{"id":17329,"date":"2025-08-13T09:34:08","date_gmt":"2025-08-13T07:34:08","guid":{"rendered":"https:\/\/www.novotek.com\/fi\/?post_type=insights&#038;p=17329"},"modified":"2025-10-22T06:39:34","modified_gmt":"2025-10-22T04:39:34","slug":"checklist-onko-teollisuusdata-valmis-tekoalya-varten","status":"publish","type":"insights","link":"https:\/\/www.novotek.com\/fi\/insight\/checklist-onko-teollisuusdata-valmis-tekoalya-varten\/","title":{"rendered":"Checklist: Onko teollisuusdata valmis teko\u00e4ly\u00e4 varten?"},"content":{"rendered":"<div class=\"container-md paragraph  \">\n<p>Gartner on nimennyt <strong><a href=\"https:\/\/www.gartner.com\/en\/articles\/top-technology-trends-2025\" target=\"_blank\" rel=\"noreferrer noopener\">teko\u00e4lyn vuoden 2025 t\u00e4rkeimm\u00e4ksi strategiseksi teknologiaksi<\/a><\/strong>. P\u00e4\u00e4st\u00e4kseen hy\u00f6dynt\u00e4m\u00e4\u00e4n teko\u00e4lyn tuomaa potentiaalia on kysytt\u00e4v\u00e4 yksi t\u00e4rke\u00e4 kysymys: Onko teollisuusdata valmis teko\u00e4ly\u00e4 varten?<\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Martin Paczona (<em>Head of Industrial Data Science<\/em>), k\u00e4y l\u00e4pi keskeiset asiat, jotka on huomioitava teollisen datan valmistelussa teko\u00e4ly\u00e4 varten, sek\u00e4 k\u00e4yt\u00e4nn\u00f6n toimenpiteit\u00e4, joilla tuotettu arvo voidaan maksimoida.<\/p>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:24px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h2 class=\"wp-block-heading\">Miksi teko\u00e4ly tarvitsee korkealaatuista teollista dataa?<\/h2>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Aloitetaan perusteista! Teko\u00e4lymallit toimivat parhaiten silloin, kun niill\u00e4 on k\u00e4yt\u00f6ss\u00e4\u00e4n rakenteellista, puhdasta ja kontekstualisoitua dataa. Heikkolaatuinen data voi johtaa moniin ongelmiin, kuten v\u00e4\u00e4ristyneisiin malleihin, virheellisiin ennusteisiin, ja tulkintoihin sek\u00e4 rajoitettuun k\u00e4ytt\u00f6\u00f6n.<\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p><strong>Laadukkaan datan hy\u00f6dyt:<\/strong><\/p>\n<\/div>\n\n<div class=\"container-md list  \">\n<ul class=\"wp-block-list\"><div class=\"container-md list-item  \">\n<li><strong>Tarkkuus ja luotettavuus<\/strong>: Teko\u00e4lyalgoritmit toimivat parhaiten, kun niille sy\u00f6tetty data on valmista, yhten\u00e4ist\u00e4 ja ehe\u00e4\u00e4.<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li><strong>Tehokas p\u00e4\u00e4t\u00f6ksenteko<\/strong>:<strong> <\/strong>Hyvin j\u00e4sennellyn datan avulla teko\u00e4ly pystyy tuottamaan reaaliaikaista tietoa, joka taas osaltaan tukee \u00e4lykk\u00e4\u00e4mpi\u00e4 p\u00e4\u00e4t\u00f6ksi\u00e4 ja prosessien automaatiota. <\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li><strong>Yhteensopivuus eri j\u00e4rjestelmien v\u00e4lill\u00e4<\/strong>: Teko\u00e4lyn suorituskyky paranee merkitt\u00e4v\u00e4sti, kun se k\u00e4sittelee yhten\u00e4istetty\u00e4 dataa IoT-antureilta, toiminnanohjausj\u00e4rjestelmist\u00e4 ja tuotantotietokannoista.<\/li>\n<\/div><\/ul>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:24px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container media-text  \">\n<div class=\"wp-block-media-text has-media-on-the-right is-stacked-on-mobile\"><div class=\"wp-block-media-text__content\"><div class=\"container-md heading  \">\n<h2 class=\"wp-block-heading\">Checklist: Onko teollisuusdata teko\u00e4lyvalmis?<\/h2>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:24px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h3 class=\"wp-block-heading\">1. Datan keruu<\/h3>\n<\/div>\n\n<div class=\"container-md list  \">\n<ul class=\"wp-block-list\"><div class=\"container-md list-item  \">\n<li>Ker\u00e4\u00e4ttek\u00f6 oikeaa dataa sopivin v\u00e4liajoin IoT-antureista, tuotantolaitteista ja ERP-j\u00e4rjestelmist\u00e4?<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li>Onko ker\u00e4tty data j\u00e4sennelty\u00e4 ja standardoitua?<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li>Onko datankeruu skaalautuvaa?<\/li>\n<\/div><\/ul>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:24px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h3 class=\"wp-block-heading\">2. Datan varastointi<\/h3>\n<\/div>\n\n<div class=\"container-md list  \">\n<ul class=\"wp-block-list\"><div class=\"container-md list-item  \">\n<li>Onko data on tallennettu keskitetysti?<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li>Onnistuuko sen hy\u00f6dynt\u00e4minen sujuvasti eri a) j\u00e4rjestelmiss\u00e4 ja b) tiimeiss\u00e4?<\/li>\n<\/div><\/ul>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:24px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h3 class=\"wp-block-heading\">3. Datan laatu, valmistelu ja siivous<\/h3>\n<\/div>\n\n<div class=\"container-md list  \">\n<ul class=\"wp-block-list\"><div class=\"container-md list-item  \">\n<li>Tiedoissanne ei ole aukkoja, ep\u00e4johdonmukaisuuksia tai p\u00e4\u00e4llekk\u00e4isyyksi\u00e4?<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li>Oletteko ottaneet k\u00e4ytt\u00f6\u00f6n datan laadunvarmistusprosessit paikkansapit\u00e4vyyden varmistamiseksi?<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li>Onko data kontekstualisoitua? Onko teill\u00e4 strategia siihen, miten data tullaan kontekstualisoimaan?<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li>Pystyttek\u00f6 helposti muuntamaan datan tarvittavaan muotoon?<\/li>\n<\/div><\/ul>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:24px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h3 class=\"wp-block-heading\">4. Reaaliaikainen vs. historiallinen data <\/h3>\n<\/div>\n\n<div class=\"container-md list  \">\n<ul class=\"wp-block-list\"><div class=\"container-md list-item  \">\n<li>Tukevatko j\u00e4rjestelm\u00e4t reaaliaikaista datastriimausta ennakoivien analyysien tuottamiseksi?<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li>Onko historiallinen data arkistoitu asianmukaisesti ja saatavilla trendianalyysej\u00e4 varten?<\/li>\n<\/div><\/ul>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:24px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md buttons  \">\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\"><div class=\"container-md button  \">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link has-novotek-red-background-color has-background wp-element-button\" href=\"https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/Opas-teollinendata-tekoaly\/tarkista-datan-tekoalyvalmius-checklist-novotek.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">Avaa Checklist t\u00e4st\u00e4<\/a><\/div>\n<\/div><\/div>\n<\/div><\/div><figure class=\"wp-block-media-text__media\"><a href=\"https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/Opas-teollinendata-tekoaly\/tarkista-datan-tekoalyvalmius-checklist-novotek.pdf\" target=\"_blank\" rel=\" noreferrer noopener\"><img loading=\"lazy\" decoding=\"async\" width=\"1002\" height=\"1024\" src=\"https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/Opas-teollinendata-tekoaly\/tarkista-datan-tekoalyvalmius-preview-1002x1024.png\" alt=\"Checklista: Tarkista datan teko\u00e4lyvalmius esikatselukuva\" class=\"wp-image-17833 size-full\" srcset=\"https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/Opas-teollinendata-tekoaly\/tarkista-datan-tekoalyvalmius-preview-1002x1024.png 1002w, https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/Opas-teollinendata-tekoaly\/tarkista-datan-tekoalyvalmius-preview-293x300.png 293w, https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/Opas-teollinendata-tekoaly\/tarkista-datan-tekoalyvalmius-preview-768x785.png 768w, https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/Opas-teollinendata-tekoaly\/tarkista-datan-tekoalyvalmius-preview-1502x1536.png 1502w, https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/Opas-teollinendata-tekoaly\/tarkista-datan-tekoalyvalmius-preview-84x86.png 84w, https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/Opas-teollinendata-tekoaly\/tarkista-datan-tekoalyvalmius-preview-306x313.png 306w, https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/Opas-teollinendata-tekoaly\/tarkista-datan-tekoalyvalmius-preview-636x650.png 636w, https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/Opas-teollinendata-tekoaly\/tarkista-datan-tekoalyvalmius-preview-1596x1632.png 1596w, https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/Opas-teollinendata-tekoaly\/tarkista-datan-tekoalyvalmius-preview.png 1875w\" sizes=\"auto, (max-width: 1002px) 100vw, 1002px\" \/><\/a><\/figure><\/div>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h2 class=\"wp-block-heading has-text-align-center\">Teko\u00e4lyn k\u00e4ytt\u00f6\u00f6notto: Yleisimm\u00e4t haasteet ja ratkaisut<\/h2>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:24px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p><strong>Datasiilot ja yhteensopivuushaasteet \u2192<\/strong> <strong>Ratkaisu<\/strong>: Ottakaa k\u00e4ytt\u00f6\u00f6n integroitu datan hallinta-alusta, joka yhdist\u00e4\u00e4 useita tietol\u00e4hteit\u00e4. Esimerkiksi <a href=\"https:\/\/www.novotek.com\/fi\/ratkaisut-ja-tuotteet\/teollinen-dataops\/\">teollisuuden DataOps<\/a> -ratkaisu: <strong><a href=\"https:\/\/www.novotek.com\/fi\/ratkaisut-ja-tuotteet\/teollinen-dataops\/highbyte-intelligence-hub\/\">HighByte Intelligence Hub<\/a>.<\/strong><\/p>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:24px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p><strong>Huonolaatuinen data <strong>\u2192<\/strong> Ratkaisu<\/strong>: Ottakaa k\u00e4ytt\u00f6\u00f6n teko\u00e4ly\u00e4 hy\u00f6dynt\u00e4vi\u00e4 datan puhdistusty\u00f6kaluja ep\u00e4johdonmukaisuuksien ja virheiden poistamiseksi.<\/p>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:24px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p><strong>Vastarinta teko\u00e4lyn k\u00e4ytt\u00f6\u00f6notolle<strong><strong> \u2192<\/strong> <\/strong>Ratkaisu<\/strong>: Kouluttakaa henkil\u00f6st\u00f6\u00e4 teko\u00e4lyn hy\u00f6dyist\u00e4 ja tarjoa k\u00e4yt\u00e4nn\u00f6nl\u00e4heisi\u00e4 harjoituksia, jotka rohkaisevat k\u00e4yt\u00f6ss\u00e4.<\/p>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h2 class=\"wp-block-heading\">4 esimerkki\u00e4 teko\u00e4lyn hy\u00f6dynt\u00e4misest\u00e4 teollisuudessa<\/h2>\n<\/div>\n\n<div class=\"container-md columns  \">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\"><div class=\"container-md column  \">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div class=\"container-md image  \">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"500\" height=\"500\" src=\"https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/Opas-teollinendata-tekoaly\/Energy-blue.png\" alt=\"energy icon\" class=\"wp-image-17338\" style=\"width:80px\" srcset=\"https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/Opas-teollinendata-tekoaly\/Energy-blue.png 500w, https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/Opas-teollinendata-tekoaly\/Energy-blue-300x300.png 300w, https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/Opas-teollinendata-tekoaly\/Energy-blue-150x150.png 150w, https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/Opas-teollinendata-tekoaly\/Energy-blue-86x86.png 86w, https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/Opas-teollinendata-tekoaly\/Energy-blue-306x306.png 306w\" sizes=\"auto, (max-width: 500px) 100vw, 500px\" \/><\/figure>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h3 class=\"wp-block-heading\">Energian optimointi<\/h3>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Teko\u00e4ly pystyy ennustamaan l\u00e4mmitysprosessia ja v\u00e4hent\u00e4m\u00e4\u00e4n l\u00e4mm\u00f6nkulutusta 15 %.<\/p>\n<\/div><\/div>\n<\/div>\n\n<div class=\"container-md column  \">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div class=\"container-md image  \">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"86\" height=\"86\" src=\"https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/Opas-teollinendata-tekoaly\/Quality-blue-86x86-1.png\" alt=\"quality icon\" class=\"wp-image-17340\" style=\"width:80px\" \/><\/figure>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h3 class=\"wp-block-heading\">Laadun ennustaminen<\/h3>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Teko\u00e4ly arvioi kaapelinpuristuskoneen laatumittareita reaaliajassa, mik\u00e4 mahdollistaa tuotantolinjan hukan v\u00e4hent\u00e4misen.<\/p>\n<\/div><\/div>\n<\/div><\/div>\n<\/div>\n\n<div class=\"container-md columns  \">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\"><div class=\"container-md column  \">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div class=\"container-md image  \">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"86\" height=\"86\" src=\"https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/Opas-teollinendata-tekoaly\/Sensor-blue-86x86-1.png\" alt=\"icon sensor\" class=\"wp-image-17341\" style=\"width:80px\" \/><\/figure>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h3 class=\"wp-block-heading\">Soft Sensor<\/h3>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Teko\u00e4ly ennustaa anturien vanhentumisen j\u00e4tteenk\u00e4sittelylaitoksessa, jonka ansiosta huoltov\u00e4lej\u00e4 voidaan pident\u00e4\u00e4. <\/p>\n<\/div><\/div>\n<\/div>\n\n<div class=\"container-md column  \">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div class=\"container-md image  \">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"86\" height=\"86\" src=\"https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/Opas-teollinendata-tekoaly\/PM-blue-86x86-1.png\" alt=\"icon rattaat\" class=\"wp-image-17339\" style=\"width:80px\" \/><\/figure>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h3 class=\"wp-block-heading\">Ennakoiva kunnossapito<\/h3>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Teko\u00e4ly havaitsee tuotantorobottien poikkeamat analysoimalla prosessiaikoja, mik\u00e4 auttaa v\u00e4hent\u00e4m\u00e4\u00e4n k\u00e4ytt\u00f6katkoksia ja parantamaan laatua. <\/p>\n<\/div><\/div>\n<\/div><\/div>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md image  \">\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"86\" height=\"86\" src=\"https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/AI-ML\/Martin-profilepicture-circle-border-smaller-86x86-1.jpg\" alt=\"Martin Novotek\" class=\"wp-image-16840\" \/><\/figure>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p><strong>Kirjoittaja:&nbsp;<\/strong>Martin Paczona \u2013&nbsp;<em>Head of Industrial Data Science<\/em><\/p>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:60px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h2 class=\"wp-block-heading has-text-align-center\">Jatketaanko keskustelua?<\/h2>\n<\/div>\n\n<div class=\"container-md paragraph  aligncenter\">\n<p class=\"has-text-align-center\">Pohditko yrityksenne valmiutta ottaa teko\u00e4lyty\u00f6kaluja k\u00e4ytt\u00f6\u00f6n? Etsitk\u00f6 parempia tapoja datan hallintaan.  Me autamme mielell\u00e4mme. Ota yhteytt\u00e4!<\/p>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:24px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md form  \"><script type=\"text\/javascript\">\n\/* <![CDATA[ *\/\nvar gform;gform||(document.addEventListener(\"gform_main_scripts_loaded\",function(){gform.scriptsLoaded=!0}),document.addEventListener(\"gform\/theme\/scripts_loaded\",function(){gform.themeScriptsLoaded=!0}),window.addEventListener(\"DOMContentLoaded\",function(){gform.domLoaded=!0}),gform={domLoaded:!1,scriptsLoaded:!1,themeScriptsLoaded:!1,isFormEditor:()=>\"function\"==typeof InitializeEditor,callIfLoaded:function(o){return!(!gform.domLoaded||!gform.scriptsLoaded||!gform.themeScriptsLoaded&&!gform.isFormEditor()||(gform.isFormEditor()&&console.warn(\"The use of gform.initializeOnLoaded() is deprecated in the form editor context and will be removed in Gravity Forms 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t\u00e4rkeimm\u00e4ksi strategiseksi teknologiaksi. P\u00e4\u00e4st\u00e4kseen hy\u00f6dynt\u00e4m\u00e4\u00e4n teko\u00e4lyn tuomaa potentiaalia on kysytt\u00e4v\u00e4 yksi t\u00e4rke\u00e4 kysymys: Onko teollisuusdata valmis teko\u00e4ly\u00e4 varten? Martin Paczona (Head of Industrial Data Science), k\u00e4y l\u00e4pi keskeiset asiat, jotka on huomioitava teollisen datan valmistelussa teko\u00e4ly\u00e4 varten, sek\u00e4 k\u00e4yt\u00e4nn\u00f6n toimenpiteit\u00e4, joilla tuotettu arvo voidaan maksimoida. Miksi teko\u00e4ly tarvitsee korkealaatuista [&hellip;]<\/p>\n","protected":false},"featured_media":0,"template":"","insight_category":[52],"class_list":["post-17329","insights","type-insights","status-publish","hentry","insight_category-tekoaly"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Checklist: Onko teollisuusdata valmis teko\u00e4ly\u00e4 varten? - Novotek Finland<\/title>\n<meta name=\"description\" content=\"Onko teollisuusdatanne valmis teko\u00e4ly\u00e4 varten? 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