0131yla a\u015f\u0131labilir.<\/h3>\n\n\n\n<p>Yapay zek\u00e2 teknolojilerini suistimal etmeye \u00e7al\u0131\u015fan doland\u0131r\u0131c\u0131lar, kamu b\u00fct\u00e7elerini t\u00fcketiyor ve devlet kurumlar\u0131na olan g\u00fcveni zedeliyor. Ancak, ufukta g\u00f6r\u00fcnen ciddi yapay zek\u00e2 yat\u0131r\u0131mlar\u0131yla, suistimalle m\u00fccadele eden kamu ekipleri kar\u015f\u0131 ata\u011fa ge\u00e7meye haz\u0131rlan\u0131yor. Coleman Parkes ile veri ve yapay zek\u00e2 alan\u0131n\u0131n lideri SAS taraf\u0131ndan haz\u0131rlanan \u201cTrust and Transparency: Combating Fraud to Maximize Public Program Efficiency\u201d ba\u015fl\u0131kl\u0131 yeni rapor, bu alandaki \u00f6nemli bulgular\u0131 ortaya koyuyor.&nbsp;D\u00fcnya analitik lideri SAS, geli\u015fmi\u015f analitik \u00e7\u00f6z\u00fcmleriyle kamu kurumlar\u0131n\u0131n operasyonel verimlili\u011fini art\u0131r\u0131yor, b\u00fct\u00e7e israf\u0131n\u0131 azalt\u0131yor ve toplumsal g\u00fcvenin yeniden in\u015fas\u0131na katk\u0131 sa\u011fl\u0131yor.<\/p>\n\n\n\n<p><strong>SAS Global Risk, Suistimal ve Uyum \u00c7\u00f6z\u00fcmleri Direkt\u00f6r\u00fc Shaun Barry,<\/strong>&nbsp;\u2018Yasal d\u00fczenlemeler ve mevzuatlardan ba\u011f\u0131ms\u0131z hareket eden, yapay zek\u00e2 kullanan su\u00e7lular\u0131n avantajl\u0131 g\u00f6r\u00fcnebilece\u011fini d\u00fc\u015f\u00fcn\u00fcyoruz. Ancak ara\u015ft\u0131rmalar, kritik bir d\u00f6n\u00fcm noktas\u0131nda oldu\u011fumuzu g\u00f6steriyor. D\u00fcnyan\u0131n d\u00f6rt bir yan\u0131ndaki kamu kurumlar\u0131, suistimal ve israf\u0131 azaltarak \u00f6nemli kamu programlar\u0131na olan g\u00fcveni yeniden in\u015fa edecek b\u00fcy\u00fck yapay zek\u00e2 ve \u00fcretken yapay zek\u00e2 yat\u0131r\u0131mlar\u0131na haz\u0131rlan\u0131yor.\u2019<\/p>\n\n\n\n<p><strong>Neredeyse her kamu kurumu yapay zeka destekli suistimal sald\u0131r\u0131lar\u0131na maruz kal\u0131yor, fonlar\u0131 t\u00fcketiyor ve vatanda\u015flar\u0131n g\u00fcvenini zedeliyor<\/strong><\/p>\n\n\n\n<p>D\u00fcnya genelindeki kamu kurumlar\u0131, h\u00fck\u00fcmet b\u00fct\u00e7elerinden milyarlarca dolar\u0131n erimesine ve kamu g\u00fcveninin zay\u0131flamas\u0131na neden olan artan bir doland\u0131r\u0131c\u0131l\u0131k, israf ve suistimal (FWA) krizinin etkisi alt\u0131nda. Bu konuyla m\u00fccadele eden ve ankete kat\u0131lan 1.100 kamu g\u00f6revlisinin neredeyse tamam\u0131, kurumlar\u0131n\u0131n yapay zek\u00e2 destekli suistimal sald\u0131r\u0131lar\u0131n\u0131n hedefi oldu\u011funu belirtti ve %70\u2019i son be\u015f y\u0131lda bu t\u00fcr sald\u0131r\u0131lar\u0131n artt\u0131\u011f\u0131n\u0131 g\u00f6rd\u00fc.<\/p>\n\n\n\n<p>Doland\u0131r\u0131c\u0131lar art\u0131k yapay zek\u00e2 destekli platformlar\u0131 kullanarak sahte kimlikler olu\u015fturuyor, son derece ki\u015fiselle\u015ftirilmi\u015f oltalama (phishing) kampanyalar\u0131 haz\u0131rl\u0131yor ve tespit edilmesi g\u00fc\u00e7 olan k\u00f6t\u00fc ama\u00e7l\u0131 yaz\u0131l\u0131mlar tasarl\u0131yor. Bu ara\u00e7lar, geni\u015f veri setlerini analiz ederek insan davran\u0131\u015flar\u0131n\u0131 taklit ediyor, belge sahtekarl\u0131\u011f\u0131 yap\u0131yor ve zay\u0131fl\u0131klar\u0131 ger\u00e7ek zamanl\u0131 olarak kullan\u0131yor. Anket kat\u0131l\u0131mc\u0131lar\u0131, bu t\u00fcr durumlarla m\u00fccadele edilmesi durumunda b\u00fct\u00e7elerinin yakla\u015f\u0131k %16\u2019s\u0131 oran\u0131nda tasarruf edilebilece\u011fini tahmin ediyor.<\/p>\n\n\n\n<p>B\u00fct\u00e7eye olan etkisinin \u00f6tesinde, kat\u0131l\u0131mc\u0131lar\u0131n %96\u2019s\u0131 doland\u0131r\u0131c\u0131l\u0131k, israf ve suistimalin (FWA) vatanda\u015flar\u0131n kurumlar\u0131na ve programlar\u0131na olan g\u00fcvenini olumsuz etkiledi\u011fini belirtti. Vatanda\u015flar, bu tip sald\u0131r\u0131lar\u0131n s\u0131kl\u0131kla do\u011frudan zarar g\u00f6ren taraflar\u0131 oluyor; kimlik h\u0131rs\u0131zl\u0131\u011f\u0131, vergi doland\u0131r\u0131c\u0131l\u0131\u011f\u0131 ve sosyal yard\u0131m doland\u0131r\u0131c\u0131l\u0131\u011f\u0131 en yayg\u0131n t\u00fcrler aras\u0131nda yer al\u0131yor.&nbsp;SAS\u2019\u0131n d\u00fcnya genelinde uygulamaya ald\u0131\u011f\u0131 \u00e7\u00f6z\u00fcmler, bu t\u00fcr sald\u0131r\u0131lar\u0131n etkisini azaltmada ciddi ba\u015far\u0131lar elde etti. Kurumlar\u0131n daha h\u0131zl\u0131 ve do\u011fru karar almas\u0131na yard\u0131mc\u0131 olan bu sistemler, kamu fonlar\u0131n\u0131n korunmas\u0131nda stratejik rol oynuyor. SAS, bu teknolojileri sadece yaz\u0131l\u0131m d\u00fczeyinde sunmakla kalm\u0131yor; kurumlara \u00f6zel dan\u0131\u015fmanl\u0131k, veri y\u00f6netimi ve analiz altyap\u0131s\u0131yla u\u00e7tan uca destek sa\u011flayarak kamu sekt\u00f6r\u00fcnde katma de\u011feri maksimize ediyor.<\/p>\n\n\n\n<p><strong>Kamu kurumlar\u0131, doland\u0131r\u0131c\u0131l\u0131k, israf ve suistimal (FWA) ile m\u00fccadelede pek \u00e7ok engelle kar\u015f\u0131 kar\u015f\u0131ya kal\u0131yor<\/strong><\/p>\n\n\n\n<p>Kat\u0131l\u0131mc\u0131lar\u0131n %85\u2019i doland\u0131r\u0131c\u0131l\u0131k, israf ve suistimallerle m\u00fccadeleyi ilk be\u015f \u00f6ncelikleri aras\u0131nda g\u00f6sterse de, kurumlar\u0131n b\u00fcy\u00fck \u00e7o\u011funlu\u011fu bu m\u00fccadeleyi etkili \u015fekilde y\u00fcr\u00fctecek kaynaklardan yoksun. Yaln\u0131zca her 10 kurumdan 1\u2019i, doland\u0131r\u0131c\u0131l\u0131k, israf ve suistimal ile m\u00fccadelede ihtiya\u00e7 duydu\u011fu t\u00fcm ara\u00e7 ve kaynaklara sahip oldu\u011funu belirtirken, yakla\u015f\u0131k 3\u2019te 1\u2019i ciddi kaynak yetersizlikleriyle kar\u015f\u0131 kar\u015f\u0131ya. Kat\u0131l\u0131mc\u0131lar, bu k\u0131s\u0131tlar\u0131n ba\u015fl\u0131ca nedenleri aras\u0131nda analitik yetkinlik eksikli\u011fi (%48), teknoloji yetersizli\u011fi (%40) ve b\u00fct\u00e7e k\u0131s\u0131tlar\u0131 (%24) gibi unsurlar\u0131 \u00f6ne \u00e7\u0131kar\u0131yor.<\/p>\n\n\n\n<p>Bu eksiklikler, kurumlar\u0131n d\u0131\u015f ve i\u00e7 kaynakl\u0131 doland\u0131r\u0131c\u0131l\u0131k, israf ve suistimal ile m\u00fccadelede hatalar\u0131 en aza indirme, veri g\u00fcvenli\u011fini sa\u011flama ve denet\u00e7i verimlili\u011fini art\u0131rma y\u00f6n\u00fcndeki \u00e7abalar\u0131n\u0131 sekteye u\u011frat\u0131yor. Bu alanlar, kat\u0131l\u0131mc\u0131lar\u0131n yar\u0131s\u0131ndan fazlas\u0131 taraf\u0131ndan \u00f6ncelikli konular aras\u0131nda g\u00f6sterildi.<\/p>\n\n\n\n<p><strong>Yapay zeka ve \u00fcretken yapay zekan\u0131n h\u0131zla benimsenmesi, doland\u0131r\u0131c\u0131l\u0131k, israf ve suistimal ile m\u00fccadeleyi d\u00f6n\u00fc\u015ft\u00fcrebilir ve \u00e7al\u0131\u015fanlar\u0131n verimlili\u011fini art\u0131rabilir<\/strong><\/p>\n\n\n\n<p>Mevcut yapay zek\u00e2 kullan\u0131m oranlar\u0131 hen\u00fcz g\u00f6rece d\u00fc\u015f\u00fck seviyelerde; ankete kat\u0131lanlar\u0131n yakla\u015f\u0131k yar\u0131s\u0131 doland\u0131r\u0131c\u0131l\u0131k, israf ve suistimal ile m\u00fccadelede yapay zek\u00e2 kullan\u0131rken, \u00fcretken yapay zek\u00e2 (GenAI) kullananlar\u0131n oran\u0131 4\u2019te 1\u2019in biraz \u00fczerinde. Ancak benimseme e\u011frisi h\u0131zla y\u00fckseliyor.&nbsp;<\/p>\n\n\n\n<p>Ara\u015ft\u0131rma, doland\u0131r\u0131c\u0131l\u0131\u011f\u0131 tespit etmek i\u00e7in a\u011f analizinin kullan\u0131m oran\u0131n\u0131n %32\u2019den %87\u2019ye \u00e7\u0131kmas\u0131n\u0131n beklendi\u011fini ortaya koyuyor. Daha da umut verici olan ise, kat\u0131l\u0131mc\u0131lar\u0131n %97\u2019si \u00f6n\u00fcm\u00fczdeki iki y\u0131l i\u00e7inde \u00fcretken yapay zek\u00e2y\u0131 kullanmay\u0131 planl\u0131yor. Bu art\u0131\u015f; sentetik veri, b\u00fcy\u00fck dil modelleri ve dijital ikizler gibi alanlarda da \u00f6nemli at\u0131l\u0131mlar\u0131 beraberinde getirecek.<\/p>\n\n\n\n<p>Bu geli\u015fmeler, kamu kurumlar\u0131 i\u00e7in olduk\u00e7a geni\u015f kapsaml\u0131 ve olumlu sonu\u00e7lar do\u011furabilir. H\u00e2lihaz\u0131rda yapay zek\u00e2y\u0131 FWA ile m\u00fccadelede kullanan kurumlar\u0131n yakla\u015f\u0131k %40\u2019\u0131, uyar\u0131lar\u0131 daha iyi \u00f6nceliklendirme, vakalar\u0131 daha h\u0131zl\u0131 ve daha b\u00fcy\u00fck \u00f6l\u00e7ekte tespit etme gibi faydalar sa\u011flad\u0131klar\u0131n\u0131 belirtiyor. Ancak en b\u00fcy\u00fck kazan\u0131m olarak %57 oranla personel verimlili\u011finde art\u0131\u015f g\u00f6steriliyor. Bu bulgular, yapay zek\u00e2n\u0131n kamu \u00e7al\u0131\u015fanlar\u0131n\u0131n \u00fcretkenli\u011fi \u00fczerindeki etkisine odaklanan ayr\u0131 bir k\u00fcresel ara\u015ft\u0131rmayla da \u00f6rt\u00fc\u015f\u00fcyor; s\u00f6z konusu \u00e7al\u0131\u015fmada kat\u0131l\u0131mc\u0131lar\u0131n b\u00fcy\u00fck b\u00f6l\u00fcm\u00fc, \u00f6n\u00fcm\u00fczdeki \u00fc\u00e7 y\u0131l i\u00e7inde yapay zek\u00e2n\u0131n kurumlar\u0131nda \u00fcretkenli\u011fi art\u0131rma konusunda \u00f6nemli, hatta kritik bir rol oynayaca\u011f\u0131n\u0131 d\u00fc\u015f\u00fcn\u00fcyor.<\/p>\n\n\n\n<p>Vatanda\u015f g\u00fcvenini yeniden in\u015fa etmek ise sadece teknolojik geli\u015fmelerle de\u011fil, ayn\u0131 zamanda sorumlu yapay zek\u00e2 kullan\u0131m\u0131yla m\u00fcmk\u00fcn. Kurumlar, programlar\u0131n b\u00fct\u00fcnl\u00fc\u011f\u00fcn\u00fc sa\u011flamak ve vatanda\u015flar\u0131 istenmeyen zararlardan korumak i\u00e7in insan denetiminin vazge\u00e7ilmez oldu\u011funu kabul ediyor. Kat\u0131l\u0131mc\u0131lar\u0131n en \u00e7ok endi\u015fe duydu\u011fu konular aras\u0131nda veri gizlili\u011fi ve g\u00fcvenli\u011fi (%48) ile yapay zek\u00e2n\u0131n sorumlu \u015fekilde kullan\u0131lmas\u0131 (%43) ilk s\u0131ralarda yer al\u0131yor.&nbsp;<\/p>\n\n\n\n<p>Yeni yay\u0131mlanan raporda doland\u0131r\u0131c\u0131l\u0131k israf ve suistimalle m\u00fccadele yaz\u0131l\u0131mlar\u0131 konusunda sekt\u00f6r analistleri taraf\u0131ndan s\u00fcrekli lider olarak g\u00f6sterilen SAS\u2019in \u00f6nerileri ile yapay zek\u00e2 destekli doland\u0131r\u0131c\u0131l\u0131k tespit ve inceleme \u00e7\u00f6z\u00fcmlerinden ger\u00e7ek \u00f6rnekler de yer al\u0131yor.<\/p>\n\n\n\n<p><strong>SAS T\u00fcrkiye ve Orta Asya Genel M\u00fcd\u00fcr\u00fc Rasim E\u011fri yapt\u0131\u011f\u0131 a\u00e7\u0131klamada&nbsp;<\/strong>\u201cDoland\u0131r\u0131c\u0131l\u0131k, israf ve suistimal, kamu kurumlar\u0131n\u0131n kar\u015f\u0131 kar\u015f\u0131ya kald\u0131\u011f\u0131 en b\u00fcy\u00fck tehditlerden biri olmaya devam ediyor. Bu tehditler yaln\u0131zca kamu b\u00fct\u00e7elerini de\u011fil, vatanda\u015flar\u0131n kamu hizmetlerine olan g\u00fcvenini de zedeliyor. Yapay zek\u00e2 ve ileri analitik teknolojiler bu noktada oyunun kurallar\u0131n\u0131 de\u011fi\u015ftiriyor; kamu kurumlar\u0131na daha h\u0131zl\u0131 karar alma, riskleri \u00f6nceden g\u00f6rme ve kaynaklar\u0131 daha verimli kullanma imk\u00e2n\u0131 sunuyor.<br>&nbsp;Bu d\u00f6n\u00fc\u015f\u00fcm\u00fcn en belirgin hissedildi\u011fi alanlardan biri ise sa\u011fl\u0131k sekt\u00f6r\u00fc. Her y\u0131l milyarlarca dolarl\u0131k kayba neden olan hatal\u0131 ve sahte talepler, SAS\u2019\u0131n sundu\u011fu yapay zek\u00e2 destekli geli\u015fmi\u015f analitik \u00e7\u00f6z\u00fcmlerle erken a\u015famada tespit edilebiliyor. SAS\u2019\u0131n sundu\u011fu sosyal a\u011f analizi, makine \u00f6\u011frenimi ve kurumsal veri y\u00f6netimi gibi teknolojiler, yaln\u0131zca doland\u0131r\u0131c\u0131l\u0131\u011f\u0131 \u00f6nlemekle kalm\u0131yor; kamu kurumlar\u0131n\u0131n operasyonel verimlili\u011fini art\u0131r\u0131yor, maliyetleri d\u00fc\u015f\u00fcr\u00fcyor ve vatanda\u015flar\u0131n ihtiya\u00e7 duydu\u011fu sa\u011fl\u0131k hizmetlerine daha adil ve g\u00fcvenilir eri\u015fimini destekliyor. Bu sayede hem devlet hem vatanda\u015f i\u00e7in ger\u00e7ek, \u00f6l\u00e7\u00fclebilir bir katma de\u011fer yarat\u0131yoruz. SAS olarak bu ba\u015far\u0131y\u0131, sa\u011fl\u0131k ve kamu sekt\u00f6r\u00fcnde onlarca \u00fclkede y\u00fcr\u00fctt\u00fc\u011f\u00fcm\u00fcz projelerden edindi\u011fimiz k\u00fcresel deneyimle destekliyoruz.\u201d<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Coleman Parkes ve SAS taraf\u0131ndan yap\u0131lan yeni bir ara\u015ft\u0131rmaya g\u00f6re, karma\u015f\u0131k suistimal sald\u0131r\u0131lar\u0131, g\u00fc\u00e7l\u00fc yapay zek\u00e2 yat\u0131r\u0131mlar\u0131yla a\u015f\u0131labilir. Yapay zek\u00e2 teknolojilerini suistimal etmeye \u00e7al\u0131\u015fan doland\u0131r\u0131c\u0131lar,&hellip;<\/p>\n","protected":false},"author":6,"featured_media":2130,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[28],"tags":[],"class_list":["post-2129","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-arastirma"],"_links":{"self":[{"href":"https:\/\/www.mallandmotto.com\/index.php\/wp-json\/wp\/v2\/posts\/2129","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.mallandmotto.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.mallandmotto.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.mallandmotto.com\/index.php\/wp-json\/wp\/v2\/users\/6"}],"replies":[{"embeddable":true,"href":"https:\/\/www.mallandmotto.com\/index.php\/wp-json\/wp\/v2\/comments?post=2129"}],"version-history":[{"count":1,"href":"https:\/\/www.mallandmotto.com\/index.php\/wp-json\/wp\/v2\/posts\/2129\/revisions"}],"predecessor-version":[{"id":2131,"href":"https:\/\/www.mallandmotto.com\/index.php\/wp-json\/wp\/v2\/posts\/2129\/revisions\/2131"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.mallandmotto.com\/index.php\/wp-json\/wp\/v2\/media\/2130"}],"wp:attachment":[{"href":"https:\/\/www.mallandmotto.com\/index.php\/wp-json\/wp\/v2\/media?parent=2129"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.mallandmotto.com\/index.php\/wp-json\/wp\/v2\/categories?post=2129"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.mallandmotto.com\/index.php\/wp-json\/wp\/v2\/tags?post=2129"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}