{"id":794814,"date":"2022-07-22T11:00:03","date_gmt":"2022-07-22T18:00:03","guid":{"rendered":"https:\/\/www.questionpro.com\/blog\/veri-manipulasyonu-nedir-teknikler-ve-ornekler\/"},"modified":"2022-07-22T11:00:03","modified_gmt":"2022-07-22T11:00:03","slug":"veri-manipulasyonu-nedir-teknikler-ve-ornekler","status":"publish","type":"post","link":"https:\/\/www.questionpro.com\/blog\/tr\/veri-manipulasyonu-nedir-teknikler-ve-ornekler\/","title":{"rendered":"Veri manip\u00fclasyonu: Nedir, Teknikler ve \u00d6rnekler"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">Veri manip\u00fclasyonunun veri biliminde kullan\u0131labilece\u011fi \u00e7e\u015fitli yollar vard\u0131r. Veriler makineler taraf\u0131ndan okunabilecek \u015fekilde d\u00fczenlenmelidir. \u00d6te yandan, insanlara bunu nas\u0131l kullanacaklar\u0131 \u00f6\u011fretilmelidir. T\u00fcketilen ve depolanan veri miktar\u0131 katlanarak artt\u0131\u011f\u0131 i\u00e7in bu her zamankinden daha \u00f6nemlidir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Her sekt\u00f6r, bilgi sayesinde kurulu\u015flar\u0131n i\u015fleyi\u015fi \u00fczerinde do\u011frudan bir etkiye sahiptir. Yap\u0131land\u0131r\u0131lm\u0131\u015f veriler veya bilgisayarlar\u0131n yaln\u0131zca eri\u015febildi\u011fi veriler, do\u011fru \u00e7al\u0131\u015fmak i\u00e7in bir kal\u0131b\u0131 takip etmelidir. \u0130nsanlar\u0131n, de\u011ferli i\u00e7g\u00f6r\u00fcler sunmak i\u00e7in i\u015flendikten ve de\u011fi\u015ftirildikten sonra verileri temizlemesi ve haritalamas\u0131 gerekir. Kullan\u0131lan ve i\u015flenen veri miktar\u0131 artt\u0131k\u00e7a, \u00f6nemi de artmaktad\u0131r.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Bu blogda, ne oldu\u011funu, nas\u0131l \u00e7al\u0131\u015ft\u0131\u011f\u0131n\u0131 ve verileri manip\u00fcle etmenin farkl\u0131 yollar\u0131n\u0131 \u00f6\u011frenece\u011fiz.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">Veri Manip\u00fclasyonu Nedir?<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Veri manip\u00fclasyonu, verileri daha anla\u015f\u0131l\u0131r hale getirmek i\u00e7in d\u00fczenleme s\u00fcrecidir. Her t\u00fcr veri, kolay anla\u015f\u0131lmas\u0131 i\u00e7in alfabetik olarak s\u0131ralanabilir. D\u00fczenlenmemi\u015f \u00e7al\u0131\u015fan bilgileri, bir \u015firketteki belirli bir ki\u015fiyi bulmay\u0131 zorla\u015ft\u0131rabilir. T\u00fcm \u00e7al\u0131\u015fan bilgileri alfabetik olarak s\u0131ralanabilir, bu da bireysel \u00e7al\u0131\u015fan bilgilerine eri\u015fimi kolayla\u015ft\u0131r\u0131r. Bu, web sitesi sahiplerinin trafi\u011fi ve pop\u00fcler siteleri izlemesini sa\u011flar ve web sunucusu g\u00fcnl\u00fckleri genellikle bunu kullan\u0131r.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Muhasebe kullan\u0131c\u0131lar\u0131 bu tekni\u011fi, \u00fcretim maliyetlerini, gelecekteki vergi sorumluluklar\u0131n\u0131, fiyatland\u0131rma e\u011filimlerini vb. belirlemek \u00fczere verileri d\u00fczenlemek i\u00e7in kullan\u0131r. Borsa tahmincilerinin gelecekteki hisse senedi performans\u0131n\u0131 tahmin etmelerine yard\u0131mc\u0131 olur. Ayr\u0131ca web sitelerinde, yaz\u0131l\u0131m kodlar\u0131nda veya veri bi\u00e7imlendirmelerinde bilgileri daha ger\u00e7ek\u00e7i g\u00f6stermek i\u00e7in de kullan\u0131labilir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Bilgisayar programlar\u0131, web sayfalar\u0131 veya kullan\u0131c\u0131 taraf\u0131ndan belirlenen veri bi\u00e7imlendirmelerinin verileri manip\u00fcle etmesi ve kullan\u0131c\u0131ya daha anla\u015f\u0131l\u0131r bir \u015fekilde sunmas\u0131 m\u00fcmk\u00fcnd\u00fcr.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">Veri Manip\u00fclasyonunun Avantajlar\u0131<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Veri manip\u00fclasyonu \u015firket ve organizasyon geli\u015fimini iyile\u015ftirir. Verimlili\u011fi art\u0131rmak, e\u011filimleri belirlemek, giderleri azaltmak, m\u00fc\u015fteri davran\u0131\u015f\u0131n\u0131 incelemek vb. i\u00e7in hayati \u00f6nem ta\u015f\u0131yan birincil verilerin yap\u0131land\u0131r\u0131lm\u0131\u015f bir \u015fekilde d\u00fczenlenmesine yard\u0131mc\u0131 olur. A\u015fa\u011f\u0131da, manip\u00fcle edilen verilerin baz\u0131 avantajlar\u0131 yer almaktad\u0131r.<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Tasar\u0131mda tutarl\u0131l\u0131k:  <\/b><span style=\"font-weight: 400;\">Verileri tekil olarak d\u00fczenleyerek m\u00fc\u015fteri temsilcilerinin i\u015f bilgilerini kavramalar\u0131na yard\u0131mc\u0131 olur. DML (Veri Manip\u00fclasyon Dili) birden fazla kaynaktan gelen yap\u0131land\u0131r\u0131lmam\u0131\u015f verileri d\u00fczenler ve g\u00f6r\u00fcn\u00fcr hale getirir.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Ge\u00e7mi\u015fi G\u00f6zden Ge\u00e7irmek:  <\/b><span style=\"font-weight: 400;\">Bu veri manip\u00fclasyonu, ge\u00e7mi\u015f proje verilerine basit eri\u015fim sunarak en iyi se\u00e7imleri yapman\u0131za yard\u0131mc\u0131 olur. Ekip b\u00fcy\u00fckl\u00fc\u011f\u00fc, b\u00fct\u00e7eleme ve son teslim tarihleri konusunda yard\u0131mc\u0131 olabilir.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Verimlilik Olu\u015fturun: <\/b>Bu, sipari\u015f edilen verilerin veya de\u011ferli bilgilerin elde edilmesinde etkilidir<span style=\"font-weight: 400;\">. Sonu\u00e7lar\u0131n \u00e7eli\u015fti\u011fini veya tekrarland\u0131\u011f\u0131n\u0131 fark etmeyebilirsiniz; veriler anlaml\u0131 olsun ya da olmas\u0131n, \u00f6l\u00e7\u00fcmlerin k\u00fc\u00e7\u00fck veya b\u00fcy\u00fck bir etkisi vard\u0131r. DML size \u00f6nemli ger\u00e7ekleri h\u0131zl\u0131 bir \u015fekilde ay\u0131rma ve tan\u0131ma avantaj\u0131 sa\u011flar.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Telepazarlama aramalar\u0131, web sitelerinde \u00f6zel reklamlar ve e-posta i\u00e7erir. \u00c7evrimi\u00e7i bilgi \u00e7\u0131kar\u0131m\u0131na yard\u0131mc\u0131 olur. E-posta adresinizi verdi\u011finizde ve bir web sitesindeki h\u00fck\u00fcm ve ko\u015fullar\u0131 kabul etti\u011finizde, etkinli\u011finizi izleyecek ve sizin i\u00e7in ilgili bilgileri olu\u015fturacakt\u0131r.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">Veri Manip\u00fclasyonu i\u00e7in Teknikler<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Verileri nas\u0131l manip\u00fcle edece\u011finizi bilmiyorsan\u0131z <a href=\"https:\/\/www.questionpro.com\/blog\/what-is-data-analysis\/\">veri analizi<\/a> zor olabilir. Verilerinizi veya nas\u0131l \u00e7al\u0131\u015ft\u0131\u011f\u0131n\u0131 daha iyi anlamak i\u00e7in, \u00e7e\u015fitli g\u00f6rselle\u015ftirme t\u00fcrlerini \u00f6\u011frenmekten ayk\u0131r\u0131 de\u011ferleri aramaya kadar bu y\u00f6ntemlerden herhangi birini veya t\u00fcm\u00fcn\u00fc kullanabilirsiniz. Bu basit ipu\u00e7lar\u0131n\u0131 kullanarak kendiniz ve ba\u015fkalar\u0131 i\u00e7in i\u015fleri kolayla\u015ft\u0131r\u0131n.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Veri manip\u00fclasyonuna y\u00f6nelik \u00e7ok ad\u0131ml\u0131 yakla\u015f\u0131mlar olduk\u00e7a ba\u015far\u0131l\u0131 olabilir. Verileri manip\u00fcle etmek istiyorsan\u0131z, i\u015fte baz\u0131 standart teknikler:<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-439901\" src=\"https:\/\/www.questionpro.com\/blog\/wp-content\/uploads\/2022\/07\/techniques-of-data-manipulation.jpg\" alt=\"veri manip\u00fclasyon y\u00f6ntemleri\" width=\"992\" height=\"952\"><\/p>\n<h3><span style=\"font-weight: 400;\">\u00c7e\u015fitli Kaynaklardan Veri Toplay\u0131n ve Bir Veritaban\u0131nda Depolay\u0131n.<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Bir\u00e7ok kaynaktan veri ve bilgi i\u00e7eren bir veri taban\u0131n\u0131n olu\u015fturulmas\u0131 genellikle ilk teknolojik ad\u0131md\u0131r. Bu, sizin olu\u015fturdu\u011funuz bir koleksiyon veya kulland\u0131\u011f\u0131n\u0131z otomatik bir program olabilir. Kendiniz yapmak istiyorsan\u0131z, veritaban\u0131 olu\u015fturmak i\u00e7in Microsoft Excel, Google Analytics ve Data Studio gibi programlar\u0131 kullanabilirsiniz.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">Verileri D\u00fczenleyin ve Ar\u0131nd\u0131r\u0131n.<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">S\u0131kl\u0131kla at\u0131lan bir di\u011fer teknik ad\u0131m da do\u011frulu\u011fu ve organizasyonu garanti alt\u0131na almak i\u00e7in veri i\u00e7eri\u011fini yap\u0131land\u0131rmak ve temizlemektir. Otomatik yaz\u0131l\u0131m kullan\u0131yorsan\u0131z bu prosed\u00fcr sizin i\u00e7in tamamlanabilir. Bu, t\u00fcm <a href=\"https:\/\/www.questionpro.com\/blog\/data-analytics-projects\/\">veri analiti\u011fi<\/a> ve verilerin yap\u0131land\u0131r\u0131lm\u0131\u015f modellerle ba\u011flant\u0131l\u0131 olmas\u0131n\u0131 sa\u011flamay\u0131 i\u00e7erebilir.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">Verileri Birle\u015ftirin ve Fazlal\u0131klar\u0131 Ortadan Kald\u0131r\u0131n.<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Bir sonraki teknik a\u015fama normalde, veritaban\u0131nda s\u0131ralad\u0131ktan sonra fazlal\u0131klar\u0131 aramak i\u00e7in verilerinizi entegre etmeyi i\u00e7erir. Bu, \u00e7ak\u0131\u015fan verileri kald\u0131rarak veritaban\u0131n\u0131z\u0131 d\u00fczenlemenize yard\u0131mc\u0131 olabilir. Bu, kurumsal talepleri kar\u015f\u0131lamak \u00fczere kapsaml\u0131 uzman verileri olu\u015fturmak i\u00e7in verileri birle\u015ftirmek \u00fczere bir form\u00fcl kullanmak anlam\u0131na da gelebilir.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u00d6nemli Bilgileri Ke\u015ffetmek i\u00e7in Veri Analizinden Yararlan\u0131n.<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Son teknik a\u015fama genellikle yararl\u0131 bilgileri belirlemek i\u00e7in t\u00fcm veri bulgular\u0131n\u0131n incelenmesini i\u00e7erir. T\u00fcketici sat\u0131n alma modelleri, k\u00e2r i\u00e7g\u00f6r\u00fcleri ve dijital marka etkile\u015fimi faydal\u0131 bilgilere \u00f6rnek olarak verilebilir. Bir kurum taraf\u0131ndan bulunan ve analiz edilen yararl\u0131 bilgilerin miktar\u0131, kurumun taleplerine ba\u011fl\u0131 olarak de\u011fi\u015febilir.<\/span><\/p>\n<h2>Veri Manip\u00fclasyon Ara\u00e7lar\u0131<\/h2>\n<p>Veri manip\u00fclasyon ara\u00e7lar\u0131n\u0131n kullan\u0131lmas\u0131 sayesinde verilerin de\u011fi\u015ftirilmesi ve i\u015flenmesi m\u00fcmk\u00fcnd\u00fcr. Sonu\u00e7 olarak, veri koleksiyonlar\u0131 d\u00fczeni te\u015fvik eder ve okunmas\u0131 ve eri\u015filmesi kolayd\u0131r. Ara\u00e7lar, verilerdeki kal\u0131plar\u0131n ve e\u011filimlerin hassas bir \u015fekilde tan\u0131mlanmas\u0131n\u0131 sa\u011flayarak ayr\u0131k veya ba\u015fka t\u00fcrl\u00fc g\u00f6r\u00fcnmeyen verilerin bulunmas\u0131n\u0131 kolayla\u015ft\u0131r\u0131r.<\/p>\n<p>Veri manip\u00fclasyonundan bahsetmek, di\u011fer veri d\u00f6n\u00fc\u015ft\u00fcrme teknikleriyle ayn\u0131 \u015fey de\u011fildir. Veri manip\u00fclasyon ara\u00e7lar\u0131, temel de\u011fi\u015fiklikler yapmadan verilerin s\u0131ralanmas\u0131na, yeniden d\u00fczenlenmesine ve ta\u015f\u0131nmas\u0131na olanak tan\u0131r. Veriler, bilgi \u00f6rneklemesi veya yeni bir analiz modelinin beslenmesi ve e\u011fitimi gibi ihtiya\u00e7lara ba\u011fl\u0131 olarak uyarlan\u0131r.<\/p>\n<p>Veri manip\u00fclasyon ara\u00e7lar\u0131, verinin kendisini de\u011fil, veri \u00f6\u011feleri aras\u0131ndaki ili\u015fkiyi de\u011fi\u015ftirmeyi ama\u00e7lar. Sat\u0131r ve s\u00fctunlar\u0131n filtrelenmesinden s\u0131n\u0131fland\u0131rma, regresyon ve dize manip\u00fclasyonuna kadar, bu ara\u00e7larla ger\u00e7ekle\u015ftirilen i\u015flemlerden baz\u0131lar\u0131d\u0131r.<\/p>\n<h2>Sonu\u00e7<\/h2>\n<p><span style=\"font-weight: 400;\">Veri manip\u00fclasyonu, veri biliminde \u00e7e\u015fitli \u015fekillerde kullan\u0131labilir. Verileri daha anla\u015f\u0131l\u0131r veya daha yap\u0131land\u0131r\u0131lm\u0131\u015f hale getirmek i\u00e7in kullan\u0131l\u0131r. Veriler en iyi pazarlama, sat\u0131\u015f, muhasebe ve m\u00fc\u015fteri deste\u011fi i\u00e7in manip\u00fcle edilebildiklerinde kullan\u0131l\u0131r. Do\u011fru veri analizi, verilerin yeniden d\u00fczenlenmesini, s\u0131ralanmas\u0131n\u0131, de\u011fi\u015ftirilmesini ve kayd\u0131r\u0131lmas\u0131n\u0131 i\u00e7erir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Son olarak, veri manip\u00fclasyonunun kurumlar\u0131n ve insanlar\u0131n verilerini daha kullan\u0131labilir hale getirmelerine yard\u0131mc\u0131 oldu\u011funu s\u00f6yleyebiliriz. Bunu yapmak i\u00e7in de \u015fu teknikler izlenebilir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">QuestionPro, anket yaz\u0131l\u0131mlar\u0131n\u0131n yan\u0131 s\u0131ra her konu ve sekt\u00f6r i\u00e7in bir \u00e7\u00f6z\u00fcme sahiptir. Ara\u015ft\u0131rma havuzumuz Insights Hub, sa\u011flad\u0131\u011f\u0131m\u0131z veri y\u00f6netimi ara\u00e7lar\u0131na bir \u00f6rnektir.<\/span><\/p>\n<p style=\"text-align: center;\"><a href=\"https:\/\/www.questionpro.com\/research-edition-survey-software\/\" target=\"_blank\" rel=\"noopener\"><br \/>\n  <button>DAHA FAZLA BI\u0307LGI\u0307 EDI\u0307NI\u0307N<\/button><br \/>\n<\/a>       <a href=\"https:\/\/www.questionpro.com\/a\/showEntry.do?classID=1053&amp;sourceRef=blog\" target=\"_blank\" rel=\"noopener\"><br \/>\n  <button>\u00dcCRETS\u0130Z DENEME<\/button><br \/>\n<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Veri manip\u00fclasyonunun veri biliminde kullan\u0131labilece\u011fi \u00e7e\u015fitli yollar vard\u0131r. Veriler makineler taraf\u0131ndan okunabilecek \u015fekilde d\u00fczenlenmelidir. \u00d6te yandan, insanlara bunu nas\u0131l kullanacaklar\u0131 [&hellip;]<\/p>\n","protected":false},"author":49,"featured_media":715597,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_genesis_hide_title":false,"_genesis_hide_breadcrumbs":false,"_genesis_hide_singular_image":false,"_genesis_hide_footer_widgets":false,"_genesis_custom_body_class":"","_genesis_custom_post_class":"","_genesis_layout":"","footnotes":""},"categories":[1118],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Veri manip\u00fclasyonu: Nedir, Teknikler ve \u00d6rnekler | QuestionPro<\/title>\n<meta name=\"description\" content=\"Veri manip\u00fclasyonu, sahip oldu\u011funuz ham verileri istenen format ve konfig\u00fcrasyona d\u00f6n\u00fc\u015ft\u00fcrmek i\u00e7in kullan\u0131lan stratejiler b\u00fct\u00fcn\u00fcd\u00fcr. 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