{"id":22391,"date":"2025-05-28T10:15:14","date_gmt":"2025-05-28T07:15:14","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/iliskilendirmeyi-anlamanin-yenilikci-bir-yolu-mu\/"},"modified":"2025-05-28T10:15:14","modified_gmt":"2025-05-28T07:15:14","slug":"iliskilendirmeyi-anlamanin-yenilikci-bir-yolu-mu","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/iliskilendirmeyi-anlamanin-yenilikci-bir-yolu-mu\/","title":{"rendered":"\u0130li\u015fkilendirmeyi Anlaman\u0131n Yenilik\u00e7i Bir Yolu mu?"},"content":{"rendered":"<p><body><\/p>\n<p>\u0130li\u015fkilendirmeyi Anlaman\u0131n Yenilik\u00e7i Bir Yolu mu?<\/p>\n<p>Veri analizi d\u00fcnyas\u0131nda s\u0131k\u00e7a kar\u015f\u0131la\u015ft\u0131\u011f\u0131m\u0131z bir kavram olan &#8220;ili\u015fkilendirme&#8221;,  \u00e7o\u011fu zaman yanl\u0131\u015f anla\u015f\u0131lmalara yol a\u00e7abiliyor.  \u00d6zellikle nedensellik ile kar\u0131\u015ft\u0131r\u0131lmas\u0131, hatal\u0131 sonu\u00e7lara ve yanl\u0131\u015f yorumlamalara neden oluyor. Bu makalede, dev.to&#8217;daki  <a href=\"https:\/\/dev.to\/esproc_spl\/is-this-a-refreshing-way-to-understand-association-3cpj\" target=\"_blank\">orijinal makaleyi temel alarak<\/a>,  ili\u015fkilendirmeyi daha net bir \u015fekilde anlamak i\u00e7in farkl\u0131 bir bak\u0131\u015f a\u00e7\u0131s\u0131 sunaca\u011f\u0131z.  \u00d6ncelikle,  ili\u015fkilendirmenin ne oldu\u011funu ve nedensellikten nas\u0131l ayr\u0131ld\u0131\u011f\u0131n\u0131 a\u00e7\u0131klayal\u0131m. Sonras\u0131nda ise, bu ayr\u0131m\u0131 daha iyi kavramak i\u00e7in  pratik \u00f6rnekler verece\u011fiz.<\/p>\n<p>\u0130li\u015fkilendirme, iki veya daha fazla de\u011fi\u015fken aras\u0131nda g\u00f6zlemlenebilir bir ba\u011flant\u0131n\u0131n varl\u0131\u011f\u0131n\u0131 ifade eder.  Ba\u015fka bir deyi\u015fle, de\u011fi\u015fkenler aras\u0131nda bir birliktelik s\u00f6z konusudur.  Ancak bu birliktelik, bir de\u011fi\u015fkenin di\u011ferini do\u011frudan etkiledi\u011fi anlam\u0131na gelmez.  \u00d6rne\u011fin, dondurma sat\u0131\u015flar\u0131 ile bo\u011fulma vakalar\u0131 aras\u0131nda pozitif bir ili\u015fki olabilir.  Bu, dondurman\u0131n bo\u011fulmaya neden oldu\u011fu anlam\u0131na gelmez; her ikisi de s\u0131cak hava ile ili\u015fkilidir.  Bu \u00f6rnek,  ili\u015fkilendirme ile nedensellik aras\u0131ndaki \u00f6nemli fark\u0131 vurgular.<\/p>\n<p>Peki, bu ayr\u0131m\u0131 nas\u0131l daha iyi anlayabiliriz?  \u0130\u015fte birka\u00e7 \u00f6nemli nokta:<\/p>\n<ul>\n<li><strong>Nedensellik, bir de\u011fi\u015fkenin di\u011ferini do\u011frudan etkiledi\u011fini g\u00f6sterir.<\/strong>  \u00d6rne\u011fin, sigara i\u00e7menin akci\u011fer kanserine neden oldu\u011fu bilimsel olarak kan\u0131tlanm\u0131\u015ft\u0131r.<\/li>\n<li><strong>\u0130li\u015fkilendirme ise sadece bir birlikteli\u011fi g\u00f6sterir, nedenselli\u011fi de\u011fil.<\/strong>  Dondurma sat\u0131\u015flar\u0131 ve bo\u011fulma vakalar\u0131 \u00f6rne\u011finde oldu\u011fu gibi, birliktelik ba\u015fka bir fakt\u00f6rden kaynaklanabilir.<\/li>\n<li><strong>G\u00fc\u00e7l\u00fc bir ili\u015fki, mutlaka nedensellik anlam\u0131na gelmez.<\/strong>  \u0130ki de\u011fi\u015fken aras\u0131nda g\u00fc\u00e7l\u00fc bir ili\u015fki olsa bile, bu ili\u015fkinin nedensel olup olmad\u0131\u011f\u0131n\u0131 belirlemek i\u00e7in daha fazla ara\u015ft\u0131rma yap\u0131lmas\u0131 gerekir.<\/li>\n<\/ul>\n<p>Bu konuyu daha da derinle\u015ftirmek i\u00e7in,  birbirine ba\u011fl\u0131 fakat birbirini do\u011frudan etkilemeyen birka\u00e7 de\u011fi\u015fken daha ele alal\u0131m.  \u00d6rne\u011fin,  sosyal medya kullan\u0131m\u0131 ile mutluluk d\u00fczeyi aras\u0131nda bir ili\u015fki bulunabilir. Ancak bu ili\u015fki karma\u015f\u0131kt\u0131r. Sosyal medya, baz\u0131 insanlar i\u00e7in sosyalle\u015fme ve ba\u011flant\u0131 kurma imkan\u0131 sa\u011flarken, di\u011ferleri i\u00e7in yaln\u0131zl\u0131k ve k\u0131yaslama duygular\u0131na neden olabilir. Bu nedenle,  sosyal medya kullan\u0131m\u0131 ile mutluluk d\u00fczeyi aras\u0131ndaki ili\u015fkiyi a\u00e7\u0131klamak i\u00e7in sadece ili\u015fkilendirmeye bakmak yeterli de\u011fildir.  Daha derinlemesine bir ara\u015ft\u0131rma ve analiz gereklidir.<\/p>\n<p>Sonu\u00e7 olarak,  ili\u015fkilendirmeyi anlamak, veri analizi s\u00fcrecinde b\u00fcy\u00fck \u00f6nem ta\u015f\u0131r.  \u0130li\u015fkilendirme ile nedenselli\u011fi birbirinden ay\u0131rmak, do\u011fru yorumlamalar yapmam\u0131z\u0131 ve yanl\u0131\u015f sonu\u00e7lardan ka\u00e7\u0131nmam\u0131z\u0131 sa\u011flar.  Bu nedenle,  ili\u015fkilendirmeyi sadece bir birliktelik olarak g\u00f6rmek ve nedensellik iddialar\u0131ndan ka\u00e7\u0131nmak \u00f6nemlidir.  Daha fazla bilgi i\u00e7in,  veri analizi ve istatistik konular\u0131nda uzmanla\u015fm\u0131\u015f <a href=\"https:\/\/fatihsoysal.com\" target=\"_blank\">web sitemi<\/a> ziyaret edebilirsiniz.<\/p>\n<h2>\u00d6zet<\/h2>\n<p>Bu makalede, ili\u015fkilendirme ve nedensellik aras\u0131ndaki fark\u0131 vurgulayarak, bu kavramlar\u0131 daha iyi anlamak i\u00e7in bir \u00e7er\u00e7eve sunduk.  \u0130li\u015fkilendirmenin,  de\u011fi\u015fkenler aras\u0131ndaki bir birlikteli\u011fi g\u00f6sterdi\u011fini, ancak bunun nedensellik anlam\u0131na gelmedi\u011fini hat\u0131rlatarak, yanl\u0131\u015f yorumlamalar\u0131n \u00f6n\u00fcne ge\u00e7meyi hedefledik.  \u00d6rnekler ve a\u00e7\u0131klamalar ile konuyu daha anla\u015f\u0131l\u0131r hale getirmeye \u00e7al\u0131\u015ft\u0131k.<\/p>\n<p>#Etiketler: ili\u015fkilendirme, korelasyon, nedensellik, istatistik, veri analizi, Fatih Soysal, veri bilimi,  ili\u015fki, nedensellik yan\u0131lg\u0131s\u0131<\/p>\n<p><\/body><br \/>\n<\/html><\/p>\n","protected":false},"excerpt":{"rendered":"\u0130li\u015fkilendirmeyi Anlaman\u0131n Yenilik\u00e7i Bir Yolu mu? Veri analizi d\u00fcnyas\u0131nda s\u0131k\u00e7a kar\u015f\u0131la\u015ft\u0131\u011f\u0131m\u0131z bir kavram olan &#8220;ili\u015fkilendirme&#8221;, \u00e7o\u011fu zaman yanl\u0131\u015f&hellip;","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"csco_page_header_type":"","csco_page_load_nextpost":"","csco_page_subscribe_form":"","csco_page_contact_form":"","footnotes":""},"categories":[1],"tags":[],"class_list":{"0":"post-22391","1":"post","2":"type-post","3":"status-publish","4":"format-standard","6":"category-genel","7":"cs-entry","8":"cs-video-wrap"},"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v20.5 (Yoast SEO v25.3.1) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u0130li\u015fkilendirmeyi Anlaman\u0131n Yenilik\u00e7i Bir Yolu mu?<\/title>\n<meta name=\"description\" content=\"Veri analizi d\u00fcnyas\u0131nda s\u0131k\u00e7a kar\u015f\u0131la\u015ft\u0131\u011f\u0131m\u0131z bir kavram olan &quot;ili\u015fkilendirme&quot;, \u00e7o\u011fu zaman yanl\u0131\u015f anla\u015f\u0131lmalara yol a\u00e7abiliyor. \u00d6zellikle nedensellik ile kar\u0131\u015ft\u0131r\u0131lmas\u0131, hatal\u0131 sonu\u00e7lara ve yanl\u0131\u015f yorumlamalara neden oluyor. Bu makalede, dev.to&#039;daki orijinal makaleyi temel alarak, ili\u015fkilendirmeyi daha net bir \u015fekilde anlamak i\u00e7in farkl\u0131 bir bak\u0131\u015f a\u00e7\u0131s\u0131 sunaca\u011f\u0131z. \u00d6ncelikle, ili\u015fkilendirmenin ne oldu\u011funu ve nedensellikten nas\u0131l ayr\u0131ld\u0131\u011f\u0131n\u0131 a\u00e7\u0131klayal\u0131m. Sonras\u0131nda ise, bu ayr\u0131m\u0131 daha iyi kavramak i\u00e7in pratik \u00f6rnekler verece\u011fiz.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/fatihsoysal.com\/blog\/iliskilendirmeyi-anlamanin-yenilikci-bir-yolu-mu\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u0130li\u015fkilendirmeyi Anlaman\u0131n Yenilik\u00e7i Bir Yolu mu?\" \/>\n<meta property=\"og:description\" content=\"Veri analizi d\u00fcnyas\u0131nda s\u0131k\u00e7a kar\u015f\u0131la\u015ft\u0131\u011f\u0131m\u0131z bir kavram olan &quot;ili\u015fkilendirme&quot;, \u00e7o\u011fu zaman yanl\u0131\u015f anla\u015f\u0131lmalara yol a\u00e7abiliyor. \u00d6zellikle nedensellik ile kar\u0131\u015ft\u0131r\u0131lmas\u0131, hatal\u0131 sonu\u00e7lara ve yanl\u0131\u015f yorumlamalara neden oluyor. Bu makalede, dev.to&#039;daki orijinal makaleyi temel alarak, ili\u015fkilendirmeyi daha net bir \u015fekilde anlamak i\u00e7in farkl\u0131 bir bak\u0131\u015f a\u00e7\u0131s\u0131 sunaca\u011f\u0131z. \u00d6ncelikle, ili\u015fkilendirmenin ne oldu\u011funu ve nedensellikten nas\u0131l ayr\u0131ld\u0131\u011f\u0131n\u0131 a\u00e7\u0131klayal\u0131m. Sonras\u0131nda ise, bu ayr\u0131m\u0131 daha iyi kavramak i\u00e7in pratik \u00f6rnekler verece\u011fiz.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/fatihsoysal.com\/blog\/iliskilendirmeyi-anlamanin-yenilikci-bir-yolu-mu\/\" \/>\n<meta property=\"og:site_name\" content=\"Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" \/>\n<meta property=\"article:published_time\" content=\"2025-05-28T07:15:14+00:00\" \/>\n<meta name=\"author\" content=\"Fatih Soysal\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Yazan:\" \/>\n\t<meta name=\"twitter:data1\" content=\"Fatih Soysal\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tahmini okuma s\u00fcresi\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 dakika\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/iliskilendirmeyi-anlamanin-yenilikci-bir-yolu-mu\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/iliskilendirmeyi-anlamanin-yenilikci-bir-yolu-mu\/\"},\"author\":{\"name\":\"Fatih Soysal\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"headline\":\"\u0130li\u015fkilendirmeyi Anlaman\u0131n Yenilik\u00e7i Bir Yolu mu?\",\"datePublished\":\"2025-05-28T07:15:14+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/iliskilendirmeyi-anlamanin-yenilikci-bir-yolu-mu\/\"},\"wordCount\":597,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/iliskilendirmeyi-anlamanin-yenilikci-bir-yolu-mu\/#respond\"]}],\"copyrightYear\":\"2025\",\"copyrightHolder\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/iliskilendirmeyi-anlamanin-yenilikci-bir-yolu-mu\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/iliskilendirmeyi-anlamanin-yenilikci-bir-yolu-mu\/\",\"name\":\"\u0130li\u015fkilendirmeyi Anlaman\u0131n Yenilik\u00e7i Bir Yolu mu?\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\"},\"datePublished\":\"2025-05-28T07:15:14+00:00\",\"description\":\"Veri analizi d\u00fcnyas\u0131nda s\u0131k\u00e7a kar\u015f\u0131la\u015ft\u0131\u011f\u0131m\u0131z bir kavram olan \\\"ili\u015fkilendirme\\\", \u00e7o\u011fu zaman yanl\u0131\u015f anla\u015f\u0131lmalara yol a\u00e7abiliyor. \u00d6zellikle nedensellik ile kar\u0131\u015ft\u0131r\u0131lmas\u0131, hatal\u0131 sonu\u00e7lara ve yanl\u0131\u015f yorumlamalara neden oluyor. 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Sonras\u0131nda ise, bu ayr\u0131m\u0131 daha iyi kavramak i\u00e7in pratik \u00f6rnekler verece\u011fiz.\",\"breadcrumb\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/iliskilendirmeyi-anlamanin-yenilikci-bir-yolu-mu\/#breadcrumb\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/iliskilendirmeyi-anlamanin-yenilikci-bir-yolu-mu\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/iliskilendirmeyi-anlamanin-yenilikci-bir-yolu-mu\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Anasayfa\",\"item\":\"https:\/\/fatihsoysal.com\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u0130li\u015fkilendirmeyi Anlaman\u0131n Yenilik\u00e7i Bir Yolu mu?\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/\",\"name\":\"Fatihsoysal.com\",\"description\":\"Blog - Yaz\u0131l\u0131m D\u00fcnyas\u0131 Tecr\u00fcbelerim\",\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/fatihsoysal.com\/blog\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"tr\"},{\"@type\":[\"Person\",\"Organization\"],\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\",\"name\":\"Fatih Soysal\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"tr\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/wp-content\/uploads\/2024\/04\/cropped-replicate-prediction-3kgg1hgjn5rgp0cf0p5tr0jw7w-1.png\",\"contentUrl\":\"https:\/\/fatihsoysal.com\/blog\/wp-content\/uploads\/2024\/04\/cropped-replicate-prediction-3kgg1hgjn5rgp0cf0p5tr0jw7w-1.png\",\"width\":512,\"height\":512,\"caption\":\"Fatih Soysal\"},\"logo\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/image\/\"},\"description\":\"Kullan\u0131m ve kodlama m\u00fckemmeliyetini odak alan uygulamalar olu\u015fturma deneyimine sahip, profesyonel olarak 15+ y\u0131l \u00fczeri deneyime sahip bir yaz\u0131l\u0131m m\u00fchendisi.\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/author\/fatihsoysal\/\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"\u0130li\u015fkilendirmeyi Anlaman\u0131n Yenilik\u00e7i Bir Yolu mu?","description":"Veri analizi d\u00fcnyas\u0131nda s\u0131k\u00e7a kar\u015f\u0131la\u015ft\u0131\u011f\u0131m\u0131z bir kavram olan \"ili\u015fkilendirme\", \u00e7o\u011fu zaman yanl\u0131\u015f anla\u015f\u0131lmalara yol a\u00e7abiliyor. \u00d6zellikle nedensellik ile kar\u0131\u015ft\u0131r\u0131lmas\u0131, hatal\u0131 sonu\u00e7lara ve yanl\u0131\u015f yorumlamalara neden oluyor. Bu makalede, dev.to'daki orijinal makaleyi temel alarak, ili\u015fkilendirmeyi daha net bir \u015fekilde anlamak i\u00e7in farkl\u0131 bir bak\u0131\u015f a\u00e7\u0131s\u0131 sunaca\u011f\u0131z. \u00d6ncelikle, ili\u015fkilendirmenin ne oldu\u011funu ve nedensellikten nas\u0131l ayr\u0131ld\u0131\u011f\u0131n\u0131 a\u00e7\u0131klayal\u0131m. Sonras\u0131nda ise, bu ayr\u0131m\u0131 daha iyi kavramak i\u00e7in pratik \u00f6rnekler verece\u011fiz.","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:\/\/fatihsoysal.com\/blog\/iliskilendirmeyi-anlamanin-yenilikci-bir-yolu-mu\/","og_locale":"tr_TR","og_type":"article","og_title":"\u0130li\u015fkilendirmeyi Anlaman\u0131n Yenilik\u00e7i Bir Yolu mu?","og_description":"Veri analizi d\u00fcnyas\u0131nda s\u0131k\u00e7a kar\u015f\u0131la\u015ft\u0131\u011f\u0131m\u0131z bir kavram olan \"ili\u015fkilendirme\", \u00e7o\u011fu zaman yanl\u0131\u015f anla\u015f\u0131lmalara yol a\u00e7abiliyor. \u00d6zellikle nedensellik ile kar\u0131\u015ft\u0131r\u0131lmas\u0131, hatal\u0131 sonu\u00e7lara ve yanl\u0131\u015f yorumlamalara neden oluyor. 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