{"id":47619,"date":"2025-06-12T10:40:21","date_gmt":"2025-06-12T10:40:21","guid":{"rendered":"https:\/\/stacc.ee\/?p=47619"},"modified":"2025-07-02T10:51:55","modified_gmt":"2025-07-02T10:51:55","slug":"kuidas-kasutajaandmed-aitavad-luua-paremaid-tooteid","status":"publish","type":"post","link":"https:\/\/stacc.ee\/et\/kuidas-kasutajaandmed-aitavad-luua-paremaid-tooteid\/","title":{"rendered":"Kuidas kasutajaandmed aitavad luua paremaid tooteid"},"content":{"rendered":"\n

<\/p>\n\n\n\n

Paljud tooted ja teenused ei t\u00e4ida oma potentsiaali mitte seet\u00f5ttu, et kasutajad neid ei vajaks, vaid seet\u00f5ttu, et kasutajakogemus pole piisavalt sujuv v\u00f5i kaasahaarav. Just kasutajate k\u00e4itumise anal\u00fc\u00fcsimine aitab m\u00f5ista, kus toode t\u00f6\u00f6tab h\u00e4sti \u2013 ja kus vajab t\u00e4iustamist.<\/p>\n\n\n\n

\u00dcks n\u00e4ide kasutajakesksest l\u00e4henemisest on koost\u00f6\u00f6projekt Korrutusm\u00e4ngu loojatega, kus STACC anal\u00fc\u00fcsis kasutajaandmeid, et anda arendusmeeskonnale sisend, mille p\u00f5hjal m\u00e4ngu edasi arendada. See projekt n\u00e4itab, et ka tagasihoidliku andmemahu p\u00f5hjal on v\u00f5imalik m\u00e4rgata mustreid, mis aitavad parandada kasutajakogemust ja suurendada toote v\u00e4\u00e4rtust \u2013 mitte ainult haridusvaldkonnas, vaid ka mujal.<\/p>\n\n\n\n

Korrutusm\u00e4ng \u2013 l\u00f5bus viis korrutustabeli \u00f5ppimiseks<\/strong><\/h3>\n\n\n\n

Matemaatika \u00f5ppimine v\u00f5ib olla lastele keeruline \u2013 eriti korrutustabeli tuupimine, mis tihti tundub \u00fcksluise ja igavana. Selle probleemi lahendamiseks loodi Korrutusm\u00e4ng<\/a><\/strong>, mis muudab \u00f5ppimise m\u00e4nguliseks ja kaasahaaravaks. STACC aitas m\u00e4ngu arendajatel muuta rakendust veelgi t\u00f5husamaks ja \u00f5ppijas\u00f5bralikumaks.<\/p>\n\n\n\n

Korrutusm\u00e4ng on mitmetasandiline \u00f5ppevahend, mis viib lapsed samm-sammult l\u00e4bi korrutustabeli \u00f5ppimise protsessi. M\u00e4ngu paberversioon on juba edukalt katsetatud enam kui 2000 \u00f5ppijaga ning n\u00fc\u00fcd v\u00f5imaldab mobiilirakendus lastel korrutamist harjutada iseseisvalt.<\/p>\n\n\n\n

M\u00e4ng koosneb seitsmest tasemest, kus iga etapp aitab kaasa korrutustabeli kiirele omandamisele:<\/p>\n\n\n\n

Tase 1<\/strong>: Laps kohtub k\u00fcmne tegelasega, kes s\u00fcmboliseerivad numbreid.<\/p>\n\n\n\n

Tase 2<\/strong>: Laps kuulab l\u00f5busaid jutukesi, mis loovad seoseid tehteliikmete vahel.<\/p>\n\n\n\n

Tase 3<\/strong>: Tegelastega seotud numbrid kinnistatakse veelgi, lisades juurde t\u00e4hed.<\/p>\n\n\n\n

Tase 4<\/strong>: Laps \u00f5pib, kuidas tehtekaardil kahes tegelases numbreid n\u00e4ha.<\/p>\n\n\n\n

Tase 5<\/strong>: Koodikeele lugemise oskus s\u00fcveneb.<\/p>\n\n\n\n

Tase 6<\/strong>: Laps \u00f5pib korrutamise olemust lihtsate tehete abil.<\/p>\n\n\n\n

Tase 7<\/strong>: K\u00f5ik eelnevad teadmised \u00fchendatakse ja korrutamise oskus kinnistub.<\/p>\n\n\n\n

<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

V\u00e4ljakutse: miks ei j\u00f5ua lapsed m\u00e4ngu l\u00f5puni?<\/strong><\/h3>\n\n\n\n

Rakenduse loojatel tekkis k\u00fcsimus: miks ei j\u00f5ua paljud lapsed m\u00e4ngu l\u00f5puni? Et sellele vastust leida, anal\u00fc\u00fcsis STACC kasutajate tegevuslogisid, et tuvastada punktid, kus \u00f5ppeteekond katkes v\u00f5i kus kasutajad takerdusid.<\/p>\n\n\n\n

Kasutati klasterdamise meetodit, mille abil eristati kasutajagrupid sarnase \u00f5pikogemuse p\u00f5hjal. Nende k\u00e4itumismustrite uurimine v\u00f5imaldas tuua v\u00e4lja selged takistused:<\/p>\n\n\n\n

    \n
  • M\u00f5ned tasemed osutusid keerukamateks kui teised, p\u00f5hjustades laste loobumise. Tervelt 30% kasutajatest katkestas m\u00e4ngu juba 2. tasemel.
    <\/li>\n\n\n\n
  • Lapsed, kellel on lugemisraskusi, vajasid rohkem tuge.
    <\/li>\n\n\n\n
  • Edukamad \u00f5ppijad p\u00f6\u00f6rdusid sageli varasemate tasemete juurde tagasi, et oma teadmisi kinnistada. N\u00e4iteks tuletati sageli meelde 1. tasemel \u00f5pitud seosed.<\/li>\n<\/ul>\n\n\n\n

    Tulemuste rakendamine edasiarendustes<\/strong><\/h3>\n\n\n\n

    Anal\u00fc\u00fcsi tulemused aitavad arendajatel m\u00e4ngu edaspidi t\u00e4iustada, muutes selle veelgi efektiivsemaks abivahendiks matemaatika \u00f5ppimisel. N\u00e4iteks:<\/p>\n\n\n\n

      \n
    • Kohandatakse teatud tasemete \u00fclesehitust, et need oleksid sujuvamad ja kaasahaaravamad.
      <\/li>\n\n\n\n
    • Harjutusi plaanitakse \u00fcmber teha, et pakkuda tuge lastele, kellel on lugemisega raskusi.
      <\/li>\n\n\n\n
    • \u00d5piteekonna l\u00f5ppu j\u00f5udnud lapsed harjutasid sageli varasemate tasemete \u00fclesandeid \u2013 et lastel teadmised paremini kinnistuks, lisatakse rakendusse isikup\u00e4rastatud kordusharjutused, mis keskenduvad just neile teemadele, kus laps varem eksis.<\/li>\n<\/ul>\n\n\n\n

      Andmetest paremate lahendusteni<\/strong><\/h3>\n\n\n\n

      Andmeanal\u00fc\u00fcs on v\u00e4\u00e4rtuslik t\u00f6\u00f6riist k\u00f5igile, kes soovivad oma tooteid v\u00f5i teenuseid kasutajas\u00f5bralikumaks muuta. Haridusvaldkonnas aitab see m\u00f5ista \u00f5ppijate vajadusi ja t\u00f5sta \u00f5pivahendite t\u00f5husust, kuid sama l\u00e4henemist saab edukalt rakendada ka muudes valdkondades nagu turunduses v\u00f5i tarkvaraarenduses.<\/p>\n\n\n\n

      Kasutajate k\u00e4itumismustrite anal\u00fc\u00fcs annab v\u00f5imaluse langetada andmep\u00f5hiseid otsuseid, m\u00f5ista, kus toode tegelikult t\u00f6\u00f6tab \u2013 ja kus mitte \u2013, ning luua paremaid, kasutajakesksemaid lahendusi.<\/p>\n\n\n\n

      Kui soovid teada, mida sinu toote kasutajad tegelikult kogevad \u2013 ja kuidas seda teadmist targalt \u00e4ra kasutada \u2013, siis v\u00f5ta meiega \u00fchendust. STACC aitab sul muuta andmed selgeks tegevusplaaniks ja selle kaudu luua paremaid kogemusi, mis loovad rohkem v\u00e4\u00e4rtust.<\/p>\n","protected":false},"excerpt":{"rendered":"

      Paljud tooted ja teenused ei t\u00e4ida oma potentsiaali mitte seet\u00f5ttu, et kasutajad neid ei vajaks, vaid seet\u00f5ttu, et kasutajakogemus pole piisavalt sujuv v\u00f5i kaasahaarav. Just kasutajate k\u00e4itumise anal\u00fc\u00fcsimine aitab m\u00f5ista, kus toode t\u00f6\u00f6tab h\u00e4sti \u2013 ja kus vajab t\u00e4iustamist. \u00dcks n\u00e4ide kasutajakesksest l\u00e4henemisest on koost\u00f6\u00f6projekt Korrutusm\u00e4ngu loojatega, kus STACC anal\u00fc\u00fcsis kasutajaandmeid, et anda arendusmeeskonnale sisend,<\/p>\n","protected":false},"author":17,"featured_media":47620,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[156],"tags":[],"class_list":["post-47619","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-assistendid"],"yoast_head":"\nKuidas kasutajaandmed aitavad luua paremaid tooteid - STACC<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/stacc.ee\/et\/kuidas-kasutajaandmed-aitavad-luua-paremaid-tooteid\/\" \/>\n<meta property=\"og:locale\" content=\"et_EE\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Kuidas kasutajaandmed aitavad luua paremaid tooteid - STACC\" \/>\n<meta property=\"og:description\" content=\"Paljud tooted ja teenused ei t\u00e4ida oma potentsiaali mitte seet\u00f5ttu, et kasutajad neid ei vajaks, vaid seet\u00f5ttu, et kasutajakogemus pole piisavalt sujuv v\u00f5i kaasahaarav. Just kasutajate k\u00e4itumise anal\u00fc\u00fcsimine aitab m\u00f5ista, kus toode t\u00f6\u00f6tab h\u00e4sti \u2013 ja kus vajab t\u00e4iustamist. \u00dcks n\u00e4ide kasutajakesksest l\u00e4henemisest on koost\u00f6\u00f6projekt Korrutusm\u00e4ngu loojatega, kus STACC anal\u00fc\u00fcsis kasutajaandmeid, et anda arendusmeeskonnale sisend,\" \/>\n<meta property=\"og:url\" content=\"https:\/\/stacc.ee\/et\/kuidas-kasutajaandmed-aitavad-luua-paremaid-tooteid\/\" \/>\n<meta property=\"og:site_name\" content=\"STACC\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/staccest\" \/>\n<meta property=\"article:published_time\" content=\"2025-06-12T10:40:21+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-07-02T10:51:55+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/stacc.ee\/wp-content\/uploads\/2025\/06\/Korrutusmang-scaled.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"2560\" \/>\n\t<meta property=\"og:image:height\" content=\"1440\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Annet Muru\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@staccest1\" \/>\n<meta name=\"twitter:site\" content=\"@staccest1\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Annet Muru\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 minutit\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/stacc.ee\/et\/kuidas-kasutajaandmed-aitavad-luua-paremaid-tooteid\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/stacc.ee\/et\/kuidas-kasutajaandmed-aitavad-luua-paremaid-tooteid\/\"},\"author\":{\"name\":\"Annet Muru\",\"@id\":\"https:\/\/stacc.ee\/et\/#\/schema\/person\/70020bab09c6ee31b9c15d65d49390cd\"},\"headline\":\"Kuidas kasutajaandmed aitavad luua paremaid tooteid\",\"datePublished\":\"2025-06-12T10:40:21+00:00\",\"dateModified\":\"2025-07-02T10:51:55+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/stacc.ee\/et\/kuidas-kasutajaandmed-aitavad-luua-paremaid-tooteid\/\"},\"wordCount\":578,\"publisher\":{\"@id\":\"https:\/\/stacc.ee\/et\/#organization\"},\"image\":{\"@id\":\"https:\/\/stacc.ee\/et\/kuidas-kasutajaandmed-aitavad-luua-paremaid-tooteid\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/stacc.ee\/wp-content\/uploads\/2025\/06\/Korrutusmang-scaled.jpg\",\"articleSection\":[\"AI-assistendid\"],\"inLanguage\":\"et\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/stacc.ee\/et\/kuidas-kasutajaandmed-aitavad-luua-paremaid-tooteid\/\",\"url\":\"https:\/\/stacc.ee\/et\/kuidas-kasutajaandmed-aitavad-luua-paremaid-tooteid\/\",\"name\":\"Kuidas kasutajaandmed aitavad luua paremaid tooteid - 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