{"id":21420,"date":"2026-04-22T10:07:33","date_gmt":"2026-04-22T08:07:33","guid":{"rendered":"https:\/\/www.dase-analytics.com\/blog\/?p=21420\/"},"modified":"2026-04-23T11:15:45","modified_gmt":"2026-04-23T09:15:45","slug":"marketing-mix-modeling-lekcia-od-airbnb-za-800-milionov-dolarov","status":"publish","type":"post","link":"https:\/\/www.dase-analytics.com\/blog\/sk\/marketing-mix-modeling-lekcia-od-airbnb-za-800-milionov-dolarov\/","title":{"rendered":"Marketing Mix Modeling: Lekcia od Airbnb za 800 mili\u00f3nov dol\u00e1rov"},"content":{"rendered":"<p data-start=\"310\" data-end=\"461\">V marci 2020 urobilo <span class=\"hover:entity-accent entity-underline inline cursor-pointer align-baseline\"><span class=\"whitespace-normal\">Airbnb<\/span><\/span> v reakcii na pand\u00e9miu nie\u010do nemyslite\u013en\u00e9. <strong>Zo d\u0148a na de\u0148 vypli takmer v\u0161etky platen\u00e9 reklamy.<\/strong><\/p>\n<p data-start=\"463\" data-end=\"685\">Cie\u013e bol jednoduch\u00fd. Firma potrebovala u\u0161etri\u0165 pribli\u017ene <strong>800 mili\u00f3nov dol\u00e1rov z marketingov\u00e9ho rozpo\u010dtu.<\/strong> Tento krok bol kr\u00edzov\u00fdm opatren\u00edm, no ne\u010dakane sa z neho stal jeden z najv\u00e4\u010d\u0161\u00edch marketingov\u00fdch experimentov posledn\u00fdch rokov.<\/p>\n<p data-start=\"687\" data-end=\"755\">A pr\u00e1ve ten odhalil nie\u010do, \u010do v\u00e4\u010d\u0161ina firiem nikdy re\u00e1lne netestuje.<\/p>\n<h2 data-section-id=\"j7dw4l\" data-start=\"757\" data-end=\"808\">Pre\u010do po\u010det konverzi\u00ed v reporte neznamen\u00e1 \u00faspech<\/h2>\n<p data-start=\"810\" data-end=\"933\">Pr\u00edpad Airbnb dokonale ilustruje z\u00e1sadn\u00fd rozdiel medzi dvoma k\u013e\u00fa\u010dov\u00fdmi konceptmi v analytike:<strong> atrib\u00faciou<\/strong> a <strong>inkrementalitou.<\/strong><\/p>\n<p data-start=\"935\" data-end=\"1148\">Aj po \u00faplnom vypnut\u00ed platenej reklamy sa toti\u017e n\u00e1v\u0161tevnos\u0165 a rezerv\u00e1cie za\u010dali postupne vraca\u0165. V roku 2021, dlho po marketingovej pauze, poch\u00e1dzalo viac ako <strong>90 % n\u00e1v\u0161tevnosti<\/strong> z priamych alebo neplaten\u00fdch kan\u00e1lov.<\/p>\n<p data-start=\"1150\" data-end=\"1189\">Pre Airbnb to bol z\u00e1sadn\u00fd <strong>\u201eaha moment\u201c.<\/strong><\/p>\n<p data-start=\"1191\" data-end=\"1440\">Znamenalo to, \u017ee ve\u013ek\u00e1 \u010das\u0165 pou\u017e\u00edvate\u013eov, ktor\u00ed predt\u00fdm klikali na platen\u00e9 reklamy, by na str\u00e1nku pri\u0161la tak \u010di tak. Firma si tak uvedomila, \u017ee zna\u010dn\u00fa \u010das\u0165 rozpo\u010dtu investovala do n\u00e1v\u0161tev, <strong>ktor\u00e9 by s vysokou pravdepodobnos\u0165ou z\u00edskala aj bez reklamy.<\/strong><\/p>\n<h3><strong>Pochopi\u0165 preto tento rozdiel je k\u013e\u00fa\u010dov\u00fd pre ka\u017ed\u00e9ho, kto investuje do marketingu:<\/strong><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Atrib\u00facia<\/b><span style=\"font-weight: 400;\"> sa sna\u017e\u00ed priradi\u0165 z\u00e1sluhy za konverziu jednotliv\u00fdm marketingov\u00fdm kan\u00e1lom. Najbe\u017enej\u0161\u00ed, no z\u00e1rove\u0148 najproblematickej\u0161\u00ed je <\/span><b>last-click model<\/b><span style=\"font-weight: 400;\">, ktor\u00fd pripisuje 100 % z\u00e1sluh posledn\u00e9mu kliknutiu pred konverziou.<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><span style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Ak pou\u017e\u00edvate\u013e h\u013eadal \u201eubytovanie v Prahe\u201c, videl va\u0161u reklamu, klikol na \u0148u a nak\u00fapil, <strong>last-click atrib\u00facia<\/strong> d\u00e1 v\u0161etku z\u00e1sluhu tejto reklame. V\u00e1\u0161 report v Google Ads tak vyzer\u00e1 skvele a mana\u017ement je spokojn\u00fd.)<\/span><\/span><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Incrementalita (skuto\u010dn\u00fd pr\u00ednos)<\/b><span style=\"font-weight: 400;\"> sa p\u00fdta ove\u013ea d\u00f4le\u017eitej\u0161iu ot\u00e1zku: <strong>Ko\u013eko konverzi\u00ed by sa <\/strong><\/span><strong><i>neuskuto\u010dnilo<\/i>, keby sme reklamu v\u00f4bec nespustili?<\/strong><span style=\"font-weight: 400;\"><br \/>\n<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><span style=\"font-weight: 400;\">Meria <strong>skuto\u010dn\u00fd, kauz\u00e1lny vplyv<\/strong> marketingovej aktivity, nie len korel\u00e1ciu. Je to jedin\u00e1 metrika, ktor\u00e1 v\u00e1m povie, \u010di va\u0161e peniaze generuj\u00fa nov\u00fd biznis, alebo len sprev\u00e1dzaj\u00fa z\u00e1kazn\u00edkov, ktor\u00ed by pri\u0161li aj tak.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Probl\u00e9m Airbnb bol v tom, \u017ee ich atribu\u010dn\u00e9 modely (pravdepodobne postaven\u00e9 pr\u00e1ve na last-click princ\u00edpe) mas\u00edvne nadhodnocovali pr\u00ednos rekl\u00e1m.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Zaznamen\u00e1vali kliknutia a konverzie, no nedok\u00e1zali odhali\u0165, \u017ee v\u00e4\u010d\u0161ina t\u00fdchto pou\u017e\u00edvate\u013eov u\u017e mala pevn\u00fd \u00famysel nav\u0161t\u00edvi\u0165 Airbnb. <\/span><span style=\"font-weight: 400;\">Kr\u00edzov\u00fd experiment s vypnut\u00edm rekl\u00e1m uk\u00e1zal, \u017ee ich skuto\u010dn\u00e1 inkrementalita bola alarmuj\u00faco n\u00edzka.<\/span><\/p>\n<h2><b>Ako Airbnb platilo za vlastn\u00fdch z\u00e1kazn\u00edkov<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">Ke\u010f spoj\u00edme te\u00f3riu s d\u00e1tami, pr\u00edpad Airbnb je kri\u0161t\u00e1\u013eovo jasn\u00fd. Firma roky mas\u00edvne investovala do v\u00fdkonnostn\u00e9ho marketingu, ktor\u00fd prim\u00e1rne <\/span><b>zachyt\u00e1val u\u017e existuj\u00faci dopyt<\/b><span style=\"font-weight: 400;\">.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Namiesto toho, aby vytv\u00e1rali nov\u00e9 potreby, cielili najm\u00e4 na \u013eud\u00ed, ktor\u00ed u\u017e zna\u010dku poznali a akt\u00edvne ju h\u013eadali, napr\u00edklad zadan\u00edm \u201eairbnb\u201c alebo \u201eairbnb Praha\u201c do vyh\u013ead\u00e1va\u010da. <\/span><span style=\"font-weight: 400;\">Tento pr\u00edstup nevyhnutne viedol ku <\/span><b>kanibaliz\u00e1cii vlastnej zna\u010dky<\/b><span style=\"font-weight: 400;\"> (<\/span><i><span style=\"font-weight: 400;\">brand cannibalization<\/span><\/i><span style=\"font-weight: 400;\">).<\/span><\/p>\n<p><span style=\"font-weight: 400;\">V praxi to znamen\u00e1, \u017ee plat\u00edte Googlu za kliknutie od z\u00e1kazn\u00edka, ktor\u00fd v\u00e1s u\u017e h\u013eadal a s najv\u00e4\u010d\u0161ou pravdepodobnos\u0165ou by klikol na prv\u00fd neplaten\u00fd odkaz s va\u0161\u00edm menom.<\/span><\/p>\n<p><span style=\"font-weight: 400;\"><strong>Konverzia sa st\u00e1le uskuto\u010dnila<\/strong>, len sa v reportoch presunula z kol\u00f3nky \u201eplaten\u00e1 n\u00e1v\u0161tevnos\u0165\u201c do \u201eorganickej\u201c alebo \u201epriamej\u201c. Biznis nestratil takmer ni\u010d, no marketingov\u00fd rozpo\u010det u\u0161etril mili\u00f3ny.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">V\u00fdsledn\u00fdch 90 % neplatenej n\u00e1v\u0161tevnosti v roku 2021 bolo d\u00f4kazom, \u017ee zna\u010dka je nato\u013eko siln\u00e1, \u017ee nepotrebuje plati\u0165 za navig\u00e1ciu existuj\u00facich z\u00e1kazn\u00edkov na svoj web. <\/span><b>Namiesto toho <\/b><span style=\"font-weight: 400;\">presunulo rozpo\u010det do aktiv\u00edt, ktor\u00e9 buduj\u00fa zna\u010dku a vytv\u00e1raj\u00fa nov\u00fd dopyt, prim\u00e1rne <strong>do PR a brand marketingu.<\/strong><\/span><\/p>\n<h2><b>Ako otestova\u0165 pl\u00fdtvanie vo vlastnej firme?<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">Pr\u00edpad Airbnb je extr\u00e9mny pre jeho glob\u00e1lny rozmer a obrovsk\u00fa silu zna\u010dky. <strong>Princ\u00edpy s\u00fa v\u0161ak univerz\u00e1lne a testova\u0165 ich m\u00f4\u017ee aj men\u0161ia firma \u010di e-shop. <\/strong><\/span><span style=\"font-weight: 400;\">Ako zisti\u0165, \u010di aj vy n\u00e1hodou zbyto\u010dne neplat\u00edte za n\u00e1v\u0161tevnos\u0165, ktor\u00e1 by pri\u0161la zadarmo?\u00a0<\/span><\/p>\n<h3><b>Jednoduch\u00fd On\/Off test<\/b><span style=\"font-weight: 400;\">\u00a0<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Najjednoduch\u0161\u00ed, aj ke\u010f nie vedecky dokonal\u00fd sp\u00f4sob. Vypnite svoje kampane na vlastn\u00fa zna\u010dku (branded search) na <strong>1-2 t\u00fd\u017edne<\/strong> a pozorne sledujte, \u010do sa stane s va\u0161imi <\/span><i><span style=\"font-weight: 400;\">celkov\u00fdmi<\/span><\/i><span style=\"font-weight: 400;\"> konverziami a tr\u017ebami.<\/span><\/p>\n<h3><b>Geo-experimenty a Liftov\u00e9 \u0161t\u00fadie:<\/b><span style=\"font-weight: 400;\">\u00a0<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Namiesto vypnutia rekl\u00e1m v\u0161ade ich vypnete<strong> len v ur\u010ditej geografickej oblasti<\/strong> (napr. v dvoch krajoch), zatia\u013e \u010do v in\u00fdch, porovnate\u013en\u00fdch oblastiach (kontroln\u00e1 skupina), ich nech\u00e1te be\u017ea\u0165.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">N\u00e1sledne porovn\u00e1te rozdiel v celkov\u00fdch konverzi\u00e1ch medzi testovacou a kontrolnou skupinou. <\/span><span style=\"font-weight: 400;\">Tento rozdiel (tzv. \u201elift\u201c) predstavuje skuto\u010dn\u00fd, kauz\u00e1lny pr\u00ednos va\u0161ich rekl\u00e1m.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Dnes u\u017e tieto n\u00e1stroje pon\u00faka priamo <strong>Google<\/strong> \u010di <strong>Facebook.<\/strong><\/span><\/p>\n<h2><b>Z\u00e1ver<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">Pr\u00edpad Airbnb je hlasn\u00fdm varovan\u00edm pre ka\u017ed\u00e9ho, kto sa spolieha v\u00fdlu\u010dne na \u0161tandardn\u00e9 reporty z <strong>Google Analytics<\/strong> \u010di <strong>Google Ads. <\/strong><\/span><span style=\"font-weight: 400;\">Tieto n\u00e1stroje s\u00fa skvel\u00e9 na sledovanie atrib\u00facie, no samy o sebe v\u00e1m nepovedia ni\u010d o skuto\u010dnej incrementalite. <strong>Uk\u00e1\u017eu v\u00e1m, \u010do sa stalo, ale nie pre\u010do.<\/strong><\/span><\/p>\n<p>Airbnb potrebovalo pand\u00e9miu, aby to zistili. <b>Vy na to \u010daka\u0165 nemus\u00edte.\u00a0<\/b><b><\/b>Booknite si<a href=\"https:\/\/calendar.google.com\/calendar\/appointments\/schedules\/AcZssZ1y_TEM0euCqh2XawEbJiRNyB0ni-NhyaWZ7TWX5eePhw1F8aQZHS2nfIEuNNyBAQWHxY1embTe\" target=\"_blank\" rel=\"noopener\"><strong> bezplatn\u00fa 30min\u00fatov\u00fa konzult\u00e1ciu<\/strong><\/a> s na\u0161im Marekom, pokec\u00e1te a mo\u017eno pr\u00eddete na nie\u010do zauj\u00edmav\u00e9. &#x1f596;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>V marci 2020 urobilo Airbnb v reakcii na pand\u00e9miu nie\u010do nemyslite\u013en\u00e9. Zo d\u0148a na de\u0148 vypli takmer v\u0161etky&#8230;<\/p>\n","protected":false},"author":82,"featured_media":21423,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[340],"tags":[1100,1101,1099],"_links":{"self":[{"href":"https:\/\/www.dase-analytics.com\/blog\/sk\/wp-json\/wp\/v2\/posts\/21420"}],"collection":[{"href":"https:\/\/www.dase-analytics.com\/blog\/sk\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.dase-analytics.com\/blog\/sk\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.dase-analytics.com\/blog\/sk\/wp-json\/wp\/v2\/users\/82"}],"replies":[{"embeddable":true,"href":"https:\/\/www.dase-analytics.com\/blog\/sk\/wp-json\/wp\/v2\/comments?post=21420"}],"version-history":[{"count":10,"href":"https:\/\/www.dase-analytics.com\/blog\/sk\/wp-json\/wp\/v2\/posts\/21420\/revisions"}],"predecessor-version":[{"id":21431,"href":"https:\/\/www.dase-analytics.com\/blog\/sk\/wp-json\/wp\/v2\/posts\/21420\/revisions\/21431"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.dase-analytics.com\/blog\/sk\/wp-json\/wp\/v2\/media\/21423"}],"wp:attachment":[{"href":"https:\/\/www.dase-analytics.com\/blog\/sk\/wp-json\/wp\/v2\/media?parent=21420"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.dase-analytics.com\/blog\/sk\/wp-json\/wp\/v2\/categories?post=21420"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.dase-analytics.com\/blog\/sk\/wp-json\/wp\/v2\/tags?post=21420"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}