{"id":45887,"date":"2026-09-16T17:57:56","date_gmt":"2026-09-16T14:57:56","guid":{"rendered":"https:\/\/blog.markergroupe.com\/?p=45887"},"modified":"2026-09-16T17:58:04","modified_gmt":"2026-09-16T14:58:04","slug":"media-mix-modeling-mmm-pazarlama-butcesini-bilimsel-verilerle-planlamak","status":"publish","type":"post","link":"https:\/\/blog.markergroupe.com\/tr\/media-mix-modeling-mmm-pazarlama-butcesini-bilimsel-verilerle-planlamak\/","title":{"rendered":"Media Mix Modeling (MMM): Pazarlama B\u00fct\u00e7esini Bilimsel Verilerle Planlamak"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_87 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0130\u00e7indekiler<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"\u0130\u00e7indekiler Tablosunu A\u00e7\/Kapat\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/blog.markergroupe.com\/tr\/media-mix-modeling-mmm-pazarlama-butcesini-bilimsel-verilerle-planlamak\/#Media_Mix_Modeling_MMM_Nedir\" >Media Mix Modeling (MMM) Nedir?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/blog.markergroupe.com\/tr\/media-mix-modeling-mmm-pazarlama-butcesini-bilimsel-verilerle-planlamak\/#MMM_Pazarlama_Butcesi_Icin_Neden_Onemlidir\" >MMM Pazarlama B\u00fct\u00e7esi \u0130\u00e7in Neden \u00d6nemlidir?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/blog.markergroupe.com\/tr\/media-mix-modeling-mmm-pazarlama-butcesini-bilimsel-verilerle-planlamak\/#MMM_Hangi_Verilerle_Calisir\" >MMM Hangi Verilerle \u00c7al\u0131\u015f\u0131r?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/blog.markergroupe.com\/tr\/media-mix-modeling-mmm-pazarlama-butcesini-bilimsel-verilerle-planlamak\/#MMM_ile_Hangi_Icgoruler_Elde_Edilir\" >MMM ile Hangi \u0130\u00e7g\u00f6r\u00fcler Elde Edilir?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/blog.markergroupe.com\/tr\/media-mix-modeling-mmm-pazarlama-butcesini-bilimsel-verilerle-planlamak\/#MMM_ve_Atribusyon_Arasindaki_Fark_Nedir\" >MMM ve Atrib\u00fcsyon Aras\u0131ndaki Fark Nedir?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/blog.markergroupe.com\/tr\/media-mix-modeling-mmm-pazarlama-butcesini-bilimsel-verilerle-planlamak\/#Veri_Odakli_Medya_Planlama_Icin_MMM\" >Veri Odakl\u0131 Medya Planlama \u0130\u00e7in MMM<\/a><\/li><\/ul><\/nav><\/div>\n\n<p class=\"wp-block-paragraph\">Dijital pazarlama ekosisteminde medya yat\u0131r\u0131mlar\u0131 art\u0131k yaln\u0131zca Google Ads, Meta Ads veya TikTok Ads gibi platform metrikleriyle de\u011ferlendirilmiyor. Kullan\u0131c\u0131 yolculu\u011funun Google, sosyal medya, YouTube, programatik, CTV, DOOH ve offline kanallar aras\u0131nda par\u00e7alanmas\u0131, markalar\u0131n b\u00fct\u00e7e planlamas\u0131nda daha b\u00fct\u00fcnc\u00fcl bir \u00f6l\u00e7\u00fcmleme yakla\u015f\u0131m\u0131na y\u00f6nelmesini gerekli hale getiriyor.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Media Mix Modeling (MMM)<\/strong>, pazarlama b\u00fct\u00e7esini sezgisel kararlar yerine kanal bazl\u0131 katk\u0131, sat\u0131\u015f\/d\u00f6n\u00fc\u015f\u00fcm verisi ve d\u0131\u015f de\u011fi\u015fkenlerle birlikte analiz etmeye yard\u0131mc\u0131 olan istatistiksel bir modelleme yakla\u015f\u0131m\u0131d\u0131r.<\/p>\n\n\n\n<h2 id=\"media-mix-modeling-mmm-nedir\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Media_Mix_Modeling_MMM_Nedir\"><\/span><strong>Media Mix Modeling (MMM) Nedir?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Media Mix Modeling, farkl\u0131 pazarlama kanallar\u0131n\u0131n sat\u0131\u015f, gelir, lead, d\u00f6n\u00fc\u015f\u00fcm veya farkl\u0131 KPI\u2019lar \u00fczerindeki etkisini analiz eden bir \u00f6l\u00e7\u00fcmleme modelidir.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">MMM; Google, Meta, TikTok, YouTube, programatik reklamc\u0131l\u0131k, CTV, DOOH, TV, radyo ve offline medya gibi farkl\u0131 kanallar\u0131 birlikte de\u011ferlendirir. B\u00f6ylece markalar yaln\u0131zca platform i\u00e7i metriklere de\u011fil, medya karmas\u0131n\u0131n toplam i\u015f sonu\u00e7lar\u0131na etkisine de bakabilir.<\/p>\n\n\n\n<h2 id=\"mmm-pazarlama-butcesi-icin-neden-onemlidir\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"MMM_Pazarlama_Butcesi_Icin_Neden_Onemlidir\"><\/span><strong>MMM Pazarlama B\u00fct\u00e7esi \u0130\u00e7in Neden \u00d6nemlidir?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Medya b\u00fct\u00e7esini yaln\u0131zca t\u0131klama, g\u00f6sterim veya platform bazl\u0131 d\u00f6n\u00fc\u015f\u00fcm verilerine g\u00f6re y\u00f6netmek eksik bir bak\u0131\u015f a\u00e7\u0131s\u0131 olu\u015fturabilir. \u00c7\u00fcnk\u00fc her kanal, kullan\u0131c\u0131 yolculu\u011funun farkl\u0131 bir a\u015famas\u0131nda rol oynar.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">MMM; kanal katk\u0131s\u0131, ROI, ROAS, sat\u0131\u015f etkisi ve b\u00fct\u00e7e da\u011f\u0131l\u0131m\u0131n\u0131 daha geni\u015f bir perspektifle analiz etmeye yard\u0131mc\u0131 olur. Bu sayede markalar hangi kanal\u0131n ger\u00e7ek de\u011fer \u00fcretti\u011fini, hangi noktada doygunlu\u011fa ula\u015ft\u0131\u011f\u0131n\u0131 ve b\u00fct\u00e7enin nas\u0131l yeniden da\u011f\u0131t\u0131labilece\u011fini daha net de\u011ferlendirebilir.<\/p>\n\n\n\n<h2 id=\"mmm-hangi-verilerle-calisir\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"MMM_Hangi_Verilerle_Calisir\"><\/span><strong>MMM Hangi Verilerle \u00c7al\u0131\u015f\u0131r?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">MMM, yaln\u0131zca reklam harcamalar\u0131n\u0131 de\u011fil, performans\u0131 etkileyen bir\u00e7ok de\u011fi\u015fkeni birlikte analiz eder.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Medya harcamalar\u0131<\/li>\n\n\n\n<li>G\u00f6sterim, t\u0131klama, eri\u015fim ve frekans verileri<\/li>\n\n\n\n<li>Sat\u0131\u015f, gelir, lead veya d\u00f6n\u00fc\u015f\u00fcm KPI\u2019lar\u0131<\/li>\n\n\n\n<li>Sezonluk d\u00f6nemler ve kampanya takvimi<\/li>\n\n\n\n<li>Fiyat de\u011fi\u015fimleri, promosyonlar ve rekabet etkisi<\/li>\n\n\n\n<li>B\u00f6lge, zaman ve kanal k\u0131r\u0131l\u0131mlar\u0131<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Veri kalitesi, do\u011fru KPI se\u00e7imi ve d\u00fczenli g\u00fcncelleme, MMM \u00e7al\u0131\u015fmalar\u0131n\u0131n daha sa\u011fl\u0131kl\u0131 sonu\u00e7lar \u00fcretmesi a\u00e7\u0131s\u0131ndan kritik \u00f6neme sahiptir.<\/p>\n\n\n\n<div class=\"wp-block-greenshift-blocks-image gspb_image gspb_image-id-gsbp-e184ec5\" id=\"gspb_image-id-gsbp-e184ec5\"><img decoding=\"async\" src=\"https:\/\/blog.markergroupe.com\/wp-content\/uploads\/2026\/09\/Media-Mix-Modeling.webp\" data-src=\"\" alt=\"\" loading=\"lazy\" width=\"1672\" height=\"941\" title=\"\"><\/div>\n\n\n\n<h2 id=\"mmm-ile-hangi-icgoruler-elde-edilir\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"MMM_ile_Hangi_Icgoruler_Elde_Edilir\"><\/span><strong>MMM ile Hangi \u0130\u00e7g\u00f6r\u00fcler Elde Edilir?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">MMM, pazarlama ekiplerine yaln\u0131zca ge\u00e7mi\u015f performans\u0131 okumak i\u00e7in de\u011fil, gelecek medya planlar\u0131n\u0131 daha stratejik kurgulamak i\u00e7in de i\u00e7g\u00f6r\u00fc sa\u011flar.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Bu modelleme ile \u015fu sorulara yan\u0131t aranabilir:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Hangi kanal sat\u0131\u015fa daha fazla katk\u0131 sa\u011flad\u0131?<\/li>\n\n\n\n<li>Hangi b\u00fct\u00e7e seviyesinden sonra verim d\u00fc\u015fmeye ba\u015flad\u0131?<\/li>\n\n\n\n<li>Hangi kanalda saturation etkisi olu\u015ftu?<\/li>\n\n\n\n<li>Marginal ROI hangi kanallarda daha g\u00fc\u00e7l\u00fc?<\/li>\n\n\n\n<li>B\u00fct\u00e7e hangi medya kanallar\u0131na yeniden da\u011f\u0131t\u0131lmal\u0131?<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Response curve, incrementality ve b\u00fct\u00e7e optimizasyonu gibi \u00e7\u0131kt\u0131lar, medya yat\u0131r\u0131mlar\u0131n\u0131n daha kontroll\u00fc y\u00f6netilmesine katk\u0131 sa\u011flar.<\/p>\n\n\n\n<h2 id=\"mmm-ve-atribusyon-arasindaki-fark-nedir\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"MMM_ve_Atribusyon_Arasindaki_Fark_Nedir\"><\/span><strong>MMM ve Atrib\u00fcsyon Aras\u0131ndaki Fark Nedir?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Atrib\u00fcsyon modelleri genellikle kullan\u0131c\u0131 temas noktalar\u0131n\u0131 ve d\u00f6n\u00fc\u015f\u00fcm yolculu\u011funu analiz eder. MMM ise daha geni\u015f \u00f6l\u00e7ekte kanal, b\u00fct\u00e7e, sezonluk etki ve d\u0131\u015f fakt\u00f6rleri birlikte de\u011ferlendirir.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Bu nedenle MMM ve atrib\u00fcsyon birbirinin alternatifi de\u011fil, birbirini tamamlayan iki \u00f6l\u00e7\u00fcmleme yakla\u015f\u0131m\u0131d\u0131r. Atrib\u00fcsyon kullan\u0131c\u0131 seviyesindeki etkile\u015fimleri anlamaya yard\u0131mc\u0131 olurken, MMM medya b\u00fct\u00e7esinin toplam i\u015f sonu\u00e7lar\u0131na etkisini analiz eder.<\/p>\n\n\n\n<h2 id=\"veri-odakli-medya-planlama-icin-mmm\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Veri_Odakli_Medya_Planlama_Icin_MMM\"><\/span><strong>Veri Odakl\u0131 Medya Planlama \u0130\u00e7in MMM<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">MMM, markalar\u0131n medya karmas\u0131n\u0131 daha bilimsel, \u00f6l\u00e7\u00fcmlenebilir ve stratejik \u015fekilde y\u00f6netmesine yard\u0131mc\u0131 olur. \u00d6zellikle full-funnel kampanyalarda \u00fcst funnel yat\u0131r\u0131mlar\u0131n sat\u0131\u015fa dolayl\u0131 etkisini anlamak, b\u00fct\u00e7e planlamas\u0131nda daha g\u00fc\u00e7l\u00fc kararlar al\u0131nmas\u0131n\u0131 destekler.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Pazarlama b\u00fct\u00e7enizi kanal bazl\u0131 performans verileri, medya karmas\u0131 analizi ve stratejik planlama yakla\u015f\u0131m\u0131yla daha verimli y\u00f6netmek i\u00e7in <a href=\"https:\/\/www.markergroupe.com\/tr\/digital-marker\/dijital-medya-planlama\/\">Dijital Medya Planlama hizmet sayfam\u0131z\u0131<\/a> inceleyebilirsiniz.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Hizmetlerimiz hakk\u0131nda detayl\u0131 bilgi almak i\u00e7in&nbsp;<a href=\"https:\/\/www.markergroupe.com\/tr\/iletisim\"><em>MarkerGroupe.com<\/em><\/a><em>&nbsp;<\/em>&nbsp;web sitesini ziyaret edebilir veya&nbsp;<em>&nbsp;<\/em><a href=\"mailto:hello@markergroupe.com\"><em>hello@markergroupe.com<\/em><\/a>adresinden bizimle ileti\u015fime ge\u00e7ebilirsiniz.<\/strong><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Dijital pazarlama ekosisteminde medya yat\u0131r\u0131mlar\u0131 art\u0131k yaln\u0131zca Google Ads, Meta Ads veya TikTok Ads gibi platform metrikleriyle de\u011ferlendirilmiyor. Kullan\u0131c\u0131 yolculu\u011funun Google, sosyal medya, YouTube, programatik, CTV, DOOH ve offline kanallar aras\u0131nda par\u00e7alanmas\u0131, markalar\u0131n b\u00fct\u00e7e planlamas\u0131nda daha b\u00fct\u00fcnc\u00fcl bir \u00f6l\u00e7\u00fcmleme yakla\u015f\u0131m\u0131na y\u00f6nelmesini gerekli hale getiriyor. Media Mix Modeling (MMM), pazarlama b\u00fct\u00e7esini sezgisel kararlar yerine kanal bazl\u0131 [&hellip;]<\/p>\n","protected":false},"author":16,"featured_media":45888,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_gspb_post_css":"#gspb_image-id-gsbp-e184ec5 img{vertical-align:top;display:inline-block;box-sizing:border-box;max-width:100%;height:auto}","footnotes":""},"categories":[],"tags":[1473,1495,2669],"class_list":["post-45887","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","tag-digital-marker-tr","tag-dijital-pazarlama","tag-media-mix-modeling"],"blocksy_meta":{"styles_descriptor":{"styles":{"desktop":"","tablet":"","mobile":""},"google_fonts":[],"version":7}},"_links":{"self":[{"href":"https:\/\/blog.markergroupe.com\/tr\/wp-json\/wp\/v2\/posts\/45887","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blog.markergroupe.com\/tr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.markergroupe.com\/tr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.markergroupe.com\/tr\/wp-json\/wp\/v2\/users\/16"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.markergroupe.com\/tr\/wp-json\/wp\/v2\/comments?post=45887"}],"version-history":[{"count":1,"href":"https:\/\/blog.markergroupe.com\/tr\/wp-json\/wp\/v2\/posts\/45887\/revisions"}],"predecessor-version":[{"id":45890,"href":"https:\/\/blog.markergroupe.com\/tr\/wp-json\/wp\/v2\/posts\/45887\/revisions\/45890"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/blog.markergroupe.com\/tr\/wp-json\/wp\/v2\/media\/45888"}],"wp:attachment":[{"href":"https:\/\/blog.markergroupe.com\/tr\/wp-json\/wp\/v2\/media?parent=45887"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.markergroupe.com\/tr\/wp-json\/wp\/v2\/categories?post=45887"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.markergroupe.com\/tr\/wp-json\/wp\/v2\/tags?post=45887"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}