{"id":23723,"date":"2025-06-11T11:00:12","date_gmt":"2025-06-11T08:00:12","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/excel-ile-gercek-dunya-veri-analizinde-kullanim\/"},"modified":"2025-06-11T11:00:12","modified_gmt":"2025-06-11T08:00:12","slug":"excel-ile-gercek-dunya-veri-analizinde-kullanim","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/excel-ile-gercek-dunya-veri-analizinde-kullanim\/","title":{"rendered":"Excel ile Ger\u00e7ek D\u00fcnya Veri Analizinde Kullan\u0131m"},"content":{"rendered":"<p>Excel ile Ger\u00e7ek D\u00fcnya Veri Analizinde Kullan\u0131m<\/p>\n<p>Merhaba, Fatih Soysal burada.  Bu makalede, Excel&#8217;in ger\u00e7ek d\u00fcnya veri analizindeki g\u00fcc\u00fcn\u00fc ve \u00e7e\u015fitli kullan\u0131m alanlar\u0131n\u0131 detayl\u0131 bir \u015fekilde ele alaca\u011f\u0131z.  Excel, yayg\u0131n olarak kullan\u0131lan bir yaz\u0131l\u0131m olmas\u0131na ra\u011fmen, bir\u00e7ok ki\u015finin fark\u0131nda olmad\u0131\u011f\u0131 g\u00fc\u00e7l\u00fc analiz yeteneklerine sahiptir.  \u00d6rne\u011fin, b\u00fcy\u00fck veri k\u00fcmelerini d\u00fczenleme, temizleme ve g\u00f6rselle\u015ftirme konusunda son derece etkilidir.  Ayn\u0131 zamanda, karma\u015f\u0131k hesaplamalar yapmay\u0131 ve ileri d\u00fczey analizler ger\u00e7ekle\u015ftirmeyi sa\u011flar. <\/p>\n<h2>Excel&#8217;in Veri Analizindeki Rol\u00fc<\/h2>\n<p>Excel, veri analizi s\u00fcrecinin her a\u015famas\u0131nda kullan\u0131labilir.  \u00d6ncelikle, verileri d\u00fczenlemek ve temizlemek i\u00e7in kullan\u0131labilir.  Bu, eksik de\u011ferleri doldurmay\u0131, tutars\u0131zl\u0131klar\u0131 d\u00fczeltmeyi ve hatalar\u0131 tespit etmeyi i\u00e7erir.  Ard\u0131ndan, verileri analiz etmek ve i\u00e7g\u00f6r\u00fcler elde etmek i\u00e7in \u00e7e\u015fitli fonksiyonlar ve ara\u00e7lar kullan\u0131labilir.  \u00d6rne\u011fin, ortalama, medyan, standart sapma gibi istatistiksel fonksiyonlar kullan\u0131larak verilerin \u00f6zeti \u00e7\u0131kar\u0131labilir.  Ayr\u0131ca, pivot tablolar ve pivot grafikler ile veriler farkl\u0131 a\u00e7\u0131lardan incelenebilir ve \u00f6zetlenebilir.  Bununla birlikte, daha geli\u015fmi\u015f analizler i\u00e7in, Excel&#8217;in veri modelleme ve Power Query gibi \u00f6zellikleri de kullan\u0131labilir.  Sonu\u00e7 olarak, Excel, basit bir elektronik tablo program\u0131n\u0131n \u00e7ok \u00f6tesinde yeteneklere sahiptir. <\/p>\n<h2>Ger\u00e7ek D\u00fcnya \u00d6rnekleri<\/h2>\n<p>Excel&#8217;in kullan\u0131m alanlar\u0131 olduk\u00e7a geni\u015ftir.  K\u00fc\u00e7\u00fck i\u015fletmelerden b\u00fcy\u00fck kurulu\u015flara kadar bir\u00e7ok sekt\u00f6rde yayg\u0131n olarak kullan\u0131l\u0131r.  \u00d6rne\u011fin, bir pazarlama departman\u0131, m\u00fc\u015fteri verilerini analiz etmek ve pazarlama kampanyalar\u0131n\u0131n etkinli\u011fini \u00f6l\u00e7mek i\u00e7in Excel&#8217;i kullanabilir.  Finans departman\u0131 ise, b\u00fct\u00e7eleri y\u00f6netmek, mali raporlar olu\u015fturmak ve finansal trendleri analiz etmek i\u00e7in Excel&#8217;den yararlanabilir.  \u0130nsan kaynaklar\u0131 departman\u0131 ise, \u00e7al\u0131\u015fan verilerini analiz etmek, performans de\u011ferlendirmeleri yapmak ve i\u015fe al\u0131m s\u00fcre\u00e7lerini y\u00f6netmek i\u00e7in Excel&#8217;i kullanabilir.  Bunlar\u0131n yan\u0131 s\u0131ra, sat\u0131\u015f, \u00fcretim ve lojistik gibi bir\u00e7ok departmanda da Excel, veri analizi ve karar verme s\u00fcrecinde \u00f6nemli bir rol oynar.   \u00d6zellikle k\u00fc\u00e7\u00fck i\u015fletmeler i\u00e7in, pahal\u0131 veri analiz yaz\u0131l\u0131mlar\u0131na ihtiya\u00e7 duymadan, Excel sayesinde verimli bir \u015fekilde veri analizi yap\u0131labilir.<\/p>\n<h2>Excel&#8217;in S\u0131n\u0131rlamalar\u0131 ve Alternatifler<\/h2>\n<p>Elbette, Excel&#8217;in baz\u0131 s\u0131n\u0131rlamalar\u0131 da vard\u0131r.  \u00c7ok b\u00fcy\u00fck veri k\u00fcmeleriyle \u00e7al\u0131\u015fmak zor olabilir ve karma\u015f\u0131k analizler i\u00e7in yetersiz kalabilir.  Bu durumlarda, daha geli\u015fmi\u015f veri analiz yaz\u0131l\u0131mlar\u0131 tercih edilebilir.  Ancak,  Excel&#8217;in basitli\u011fi ve yayg\u0131nl\u0131\u011f\u0131, onu bir\u00e7ok kullan\u0131c\u0131 i\u00e7in ideal bir ara\u00e7 yapar.  B\u00fcy\u00fck \u00f6l\u00e7ekli analizler i\u00e7in Python, R gibi programlama dilleri veya Power BI gibi daha g\u00fc\u00e7l\u00fc veri g\u00f6rselle\u015ftirme ve analiz ara\u00e7lar\u0131n\u0131 kullanmay\u0131 d\u00fc\u015f\u00fcnebilirsiniz.  \u00d6rne\u011fin, b\u00fcy\u00fck veri setlerini i\u015flemek i\u00e7in daha g\u00fc\u00e7l\u00fc bir \u00e7\u00f6z\u00fcm ar\u0131yorsan\u0131z, Python ve pandas k\u00fct\u00fcphanesini kullanmay\u0131 d\u00fc\u015f\u00fcnebilirsiniz.  <\/p>\n<pre><code>import pandas as pd\n# pandas ile veri i\u015fleme \u00f6rnek kodlar\u0131 buraya eklenecektir.<\/code><\/pre>\n<\/p>\n<p>Sonu\u00e7 olarak, Excel, ger\u00e7ek d\u00fcnya veri analizinde etkili bir ara\u00e7t\u0131r.  Basitlik ve eri\u015filebilirli\u011finden dolay\u0131, bir\u00e7ok kullan\u0131c\u0131 i\u00e7in m\u00fckemmel bir ba\u015flang\u0131\u00e7 noktas\u0131d\u0131r.  Ancak, b\u00fcy\u00fck veri k\u00fcmeleri veya karma\u015f\u0131k analizler s\u00f6z konusu oldu\u011funda, daha geli\u015fmi\u015f ara\u00e7lar\u0131n kullan\u0131lmas\u0131 gerekebilir.  Daha fazla bilgi i\u00e7in,  <a href=\"https:\/\/fatihsoysal.com\">web sitemi<\/a> ziyaret edebilirsiniz.<\/p>\n<h2>#Etiketler<\/h2>\n<p>#Excel #VeriAnalizi #Ger\u00e7ekD\u00fcnyaUygulamalar\u0131 #ExcelFonksiyonlar\u0131 #PivotTablo #VeriTemizleme #VeriG\u00f6rselle\u015ftirme #\u0130statistikselAnaliz #Python #Pandas #PowerBI #DataAnalysis #BusinessIntelligence<\/p>\n","protected":false},"excerpt":{"rendered":"Excel ile Ger\u00e7ek D\u00fcnya Veri Analizinde Kullan\u0131m Merhaba, Fatih Soysal burada. Bu makalede, Excel&#8217;in ger\u00e7ek d\u00fcnya veri analizindeki&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-23723","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>Excel ile Ger\u00e7ek D\u00fcnya Veri Analizinde Kullan\u0131m<\/title>\n<meta name=\"description\" content=\"Merhaba, Fatih Soysal burada. Bu makalede, Excel&#039;in ger\u00e7ek d\u00fcnya veri analizindeki g\u00fcc\u00fcn\u00fc ve \u00e7e\u015fitli kullan\u0131m alanlar\u0131n\u0131 detayl\u0131 bir \u015fekilde ele alaca\u011f\u0131z. Excel, yayg\u0131n olarak kullan\u0131lan bir yaz\u0131l\u0131m olmas\u0131na ra\u011fmen, bir\u00e7ok ki\u015finin fark\u0131nda olmad\u0131\u011f\u0131 g\u00fc\u00e7l\u00fc analiz yeteneklerine sahiptir. \u00d6rne\u011fin, b\u00fcy\u00fck veri k\u00fcmelerini d\u00fczenleme, temizleme ve g\u00f6rselle\u015ftirme konusunda son derece etkilidir. Ayn\u0131 zamanda, karma\u015f\u0131k hesaplamalar yapmay\u0131 ve ileri d\u00fczey analizler ger\u00e7ekle\u015ftirmeyi sa\u011flar.\" \/>\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\/excel-ile-gercek-dunya-veri-analizinde-kullanim\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Excel ile Ger\u00e7ek D\u00fcnya Veri Analizinde Kullan\u0131m\" \/>\n<meta property=\"og:description\" content=\"Merhaba, Fatih Soysal burada. Bu makalede, Excel&#039;in ger\u00e7ek d\u00fcnya veri analizindeki g\u00fcc\u00fcn\u00fc ve \u00e7e\u015fitli kullan\u0131m alanlar\u0131n\u0131 detayl\u0131 bir \u015fekilde ele alaca\u011f\u0131z. Excel, yayg\u0131n olarak kullan\u0131lan bir yaz\u0131l\u0131m olmas\u0131na ra\u011fmen, bir\u00e7ok ki\u015finin fark\u0131nda olmad\u0131\u011f\u0131 g\u00fc\u00e7l\u00fc analiz yeteneklerine sahiptir. \u00d6rne\u011fin, b\u00fcy\u00fck veri k\u00fcmelerini d\u00fczenleme, temizleme ve g\u00f6rselle\u015ftirme konusunda son derece etkilidir. Ayn\u0131 zamanda, karma\u015f\u0131k hesaplamalar yapmay\u0131 ve ileri d\u00fczey analizler ger\u00e7ekle\u015ftirmeyi sa\u011flar.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/fatihsoysal.com\/blog\/excel-ile-gercek-dunya-veri-analizinde-kullanim\/\" \/>\n<meta property=\"og:site_name\" content=\"Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" \/>\n<meta property=\"article:published_time\" content=\"2025-06-11T08:00:12+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\/excel-ile-gercek-dunya-veri-analizinde-kullanim\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/excel-ile-gercek-dunya-veri-analizinde-kullanim\/\"},\"author\":{\"name\":\"Fatih Soysal\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"headline\":\"Excel ile Ger\u00e7ek D\u00fcnya Veri Analizinde Kullan\u0131m\",\"datePublished\":\"2025-06-11T08:00:12+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/excel-ile-gercek-dunya-veri-analizinde-kullanim\/\"},\"wordCount\":602,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/excel-ile-gercek-dunya-veri-analizinde-kullanim\/#respond\"]}],\"copyrightYear\":\"2025\",\"copyrightHolder\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/excel-ile-gercek-dunya-veri-analizinde-kullanim\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/excel-ile-gercek-dunya-veri-analizinde-kullanim\/\",\"name\":\"Excel ile Ger\u00e7ek D\u00fcnya Veri Analizinde Kullan\u0131m\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\"},\"datePublished\":\"2025-06-11T08:00:12+00:00\",\"description\":\"Merhaba, Fatih Soysal burada. Bu makalede, Excel'in ger\u00e7ek d\u00fcnya veri analizindeki g\u00fcc\u00fcn\u00fc ve \u00e7e\u015fitli kullan\u0131m alanlar\u0131n\u0131 detayl\u0131 bir \u015fekilde ele alaca\u011f\u0131z. Excel, yayg\u0131n olarak kullan\u0131lan bir yaz\u0131l\u0131m olmas\u0131na ra\u011fmen, bir\u00e7ok ki\u015finin fark\u0131nda olmad\u0131\u011f\u0131 g\u00fc\u00e7l\u00fc analiz yeteneklerine sahiptir. \u00d6rne\u011fin, b\u00fcy\u00fck veri k\u00fcmelerini d\u00fczenleme, temizleme ve g\u00f6rselle\u015ftirme konusunda son derece etkilidir. Ayn\u0131 zamanda, karma\u015f\u0131k hesaplamalar yapmay\u0131 ve ileri d\u00fczey analizler ger\u00e7ekle\u015ftirmeyi sa\u011flar.\",\"breadcrumb\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/excel-ile-gercek-dunya-veri-analizinde-kullanim\/#breadcrumb\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/excel-ile-gercek-dunya-veri-analizinde-kullanim\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/excel-ile-gercek-dunya-veri-analizinde-kullanim\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Anasayfa\",\"item\":\"https:\/\/fatihsoysal.com\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Excel ile Ger\u00e7ek D\u00fcnya Veri Analizinde Kullan\u0131m\"}]},{\"@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":"Excel ile Ger\u00e7ek D\u00fcnya Veri Analizinde Kullan\u0131m","description":"Merhaba, Fatih Soysal burada. Bu makalede, Excel'in ger\u00e7ek d\u00fcnya veri analizindeki g\u00fcc\u00fcn\u00fc ve \u00e7e\u015fitli kullan\u0131m alanlar\u0131n\u0131 detayl\u0131 bir \u015fekilde ele alaca\u011f\u0131z. Excel, yayg\u0131n olarak kullan\u0131lan bir yaz\u0131l\u0131m olmas\u0131na ra\u011fmen, bir\u00e7ok ki\u015finin fark\u0131nda olmad\u0131\u011f\u0131 g\u00fc\u00e7l\u00fc analiz yeteneklerine sahiptir. \u00d6rne\u011fin, b\u00fcy\u00fck veri k\u00fcmelerini d\u00fczenleme, temizleme ve g\u00f6rselle\u015ftirme konusunda son derece etkilidir. Ayn\u0131 zamanda, karma\u015f\u0131k hesaplamalar yapmay\u0131 ve ileri d\u00fczey analizler ger\u00e7ekle\u015ftirmeyi sa\u011flar.","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\/excel-ile-gercek-dunya-veri-analizinde-kullanim\/","og_locale":"tr_TR","og_type":"article","og_title":"Excel ile Ger\u00e7ek D\u00fcnya Veri Analizinde Kullan\u0131m","og_description":"Merhaba, Fatih Soysal burada. Bu makalede, Excel'in ger\u00e7ek d\u00fcnya veri analizindeki g\u00fcc\u00fcn\u00fc ve \u00e7e\u015fitli kullan\u0131m alanlar\u0131n\u0131 detayl\u0131 bir \u015fekilde ele alaca\u011f\u0131z. Excel, yayg\u0131n olarak kullan\u0131lan bir yaz\u0131l\u0131m olmas\u0131na ra\u011fmen, bir\u00e7ok ki\u015finin fark\u0131nda olmad\u0131\u011f\u0131 g\u00fc\u00e7l\u00fc analiz yeteneklerine sahiptir. \u00d6rne\u011fin, b\u00fcy\u00fck veri k\u00fcmelerini d\u00fczenleme, temizleme ve g\u00f6rselle\u015ftirme konusunda son derece etkilidir. Ayn\u0131 zamanda, karma\u015f\u0131k hesaplamalar yapmay\u0131 ve ileri d\u00fczey analizler ger\u00e7ekle\u015ftirmeyi sa\u011flar.","og_url":"https:\/\/fatihsoysal.com\/blog\/excel-ile-gercek-dunya-veri-analizinde-kullanim\/","og_site_name":"Kodlar\u0131n Gizemli D\u00fcnyas\u0131","article_published_time":"2025-06-11T08:00:12+00:00","author":"Fatih Soysal","twitter_card":"summary_large_image","twitter_misc":{"Yazan:":"Fatih Soysal","Tahmini okuma s\u00fcresi":"3 dakika"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/fatihsoysal.com\/blog\/excel-ile-gercek-dunya-veri-analizinde-kullanim\/#article","isPartOf":{"@id":"https:\/\/fatihsoysal.com\/blog\/excel-ile-gercek-dunya-veri-analizinde-kullanim\/"},"author":{"name":"Fatih Soysal","@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"headline":"Excel ile Ger\u00e7ek D\u00fcnya Veri Analizinde Kullan\u0131m","datePublished":"2025-06-11T08:00:12+00:00","mainEntityOfPage":{"@id":"https:\/\/fatihsoysal.com\/blog\/excel-ile-gercek-dunya-veri-analizinde-kullanim\/"},"wordCount":602,"commentCount":0,"publisher":{"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"inLanguage":"tr","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/fatihsoysal.com\/blog\/excel-ile-gercek-dunya-veri-analizinde-kullanim\/#respond"]}],"copyrightYear":"2025","copyrightHolder":{"@id":"https:\/\/fatihsoysal.com\/blog\/#organization"}},{"@type":"WebPage","@id":"https:\/\/fatihsoysal.com\/blog\/excel-ile-gercek-dunya-veri-analizinde-kullanim\/","url":"https:\/\/fatihsoysal.com\/blog\/excel-ile-gercek-dunya-veri-analizinde-kullanim\/","name":"Excel ile Ger\u00e7ek D\u00fcnya Veri Analizinde Kullan\u0131m","isPartOf":{"@id":"https:\/\/fatihsoysal.com\/blog\/#website"},"datePublished":"2025-06-11T08:00:12+00:00","description":"Merhaba, Fatih Soysal burada. Bu makalede, Excel'in ger\u00e7ek d\u00fcnya veri analizindeki g\u00fcc\u00fcn\u00fc ve \u00e7e\u015fitli kullan\u0131m alanlar\u0131n\u0131 detayl\u0131 bir \u015fekilde ele alaca\u011f\u0131z. Excel, yayg\u0131n olarak kullan\u0131lan bir yaz\u0131l\u0131m olmas\u0131na ra\u011fmen, bir\u00e7ok ki\u015finin fark\u0131nda olmad\u0131\u011f\u0131 g\u00fc\u00e7l\u00fc analiz yeteneklerine sahiptir. \u00d6rne\u011fin, b\u00fcy\u00fck veri k\u00fcmelerini d\u00fczenleme, temizleme ve g\u00f6rselle\u015ftirme konusunda son derece etkilidir. Ayn\u0131 zamanda, karma\u015f\u0131k hesaplamalar yapmay\u0131 ve ileri d\u00fczey analizler ger\u00e7ekle\u015ftirmeyi sa\u011flar.","breadcrumb":{"@id":"https:\/\/fatihsoysal.com\/blog\/excel-ile-gercek-dunya-veri-analizinde-kullanim\/#breadcrumb"},"inLanguage":"tr","potentialAction":[{"@type":"ReadAction","target":["https:\/\/fatihsoysal.com\/blog\/excel-ile-gercek-dunya-veri-analizinde-kullanim\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/fatihsoysal.com\/blog\/excel-ile-gercek-dunya-veri-analizinde-kullanim\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Anasayfa","item":"https:\/\/fatihsoysal.com\/blog\/"},{"@type":"ListItem","position":2,"name":"Excel ile Ger\u00e7ek D\u00fcnya Veri Analizinde Kullan\u0131m"}]},{"@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\/"}]}},"yoast_meta":{"yoast_wpseo_title":"","yoast_wpseo_metadesc":"","yoast_wpseo_canonical":""},"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/posts\/23723","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/comments?post=23723"}],"version-history":[{"count":0,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/posts\/23723\/revisions"}],"wp:attachment":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/media?parent=23723"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/categories?post=23723"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/tags?post=23723"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}