{"id":2308,"date":"2026-04-01T09:12:56","date_gmt":"2026-04-01T06:12:56","guid":{"rendered":"https:\/\/www.gultekinaltuntas.com\/?p=2308"},"modified":"2026-07-02T20:18:53","modified_gmt":"2026-07-02T17:18:53","slug":"yapay-zeka-ikyi-donusturuyor-ama-insan-nereye-gidiyor","status":"publish","type":"post","link":"https:\/\/www.gultekinaltuntas.com\/?p=2308","title":{"rendered":"Yapay Zeka \u0130K\u2019y\u0131 D\u00f6n\u00fc\u015ft\u00fcr\u00fcyor\u2026 Ama \u0130nsan Nereye Gidiyor?"},"content":{"rendered":"\n<p style=\"text-align: justify;\"><strong>(\u00dcretken Yapay Zeka \u00c7a\u011f\u0131nda \u0130nsan Kaynaklar\u0131n\u0131n G\u00f6r\u00fcnmeyen Riski)<\/strong><\/p>\n<p style=\"text-align: justify;\">S\u0131rada bir ba\u015fka \u00e7al\u0131\u015fmam\u0131z var: De\u011ferli doktora \u00f6\u011frencim <strong><i>Yelda \u0130nan\u00e7<\/i><\/strong> ve k\u0131ymetli meslekta\u015f\u0131m<strong><i> Do\u00e7. Dr. \u0130lknur \u00c7evik-Tekin<\/i><\/strong>&#8216;le birlikte yapt\u0131\u011f\u0131m\u0131z ve bir s\u00fcre \u00f6nce yay\u0131nlanan kitap b\u00f6l\u00fcm\u00fc.<\/p> \n<p style=\"text-align: justify;\">\u0130nsan kaynaklar\u0131 y\u00f6netimi uzun s\u00fcredir d\u00f6n\u00fc\u015f\u00fcyor.<\/p>\n<p style=\"text-align: justify;\">Ama ilk kez bu kadar h\u0131zl\u0131,<\/p>\n<p style=\"text-align: justify;\">bu kadar derin,<\/p>\n<p style=\"text-align: justify;\">ve bu kadar sorgulanmadan&#8230;<\/p>\n<p style=\"text-align: justify;\">Yapay zeka art\u0131k \u0130K s\u00fcre\u00e7lerine entegre oluyor:<\/p>\n<ul>\n<ul>\n<li style=\"text-align: justify;\">\u0130\u015fe al\u0131m,<\/li>\n<li style=\"text-align: justify;\">Performans y\u00f6netimi,<\/li>\n<li style=\"text-align: justify;\">E\u011fitim ve geli\u015fim ve<\/li>\n<li style=\"text-align: justify;\">\u00c7al\u0131\u015fan ba\u011fl\u0131l\u0131\u011f\u0131.<\/li>\n<\/ul>\n<\/ul>\n<p style=\"text-align: justify;\">Ve sistem \u015funu s\u00f6yl\u00fcyor:<\/p>\n<blockquote><p style=\"text-align: justify;\"><strong>Daha verimliyiz.<\/strong><\/p><\/blockquote>\n<p style=\"text-align: justify;\">Ama kritik soru \u015fu:<\/p>\n<blockquote><p style=\"text-align: justify;\"><strong>Daha iyi miyiz?<\/strong><\/p><\/blockquote>\n<p style=\"text-align: justify;\"><strong>Verimlilik Art\u0131yor, Karar Kalitesi Ne Oluyor?<\/strong><\/p>\n<p style=\"text-align: justify;\">Yapay zeka i\u015fe al\u0131m s\u00fcre\u00e7lerini h\u0131zland\u0131r\u0131yor.<\/p>\n<ul>\n<ul>\n<li style=\"text-align: justify;\">Adaylar daha h\u0131zl\u0131 eleniyor,<\/li>\n<li style=\"text-align: justify;\">S\u00fcre\u00e7ler otomatikle\u015fiyor ve<\/li>\n<li style=\"text-align: justify;\">Chatbotlar aday deneyimini iyile\u015ftiriyor.<\/li>\n<\/ul>\n<\/ul>\n<p style=\"text-align: justify;\">Ama \u015fu soru \u00e7o\u011fu zaman sorulmuyor:<\/p>\n<blockquote><p style=\"text-align: justify;\"><strong>Do\u011fru aday\u0131 m\u0131 se\u00e7iyoruz?<\/strong><\/p>\n<p style=\"text-align: justify;\"><strong>Yoksa yaln\u0131zca daha h\u0131zl\u0131 m\u0131 eliyoruz?<\/strong><\/p><\/blockquote>\n<p style=\"text-align: justify;\">Algoritmalar \u00f6nyarg\u0131y\u0131 azaltma potansiyeline sahip.<\/p>\n<p style=\"text-align: justify;\">Ama ayn\u0131 zamanda \u015fu riski ta\u015f\u0131r:<\/p>\n<p style=\"text-align: justify;\"><strong><i>Mevcut \u00f6nyarg\u0131lar\u0131 \u00f6l\u00e7eklendirmek.<\/i><\/strong><\/p>\n<p style=\"text-align: justify;\"><strong>Performans Y\u00f6netimi: Daha Fazla Veri, Daha Az Anlam m\u0131?<\/strong><\/p>\n<p style=\"text-align: justify;\">Geleneksel performans sistemleri yerini ger\u00e7ek zamanl\u0131 geri bildirimlere b\u0131rak\u0131yor.<\/p>\n<p style=\"text-align: justify;\">Veri art\u0131yor.<\/p>\n<p style=\"text-align: justify;\">\u00d6l\u00e7\u00fcm art\u0131yor.<\/p>\n<p style=\"text-align: justify;\">\u0130\u00e7g\u00f6r\u00fc \u00fcretildi\u011fi varsay\u0131l\u0131yor.<\/p>\n<p style=\"text-align: justify;\">Ama daha \u00f6nce de de\u011findi\u011fim \u00f6nemli bir \u015fey var:<\/p>\n<blockquote><p style=\"text-align: justify;\"><strong>\u00d6l\u00e7mek, anlamak de\u011fildir.<\/strong><\/p><\/blockquote>\n<p style=\"text-align: justify;\">E\u011fer sistem yanl\u0131\u015f \u015feyi \u00f6l\u00e7\u00fcyorsa, yapay zek\u00e2 o yanl\u0131\u015f\u0131 m\u00fckemmelle\u015ftirir.<\/p>\n<p style=\"text-align: justify;\">Ve i\u015fletme \u015funu zanneder:<\/p>\n<blockquote><p style=\"text-align: justify;\"><strong>Daha objektifiz.<\/strong><\/p><\/blockquote>\n<p style=\"text-align: justify;\"><strong>Ki\u015fiselle\u015ftirme: Geli\u015fim mi, Y\u00f6nlendirme mi?<\/strong><\/p>\n<p style=\"text-align: justify;\">\u00dcretken yapay zek\u00e2 \u00e7al\u0131\u015fanlara \u00f6zel \u00f6\u011frenme yollar\u0131 sunuyor.<\/p>\n<p style=\"text-align: justify;\">Upskilling.<\/p>\n<p style=\"text-align: justify;\">Reskilling.<\/p>\n<p style=\"text-align: justify;\">S\u00fcrekli geli\u015fim.<\/p>\n<p style=\"text-align: justify;\">Hepsi do\u011fru kavramlar.<\/p>\n<p style=\"text-align: justify;\">Hi\u00e7 itiraz\u0131m yok ama kritik soru \u015fu:<\/p>\n<blockquote><p style=\"text-align: justify;\"><strong>Bu sistemler \u00e7al\u0131\u015fan\u0131 m\u0131 geli\u015ftiriyor?<\/strong><\/p>\n<p style=\"text-align: justify;\"><strong>Yoksa i\u015fletmelerin ihtiyac\u0131na g\u00f6re mi \u015fekillendiriyor?<\/strong><\/p><\/blockquote>\n<p style=\"text-align: justify;\">\u00c7\u00fcnk\u00fc ki\u015fiselle\u015ftirme her zaman \u00f6zg\u00fcrl\u00fck de\u011fildir.<\/p>\n<p style=\"text-align: justify;\">Bazen sadece daha sofistike bir y\u00f6nlendirmedir.<\/p>\n<p style=\"text-align: justify;\"><strong>\u00c7al\u0131\u015fan Ba\u011fl\u0131l\u0131\u011f\u0131: \u00d6l\u00e7\u00fclen Duygu Ger\u00e7ek midir?<\/strong><\/p>\n<p style=\"text-align: justify;\">Duygu analizi ara\u00e7lar\u0131,<\/p>\n<ul>\n<ul>\n<li style=\"text-align: justify;\">\u00c7al\u0131\u015fan geri bildirimlerini analiz ediyor,<\/li>\n<li style=\"text-align: justify;\">Ba\u011fl\u0131l\u0131k seviyelerini \u00f6l\u00e7\u00fcyor ve<\/li>\n<li style=\"text-align: justify;\">Ayr\u0131lma riskini tahmin ediyor.<\/li>\n<\/ul>\n<\/ul>\n<p style=\"text-align: justify;\">Ama \u015fu soruyu sormadan bu sistemlere g\u00fcvenmek risklidir:<\/p>\n<blockquote><p style=\"text-align: justify;\"><strong>\u00d6l\u00e7\u00fclen duygu, ya\u015fanan duygu mudur?<\/strong><\/p><\/blockquote>\n<p style=\"text-align: justify;\">\u0130nsan davran\u0131\u015f\u0131 ba\u011flamdan kopar\u0131ld\u0131\u011f\u0131nda, algoritma yaln\u0131zca y\u00fczeyi okur.<\/p>\n<p style=\"text-align: justify;\">Derinli\u011fi de\u011fil.<\/p>\n<p style=\"text-align: justify;\"><strong>As\u0131l Tart\u0131\u015fma: Otomasyon mu, Art\u0131rma m\u0131?<\/strong><\/p>\n<p style=\"text-align: justify;\">Literat\u00fcr \u00f6nemli bir ayr\u0131m yap\u0131yor:<\/p>\n<ul>\n<ul>\n<li style=\"text-align: justify;\">Otomasyon \u2192 i\u015fin yerini alma ve<\/li>\n<li style=\"text-align: justify;\">Art\u0131rma \u2192 insan\u0131 g\u00fc\u00e7lendirme.<\/li>\n<\/ul>\n<\/ul>\n<p style=\"text-align: justify;\">Teoride herkes art\u0131rmadan yana.<\/p>\n<p style=\"text-align: justify;\">Pratikte ise sistemler \u00e7o\u011fu zaman otomasyona kay\u0131yor.<\/p>\n<p style=\"text-align: justify;\">\u00c7\u00fcnk\u00fc otomasyon \u00f6l\u00e7\u00fclebilir.<\/p>\n<p style=\"text-align: justify;\">Art\u0131rma ise daha karma\u015f\u0131kt\u0131r.<\/p>\n<p style=\"text-align: justify;\">Ve i\u015fletmeler genellikle \u015funu se\u00e7er:<\/p>\n<p style=\"text-align: justify;\"><strong><i>Kolay olan\u0131&#8230;<\/i><\/strong><\/p>\n<p style=\"text-align: justify;\"><strong>G\u00fcven: En Kritik Ama En Az Tasarlanan Alan<\/strong><\/p>\n<p style=\"text-align: justify;\">Yapay zekan\u0131n \u0130K\u2019ya entegrasyonu teknik bir problem de\u011fildir.<\/p>\n<p style=\"text-align: justify;\">Bir g\u00fcven problemidir.<\/p>\n<p style=\"text-align: justify;\">\u00c7al\u0131\u015fanlar \u015funlar\u0131 bilmek ister:<\/p>\n<ul>\n<ul>\n<li style=\"text-align: justify;\">Nas\u0131l de\u011ferlendiriliyorum?<\/li>\n<li style=\"text-align: justify;\">Hangi veri kullan\u0131l\u0131yor?<\/li>\n<li style=\"text-align: justify;\">Bu sistem neye g\u00f6re karar veriyor?<\/li>\n<\/ul>\n<\/ul>\n<p style=\"text-align: justify;\">E\u011fer bu sorular\u0131n cevab\u0131 yoksa, sistem ne kadar geli\u015fmi\u015f olursa olsun \u015fu sonu\u00e7 ortaya \u00e7\u0131kar:<\/p>\n<p style=\"text-align: justify;\"><strong><i>G\u00fcvensizlik&#8230;<\/i><\/strong><\/p>\n<p style=\"text-align: justify;\">Ve g\u00fcvensizlik varsa, performans s\u00fcrd\u00fcr\u00fclebilir de\u011fildir.<\/p>\n<p style=\"text-align: justify;\"><strong>Etik: Sorun De\u011fil, Tasar\u0131m Meselesi<\/strong><\/p>\n<p style=\"text-align: justify;\">Veri gizlili\u011fi, algoritmik \u00f6nyarg\u0131, teknoloji ba\u011f\u0131ml\u0131l\u0131\u011f\u0131\u2026<\/p>\n<p style=\"text-align: justify;\">Bunlar genellikle \u201crisk\u201d olarak tan\u0131mlan\u0131r.<\/p>\n<p style=\"text-align: justify;\">Ama asl\u0131nda daha temel bir sorunun sonucudur:<\/p>\n<p style=\"text-align: justify;\"><strong><i>Yanl\u0131\u015f sistem tasar\u0131m\u0131.<\/i><\/strong><\/p>\n<p style=\"text-align: justify;\">E\u011fer,<\/p>\n<ul>\n<ul>\n<li style=\"text-align: justify;\">Veri \u015feffaf de\u011filse,<\/li>\n<li style=\"text-align: justify;\">Algoritma hesap verebilir de\u011filse ve\/veya<\/li>\n<li style=\"text-align: justify;\">\u0130nsan karar\u0131 sistemden d\u0131\u015flanm\u0131\u015fsa etik sorunlar ka\u00e7\u0131n\u0131lmazd\u0131r.<\/li>\n<\/ul>\n<\/ul>\n<p style=\"text-align: justify;\"><strong>Bibliyometrik Ger\u00e7ek: \u0130lgi Art\u0131yor, Olgunluk \u0130se Tart\u0131\u015fmal\u0131<\/strong><\/p>\n<p style=\"text-align: justify;\">2017 sonras\u0131 literat\u00fcrde ciddi bir art\u0131\u015f var.<\/p>\n<p style=\"text-align: justify;\">2022\u2019de zirveye ula\u015f\u0131yor.<\/p>\n<p style=\"text-align: justify;\">ABD ve \u00c7in ba\u015f\u0131 \u00e7ekiyor.<\/p>\n<p style=\"text-align: justify;\">T\u00fcrkiye de bu alanda yer almaya ba\u015fl\u0131yor.<\/p>\n<p style=\"text-align: justify;\">Ama bu art\u0131\u015f \u015fu anlama gelmez:<\/p>\n<p style=\"text-align: justify;\"><strong><i>Anlay\u0131\u015f derinle\u015fiyor.<\/i><\/strong><\/p>\n<p style=\"text-align: justify;\">\u00c7o\u011fu zaman \u015fu anlama gelir:<\/p>\n<p style=\"text-align: justify;\"><strong><i>Konu h\u0131zla b\u00fcy\u00fcyor.<\/i><\/strong><\/p>\n<p style=\"text-align: justify;\">Ve h\u0131zl\u0131 b\u00fcy\u00fcyen her alan gibi, hen\u00fcz yeterince sorgulanm\u0131yor.<\/p>\n<p style=\"text-align: justify;\"><strong>Sonu\u00e7: Daha Ak\u0131ll\u0131 \u0130K M\u0131, Daha H\u0131zl\u0131 Yan\u0131lsama M\u0131?<\/strong><\/p>\n<p style=\"text-align: justify;\">Daha \u00f6nce de ifade etti\u011fim gibi,<\/p>\n<ul>\n<ul>\n<li style=\"text-align: justify;\">Yanl\u0131\u015f performans sistemi \u2192 yanl\u0131\u015f davran\u0131\u015fa yol a\u00e7ar,<\/li>\n<li style=\"text-align: justify;\">Yanl\u0131\u015f \u00f6d\u00fcl sistemi \u2192 yanl\u0131\u015f\u0131 te\u015fvik eder ve<\/li>\n<li style=\"text-align: justify;\">Yanl\u0131\u015f tasar\u0131m \u2192 do\u011fru sonu\u00e7 \u00fcretmez.<\/li>\n<\/ul>\n<\/ul>\n<p style=\"text-align: justify;\">Ayn\u0131 \u015fey burada da ge\u00e7erli:<\/p>\n<blockquote><p style=\"text-align: justify;\"><strong>Yapay zeka, do\u011fru sistemi g\u00fc\u00e7lendirir.<\/strong><\/p>\n<p style=\"text-align: justify;\"><strong>Yanl\u0131\u015f sistemi h\u0131zland\u0131r\u0131r.<\/strong><\/p><\/blockquote>\n<p style=\"text-align: justify;\">\u0130K\u2019n\u0131n gelece\u011fi teknolojiyle de\u011fil, <strong><i>tasar\u0131mla<\/i><\/strong> belirlenecek.<\/p>\n<p style=\"text-align: justify;\">Belki de as\u0131l soru \u015fudur:<\/p>\n<blockquote><p style=\"text-align: justify;\"><strong>Yapay zekay\u0131 insan\u0131 anlamak i\u00e7in mi kullan\u0131yoruz?<\/strong><\/p>\n<p style=\"text-align: justify;\"><strong>Yoksa insan\u0131 \u00f6l\u00e7\u00fclebilir hale getirmek i\u00e7in mi?<\/strong><\/p><\/blockquote>\n<p style=\"text-align: justify;\">Bir d\u00fc\u015f\u00fcn\u00fcn derim&#8230;<\/p>\n<p style=\"text-align: justify;\">Bir sonraki yaz\u0131mda g\u00f6r\u00fc\u015fmek \u00fczere.<\/p>\n<p style=\"text-align: justify;\"><strong>Kaynak\u00e7a<\/strong><\/p>\n<ul>\n<ul>\n<li style=\"text-align: justify;\">Altunta\u015f, G., Inanc, Y., and Cevik-Tekin, I. (2025). A bibliometric review on the use of artificial intelligence in human resources management (\u0130nsan kaynaklar\u0131 y\u00f6netiminde yapay zek\u00e2 kullan\u0131m\u0131na ili\u015fkin bibliyometrik bir inceleme). A. Ara (Ed.) Human resource management in the age of generative AI in (pp. 1-46). IGI Global.<\/li>\n<\/ul>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>(\u00dcretken Yapay Zeka \u00c7a\u011f\u0131nda \u0130nsan Kaynaklar\u0131n\u0131n G\u00f6r\u00fcnmeyen Riski) S\u0131rada bir ba\u015fka \u00e7al\u0131\u015fmam\u0131z var: De\u011ferli doktora \u00f6\u011frencim Yelda \u0130nan\u00e7 ve k\u0131ymetli meslekta\u015f\u0131m Do\u00e7. Dr. \u0130lknur \u00c7evik-Tekin&#8216;le birlikte yapt\u0131\u011f\u0131m\u0131z ve bir s\u00fcre \u00f6nce yay\u0131nlanan kitap b\u00f6l\u00fcm\u00fc. \u0130nsan kaynaklar\u0131 y\u00f6netimi uzun s\u00fcredir d\u00f6n\u00fc\u015f\u00fcyor. Ama ilk kez bu kadar h\u0131zl\u0131, bu kadar derin, ve bu kadar sorgulanmadan&#8230; Yapay zeka<\/p>\n","protected":false},"author":1,"featured_media":2341,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"advanced_seo_description":"","jetpack_seo_html_title":"","jetpack_seo_noindex":false,"jetpack_seo_schema_type":"","_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_hide_featured_image":false,"_jetpack_featured_image_duplicate_dismissed":0,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2},"jetpack_post_was_ever_published":false},"categories":[153,1,622],"tags":[659,543,466,490,658,655,54,509,667,661,665,583,42,489,646,660,497,663,666,662,654,657,656,435],"class_list":["post-2308","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blogum","category-duyuru","category-yayin","tag-algoritmik-onyargi","tag-calisan-bagliligi","tag-calisan-deneyimi","tag-dijital-donusum","tag-etik-yapay-zeka","tag-ik-donusumu","tag-insan-kaynaklari","tag-insan-odakli-yonetim","tag-is-gucu-analitigi","tag-is-gucu-donusumu","tag-ise-alim-surecleri","tag-karar-verme-surecleri","tag-kurumsal-strateji","tag-organizasyonel-davranis","tag-organizasyonel-performans","tag-otomasyon","tag-performans-yonetimi","tag-reskilling","tag-teknoloji-yonetimi","tag-upskilling","tag-uretken-yapay-zeka","tag-veri-gizliligi","tag-veri-temelli-yonetim","tag-yapay-zeka"],"jetpack_publicize_connections":[],"jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/p5nO7q-Be","jetpack-related-posts":[],"amp_enabled":true,"jetpack_featured_media_url":"https:\/\/i0.wp.com\/www.gultekinaltuntas.com\/wp-content\/uploads\/2026\/03\/image-9.png?fit=1024%2C768&ssl=1","_links":{"self":[{"href":"https:\/\/www.gultekinaltuntas.com\/index.php?rest_route=\/wp\/v2\/posts\/2308","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.gultekinaltuntas.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.gultekinaltuntas.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.gultekinaltuntas.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.gultekinaltuntas.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=2308"}],"version-history":[{"count":35,"href":"https:\/\/www.gultekinaltuntas.com\/index.php?rest_route=\/wp\/v2\/posts\/2308\/revisions"}],"predecessor-version":[{"id":2895,"href":"https:\/\/www.gultekinaltuntas.com\/index.php?rest_route=\/wp\/v2\/posts\/2308\/revisions\/2895"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.gultekinaltuntas.com\/index.php?rest_route=\/wp\/v2\/media\/2341"}],"wp:attachment":[{"href":"https:\/\/www.gultekinaltuntas.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=2308"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.gultekinaltuntas.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=2308"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.gultekinaltuntas.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=2308"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}