{"id":9391,"date":"2025-12-05T14:18:02","date_gmt":"2025-12-05T13:18:02","guid":{"rendered":"https:\/\/www.trusteddecisions.com\/blog-new\/datu-kvalitates-parvaldiba-ka-kontroles-cilpa-kpi-darbibas-modelis-un-roi\/"},"modified":"2026-07-15T07:31:41","modified_gmt":"2026-07-15T05:31:41","slug":"datu-kvalitates-parvaldiba-ka-kontroles-cilpa-kpi-darbibas-modelis-un-roi","status":"publish","type":"blog-new","link":"https:\/\/www.trusteddecisions.com\/lv\/blog\/datu-kvalitates-parvaldiba-ka-kontroles-cilpa-kpi-darbibas-modelis-un-roi\/","title":{"rendered":"Datu kvalit\u0101tes p\u0101rvald\u012bba k\u0101 kontroles cilpa: KPI, darb\u012bbas modelis un ROI"},"content":{"rendered":"\r\n<h2 class=\"wp-block-heading\">Svar\u012bg\u0101kie fakti \u012bsum\u0101<\/h2>\r\n\r\n<p>Datu kvalit\u0101tes p\u0101rvald\u012bba (DQM) ir atsl\u0113ga, lai sistem\u0101tiski nodro\u0161in\u0101tu uz\u0146\u0113muma datu kvalit\u0101ti un p\u0101rv\u0113rstu tos izm\u0113r\u0101m\u0101 v\u0113rt\u012bb\u0101 vad\u012bbas, atbilst\u012bbas un strat\u0113\u0123isko l\u0113mumu pie\u0146em\u0161anai. Runa nav tikai par pareiziem pamatdatiem &#8211; runa ir par visaptvero\u0161u p\u0101rvald\u012bbas modeli, kas kontrol\u0113, nov\u0113rt\u0113 un uzlabo datus no to avota l\u012bdz pat zi\u0146o\u0161anai. Qlik \u013cauj autom\u0101tiski m\u0113r\u012bt piln\u012bgumu, savlaic\u012bgumu un precizit\u0101ti. Corporate Planner \u0161o kvalitat\u012bvo inform\u0101ciju p\u0101rv\u0113r\u0161 ekonomisk\u0101 efekt\u0101, piem\u0113ram, apr\u0113\u0137inot &#8220;slikto datu izmaksas&#8221; un nosakot priorit\u0101tes uzlabo\u0161anas pas\u0101kumiem. Tas noz\u012bm\u0113, ka DQM vairs nav vienreiz\u0113js projekts, bet gan regul\u0101rs cikls &#8211; ar konkr\u0113tiem KPI, pien\u0101kumiem un redzamu INI.    <\/p>\r\n\r\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\r\n\r\n<style>.cta-container {\r\n            background-color: #455254;\r\n            padding: 50px 20px;\r\n            margin: 50px auto;\r\n            text-align: center;\r\n            border-radius: 10px;\r\n            max-width: 800px;\r\n            box-sizing: border-box;\r\n        }\r\n\r\n        .cta-title {\r\n            display: block; \/* Macht das span-Element block-level f\u00fcr richtige Zentrierung *\/\r\n            color: white;\r\n            font-weight: bold;\r\n            font-size: 25px;\r\n            line-height: 35px;\r\n            font-family: \"Open Sans\", -apple-system, \"system-ui\", \"Segoe UI\", Roboto, Oxygen-Sans, Ubuntu, Cantarell, \"Helvetica Neue\", sans-serif;\r\n            margin-bottom: 20px;\r\n        }\r\n\r\n        .cta-container p {\r\n            color: #ddd;\r\n            margin-bottom: 30px;\r\n        }\r\n\r\n        .cta-button {\r\n            background-color: #9A6700;\r\n            color: white;\r\n            padding: 14px 25px;\r\n            text-align: center;\r\n            text-decoration: none;\r\n            font-weight: bold;\r\n            display: inline-block;\r\n            border: none;\r\n            border-radius: 5px;\r\n            transition: background-color 0.5s ease; \/* Weicher \u00dcbergang f\u00fcr den Hover-Effekt *\/\r\n        }\r\n\r\n        .cta-button:hover {\r\n            background-image: linear-gradient(to right, #d29b2d, #b2821c); \/* Gradient-\u00dcbergang von der urspr\u00fcnglichen Farbe zu einer dunkleren *\/\r\n        }\r\n\r\n        @media (max-width: 600px) {\r\n            .cta-container {\r\n                padding: 30px 10px;\r\n                margin: 30px 10px;\r\n            }\r\n\r\n            .cta-title {\r\n                font-size: 20px;\r\n                line-height: 30px;\r\n            }\r\n\r\n            .cta-button {\r\n                padding: 10px 20px;\r\n            }\r\n        }\r\n    <\/style><div class=\"cta-container\"><span class=\"cta-title\">Sie ben\u00f6tigen Unterst\u00fctzung?<\/span><p>Vereinbaren Sie mit uns einen kostenfreien Beratungstermin.<\/p><a href=\"https:\/\/kontakt.trusteddecisions.com\/kontakt\/\" class=\"cta-button\">Beratungstermin vereinbaren<\/a><\/div>\r\n\r\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\r\n\r\n<h2 class=\"wp-block-heading\">Kas ir datu kvalit\u0101tes p\u0101rvald\u012bba un k\u0101p\u0113c t\u0101 ir kritiski svar\u012bga biznesam?<\/h2>\r\n\r\n<p>Datu kvalit\u0101tes p\u0101rvald\u012bba (DQM) raksturo strat\u0113\u0123isko un operat\u012bvo sist\u0113mu, ko uz\u0146\u0113mumi izmanto, lai sistem\u0101tiski nodro\u0161in\u0101tu savu datu kvalit\u0101ti. Tas nav tikai tehnisks aspekts, bet gan organiz\u0101cijas m\u0113roga koncepcija, kas ietver procesus, pien\u0101kumus, r\u012bkus un standartus. M\u0113r\u0137is ir nodro\u0161in\u0101t der\u012bgus, konsekventus un lietojamus datus vis\u0101s sist\u0113m\u0101s, s\u0101kot no operat\u012bvaj\u0101m darb\u012bb\u0101m l\u012bdz uz\u0146\u0113muma vad\u012bbai.  <\/p>\r\n\r\n<p>M\u016bsdienu IT vid\u0113, kur\u0101 tiek izmantoti SAP, datu p\u0101rvald\u012bbas sist\u0113mas un biznesa izl\u016bko\u0161anas platformas, piem\u0113ram, Qlik, uz\u0146\u0113m\u0113jdarb\u012bbas pan\u0101kumi arvien vair\u0101k ir atkar\u012bgi no izmantoto datu kvalit\u0101tes. Slikta datu kvalit\u0101te ne tikai rada izmaksas, bet ar\u012b apdraud anal\u012bzes, prognozes un strat\u0113\u0123iskos l\u0113mumus. P\u0113t\u012bjumi liecina, ka Vair\u0101k nek\u0101 40 % no visiem uz\u0146\u0113m\u0113jdarb\u012bbas l\u0113mumiem ir balst\u012bti uz nepareizu vai nepiln\u012bgu inform\u0101ciju.  <\/p>\r\n\r\n<p>T\u0101p\u0113c datu kvalit\u0101tes p\u0101rvald\u012bba nav izol\u0113ts IT projekts, bet gan b\u016btisks elements, kas nodro\u0161ina elast\u012bgus uz\u0146\u0113m\u0113jdarb\u012bbas procesus, regulat\u012bv\u0101s pras\u012bbas un uz datiem balst\u012btu uz\u0146\u0113muma p\u0101rvald\u012bbu. Veiksm\u012bga DQM s\u0101kas ar datu v\u0101k\u0161anu, turpin\u0101s ar datu uztur\u0113\u0161anu, automatiz\u0101ciju un valid\u0101ciju, l\u012bdz pat ietekmes anal\u012bzei un nep\u0101rtrauktiem uzlabojumiem. Integr\u0113ta galveno datu p\u0101rvald\u012bb\u0101 un saska\u0146ota ar datu strat\u0113\u0123iju un organizatorisko strukt\u016bru, DQM rada re\u0101lu, izm\u0113r\u0101mu pievienoto v\u0113rt\u012bbu.  <\/p>\r\n\r\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\r\n\r\n<h2 class=\"wp-block-heading\">Piecas datu kvalit\u0101tes dimensijas \u012bsum\u0101<\/h2>\r\n\r\n<p>Datu kvalit\u0101te nav abstrakts j\u0113dziens, to var izm\u0113r\u012bt un uzlabot saska\u0146\u0101 ar konkr\u0113tiem krit\u0113rijiem. Kop\u0113j\u0101s dimensijas ir \u0161\u0101das: Piln\u012bgums, precizit\u0101te, konsekvence, savlaic\u012bgums un atbilst\u012bba. T\u0101s veido pamatu datu kvalit\u0101tes pas\u0101kumu nov\u0113rt\u0113\u0161anai, priorit\u0101\u0161u noteik\u0161anai un p\u0101rvald\u012bbai.  <\/p>\r\n\r\n<p><strong>Piln\u012bgums<\/strong> raksturo, vai ir pieejami visi nepiecie\u0161amie dati, piem\u0113ram, piln\u012bgi pamatdatu ieraksti klientu p\u0101rvald\u012bb\u0101.<br\/><strong>Precizit\u0101te<\/strong> attiecas uz sal\u012bdzin\u0101jumu ar realit\u0101ti: vai adreses, cenas vai laiki patie\u0161\u0101m ir pareizi?<br\/><strong>Konsekvence<\/strong> noz\u012bm\u0113, ka dati ir konsekventi da\u017e\u0101d\u0101s sist\u0113m\u0101s, piem\u0113ram, vai pre\u010du numuri un produktu specifik\u0101cijas ir identiskas CRM un ERP.<br\/><strong>Savlaic\u012bgums<\/strong> p\u0101rbauda, vai dati atspogu\u013co jaun\u0101ko st\u0101vokli &#8211; \u012bpa\u0161i svar\u012bgs faktors p\u0101rskatu un l\u0113mumu pie\u0146em\u0161an\u0101.<br\/> Visbeidzot,<strong>atbilst\u012bba<\/strong> nov\u0113rt\u0113, vai pieejam\u0101 inform\u0101cija ir patie\u0161\u0101m nepiecie\u0161ama un noder\u012bga attiec\u012bgajam uzdevumam.<\/p>\r\n\r\n<p>\u0160\u012bs dimensijas veido pamatu standartiz\u0113tai datu p\u0101rvald\u012bbai un ir priek\u0161noteikums integr\u0101cijai darb\u012bbas procesos. T\u0101di r\u012bki k\u0101 Qlik \u013cauj automatiz\u0113ti apkopot un vizualiz\u0113t datu kvalit\u0101tes v\u0113rt\u012bbas. Inform\u0101cijas pane\u013cus var izmantot, lai \u0101tri noteiktu, kur ir nepiecie\u0161ams r\u012bkoties &#8211; vai tas b\u016btu datu nodro\u0161in\u0101\u0161ana ESG zi\u0146ojumiem, inform\u0101cija par produktiem e-komercij\u0101 vai klientu anal\u012bze p\u0101rdo\u0161an\u0101.  <\/p>\r\n\r\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\r\n\r\n<style>\/* Container Design *\/\r\n  .td-kpi-box {\r\n    --td-gold: #9E7D42;\r\n    --td-dark: #3C4B53;\r\n    --td-bg: #FFFFFF;\r\n    --td-item-bg: #F8F9FA;\r\n    --td-text: #555555;\r\n\r\n    background-color: var(--td-bg);\r\n    color: var(--td-text);\r\n    font-family: \"Open Sans\", \"Segoe UI\", sans-serif;\r\n    padding: 35px;\r\n    margin: 40px auto;\r\n    max-width: 900px; \/* Etwas breiter, damit 3 nebeneinander gut passen *\/\r\n    \r\n    border-top: 4px solid var(--td-gold);\r\n    box-shadow: 0 5px 20px rgba(0,0,0,0.06);\r\n    position: relative;\r\n  }\r\n\r\n  \/* Header *\/\r\n  .td-kpi-header {\r\n    display: flex;\r\n    align-items: center;\r\n    margin-bottom: 30px;\r\n    justify-content: center; \/* \u00dcberschrift auch zentriert f\u00fcr Symmetrie *\/\r\n  }\r\n\r\n  .td-kpi-header h3 {\r\n    color: var(--td-dark);\r\n    margin: 0;\r\n    font-size: 1.25rem;\r\n    font-weight: 700;\r\n    text-transform: uppercase;\r\n    letter-spacing: 0.5px;\r\n  }\r\n\r\n  .td-kpi-icon {\r\n    color: var(--td-gold);\r\n    margin-right: 15px;\r\n    display: flex;\r\n    align-items: center;\r\n  }\r\n\r\n  \/* LAYOUT LOGIK *\/\r\n  .td-kpi-grid {\r\n    display: flex;\r\n    flex-wrap: wrap;       \/* Erlaubt Umbruch in neue Zeile *\/\r\n    justify-content: center; \/* Zentriert die Elemente in der Zeile (wichtig f\u00fcr die unteren 2) *\/\r\n    gap: 20px;             \/* Abstand zwischen den Kacheln *\/\r\n  }\r\n\r\n  .td-kpi-card {\r\n    background-color: var(--td-item-bg);\r\n    padding: 20px;\r\n    border-left: 3px solid var(--td-gold);\r\n    transition: transform 0.2s ease, box-shadow 0.2s ease;\r\n    \r\n    \/* BERECHNUNG F\u00dcR 3 PRO REIHE:\r\n       100% Breite \/ 3 = 33.33%\r\n       Minus ein bisschen Puffer f\u00fcr den 'gap' (Abstand)\r\n    *\/\r\n    flex: 0 0 calc(33.333% - 14px); \r\n    box-sizing: border-box;\r\n  }\r\n\r\n  .td-kpi-card:hover {\r\n    transform: translateY(-3px);\r\n    box-shadow: 0 8px 15px rgba(0,0,0,0.08);\r\n    background-color: #fff;\r\n  }\r\n\r\n  .td-kpi-card strong {\r\n    display: block;\r\n    color: var(--td-dark);\r\n    font-size: 0.95rem;\r\n    text-transform: uppercase;\r\n    margin-bottom: 8px;\r\n    font-weight: 700;\r\n  }\r\n\r\n  .td-kpi-card p {\r\n    margin: 0;\r\n    font-size: 0.9rem;\r\n    line-height: 1.5;\r\n    color: var(--td-text);\r\n  }\r\n\r\n  \/* Mobile Anpassung: Untereinander stapeln *\/\r\n  @media (max-width: 768px) {\r\n    .td-kpi-box { padding: 20px; }\r\n    \r\n    .td-kpi-card {\r\n      \/* Auf Handy: Volle Breite (1 pro Reihe) *\/\r\n      flex: 0 0 100%; \r\n    }\r\n    \r\n    .td-kpi-header {\r\n      justify-content: flex-start; \/* Auf Handy lieber linksb\u00fcndig *\/\r\n    }\r\n  }\r\n<\/style><div class=\"td-kpi-box\"><div class=\"td-kpi-header\"><div class=\"td-kpi-icon\"><svg width=\"28\" height=\"28\" viewbox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><line x1=\"18\" y1=\"20\" x2=\"18\" y2=\"10\"><\/line><line x1=\"12\" y1=\"20\" x2=\"12\" y2=\"4\"><\/line><line x1=\"6\" y1=\"20\" x2=\"6\" y2=\"14\"><\/line><\/svg><\/div><h3>Typische KPIs f\u00fcr Datenqualit\u00e4t<\/h3><\/div><div class=\"td-kpi-grid\"><!-- Zeile 1: Box 1 --><div class=\"td-kpi-card\"><strong>Vollst\u00e4ndigkeit<\/strong><p>Anteil vollst\u00e4ndig gepflegter Datens\u00e4tze je Kategorie.<\/p><\/div><!-- Zeile 1: Box 2 --><div class=\"td-kpi-card\"><strong>Genauigkeit<\/strong><p>Prozentualer Anteil korrekt validierter Informationen.<\/p><\/div><!-- Zeile 1: Box 3 --><div class=\"td-kpi-card\"><strong>Konsistenz<\/strong><p>Abweichungsquote zwischen Systemen oder Quellen.<\/p><\/div><!-- Zeile 2: Box 4 (Zentriert) --><div class=\"td-kpi-card\"><strong>Aktualit\u00e4t<\/strong><p>Daten mit akzeptablem \u00c4nderungsintervall (z.\u202fB. <\/p><\/div><!-- Zeile 2: Box 5 (Zentriert) --><div class=\"td-kpi-card\"><strong>Relevanz<\/strong><p>Nutzungsquote der bereitgestellten Daten im operativen Prozess.<\/p><\/div><\/div><\/div>\r\n\r\n<h2 class=\"wp-block-heading\">DQM vad\u012bbas cilpa &#8211; no avota sist\u0113mas l\u012bdz vad\u012bbas sist\u0113mai<\/h2>\r\n\r\n<p>Efekt\u012bva datu kvalit\u0101tes p\u0101rvald\u012bba ir struktur\u0113ts cikls, kas uzrauga un optimiz\u0113 datus vis\u0101 to v\u0113rt\u012bbas \u0137\u0113d\u0113. Galven\u0101 uzman\u012bba tiek piev\u0113rsta ne tikai probl\u0113mu identific\u0113\u0161anai, bet galvenok\u0101rt m\u0113r\u0137tiec\u012bgai pas\u0101kumu noteik\u0161anai, priorit\u0101\u0161u noteik\u0161anai un p\u0101rvald\u012bbai &#8211; l\u012bdz pat finansi\u0101lajam nov\u0113rt\u0113jumam. <\/p>\r\n\r\n<p>Process s\u0101kas ar kritisko datu avotu identific\u0113\u0161anu: operat\u012bv\u0101s ERP sist\u0113mas, CRM, produktu datub\u0101zes vai \u0101r\u0113jo pieg\u0101d\u0101t\u0101ju inform\u0101cija. P\u0113c tam dati tiek apkopoti saska\u0146\u0101 ar noteiktiem kvalit\u0101tes standartiem un sistem\u0101tiski p\u0101rbaud\u012bta to piln\u012bba, integrit\u0101te un precizit\u0101te. Novirzes, piem\u0113ram, novecoju\u0161i datu ieraksti, nepareizi ieraksti vai tr\u016bksto\u0161i lauki, tiek autom\u0101tiski atz\u012bm\u0113tas.  <\/p>\r\n\r\n<p>Qlik \u0161eit tiek izmantots k\u0101 anal\u012bzes r\u012bks: tas ne tikai m\u0113ra novirzes, bet ar\u012b vizualiz\u0113 t\u0101s atkar\u012bb\u0101 no biznesa funkcijas, datu avota un procesa konteksta. \u012apa\u0161i svar\u012bgi ir tas, ka dati netiek apl\u016bkoti izol\u0113ti, bet gan saist\u012bti ar to izcelsmi un izmanto\u0161anu. <\/p>\r\n\r\n<p>Uz\u0146\u0113muma pl\u0101not\u0101js p\u0101r\u0146em kontroli otraj\u0101 posm\u0101: datu kvalit\u0101tes probl\u0113mas tiek p\u0101rv\u0113rstas naudas izteiksm\u0113 &#8211; t\u0101 sauktaj\u0101s &#8220;slikto datu izmaks\u0101s&#8221;. Pamatojoties uz to, var noteikt konkr\u0113tas pas\u0101kumu paketes ar paredzamo ietekmi EUR, noteikt priorit\u0101tes un iek\u013caut bud\u017eet\u0101. T\u0101d\u0113j\u0101di tiek izveidots PDCA cikls (Pl\u0101no &#8211; Dari &#8211; P\u0101rbaudi &#8211; R\u012bkojies), kas p\u0101rv\u0113r\u0161 kvalit\u0101tes nodro\u0161in\u0101\u0161anu par nep\u0101rtraukti kontrol\u0113jamu vad\u012bbas uzdevumu.  <\/p>\r\n\r\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\r\n\r\n<h2 class=\"wp-block-heading\">Datu kvalit\u0101tes izm\u0113r\u0101m\u012bbas nodro\u0161in\u0101\u0161ana &#8211; galvenie rezultat\u012bvie r\u0101d\u012bt\u0101ji, inform\u0101cijas pane\u013ci un ekonomiskie ieguvumi<\/h2>\r\n\r\n<p>Datu kvalit\u0101tes p\u0101rvald\u012bba piln\u012bb\u0101 realiz\u0113 savu v\u0113rt\u012bbu tikai tad, ja t\u0101 ir objekt\u012bvi izm\u0113r\u0101ma. Tam nepiecie\u0161ami skaidri kvalit\u0101tes r\u0101d\u012bt\u0101ji, regul\u0101ras anal\u012bzes un p\u0101rredzama saikne ar ekonomisko ietekmi. Uz\u0146\u0113mumi, kas nodro\u0161ina \u0161\u0101du p\u0101rredzam\u012bbu, var pie\u0146emt uz datiem balst\u012btus l\u0113mumus, pamatojoties uz daudz pla\u0161\u0101ku inform\u0101ciju.  <\/p>\r\n\r\n<p>Tipiski kvalit\u0101tes r\u0101d\u012bt\u0101ji ir k\u013c\u016bdu \u012bpatsvars klientu pamatdatos, pieg\u0101d\u0101t\u0101ju datu aktualit\u0101te vai tr\u016bksto\u0161o oblig\u0101to lauku \u012bpatsvars produktu inform\u0101cij\u0101. \u0160\u0101dus r\u0101d\u012bt\u0101jus var autom\u0101tiski re\u0123istr\u0113t un vizualiz\u0113t pane\u013cos &#8211; sadal\u012bjum\u0101 pa datu avotiem, procesiem vai noda\u013c\u0101m. T\u0101d\u0113j\u0101di tiek rad\u012bts ticams priek\u0161stats par datu situ\u0101ciju ikdienas darb\u0101.  <\/p>\r\n\r\n<p>Tas viss k\u013c\u016bst v\u0113l efekt\u012bv\u0101ks, ja kvalit\u0101ti sasaista ar ekonomisko ietekmi. Piem\u0113ram, ja neatbilsto\u0161u datu d\u0113\u013c rodas pe\u013c\u0146a, l\u012bgumu riski vai nepareizi l\u0113mumi. Sistem\u0101tiski re\u0123istr\u0113jot un nov\u0113rt\u0113jot \u0161\u012bs sekas, var noteikt priorit\u0101tes &#8211; ne tikai tehniski, bet galvenok\u0101rt finansi\u0101li.  <\/p>\r\n\r\n<p>\u0160\u0101du kontroles meh\u0101nismu ievie\u0161ana iez\u012bm\u0113 pagrieziena punktu: selekt\u012bvas att\u012br\u012b\u0161anas darb\u012bbas k\u013c\u016bst par nep\u0101rtraukti kontrol\u0113tu uzlabo\u0161anas procesu, kas ir cie\u0161i saist\u012bts ar skaidru atbild\u012bbu un strat\u0113\u0123iskiem m\u0113r\u0137iem.<\/p>\r\n\r\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\r\n\r\n<style>\/* Container Design *\/\r\n  .td-cost-box {\r\n    \/* Trusted Decisions Farbpalette *\/\r\n    --td-gold: #9E7D42;\r\n    --td-dark: #3C4B53;\r\n    --td-bg: #FFFFFF;\r\n    --td-item-bg: #F8F9FA;\r\n    --td-text: #555555;\r\n\r\n    background-color: var(--td-bg);\r\n    color: var(--td-text);\r\n    font-family: \"Open Sans\", \"Segoe UI\", sans-serif;\r\n    padding: 35px;\r\n    margin: 40px auto;\r\n    max-width: 800px;\r\n    \r\n    \/* Goldener Akzent oben *\/\r\n    border-top: 4px solid var(--td-gold);\r\n    box-shadow: 0 5px 20px rgba(0,0,0,0.06);\r\n    position: relative;\r\n  }\r\n\r\n  \/* Header Bereich *\/\r\n  .td-cost-header {\r\n    display: flex;\r\n    align-items: center;\r\n    justify-content: center; \/* Zentriert *\/\r\n    margin-bottom: 30px;\r\n    text-align: center;\r\n  }\r\n\r\n  .td-cost-header h3 {\r\n    color: var(--td-dark);\r\n    margin: 0;\r\n    font-size: 1.25rem;\r\n    font-weight: 700;\r\n    text-transform: uppercase;\r\n    letter-spacing: 0.5px;\r\n  }\r\n\r\n  \/* Icon: Geldstapel \/ M\u00fcnzen *\/\r\n  .td-cost-icon {\r\n    color: var(--td-gold);\r\n    margin-right: 15px;\r\n    display: flex;\r\n    align-items: center;\r\n  }\r\n\r\n  \/* Grid Layout: Exakt 2 Spalten f\u00fcr 4 Items *\/\r\n  .td-cost-grid {\r\n    display: grid;\r\n    grid-template-columns: 1fr 1fr; \/* 2 gleich gro\u00dfe Spalten *\/\r\n    gap: 20px;\r\n  }\r\n\r\n  \/* Einzelne Karte *\/\r\n  .td-cost-card {\r\n    background-color: var(--td-item-bg);\r\n    padding: 20px;\r\n    border-left: 3px solid var(--td-gold);\r\n    transition: transform 0.2s ease, box-shadow 0.2s ease;\r\n    display: flex;\r\n    flex-direction: column;\r\n  }\r\n\r\n  .td-cost-card:hover {\r\n    transform: translateY(-3px);\r\n    box-shadow: 0 8px 15px rgba(0,0,0,0.08);\r\n    background-color: #fff;\r\n  }\r\n\r\n  .td-cost-card strong {\r\n    color: var(--td-dark);\r\n    font-size: 0.95rem;\r\n    text-transform: uppercase;\r\n    margin-bottom: 8px;\r\n    font-weight: 700;\r\n    display: flex;\r\n    align-items: center;\r\n  }\r\n\r\n  \/* Kleines Icon vor der \u00dcberschrift in der Karte *\/\r\n  .td-cost-card strong::before {\r\n    content: \"\ud83d\udcc9\"; \/* Kleines Chart-Symbol *\/\r\n    margin-right: 8px;\r\n    font-size: 1.1em;\r\n    filter: grayscale(100%); \/* Damit es edel grau bleibt, oder entfernen f\u00fcr Farbe *\/\r\n    opacity: 0.7;\r\n  }\r\n\r\n  .td-cost-card p {\r\n    margin: 0;\r\n    font-size: 0.9rem;\r\n    line-height: 1.5;\r\n    color: var(--td-text);\r\n  }\r\n\r\n  \/* Mobile Anpassung: 1 Spalte *\/\r\n  @media (max-width: 600px) {\r\n    .td-cost-box { padding: 25px; }\r\n    .td-cost-grid { grid-template-columns: 1fr; }\r\n    .td-cost-header { justify-content: flex-start; text-align: left; }\r\n  }\r\n<\/style><div class=\"td-cost-box\"><div class=\"td-cost-header\"><!-- SVG Icon: Coins \/ Costs --><div class=\"td-cost-icon\"><svg width=\"32\" height=\"32\" viewbox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><circle cx=\"8\" cy=\"8\" r=\"6\"><\/circle> <!-- M\u00fcnze 1 --><path d=\"M18.09 10.37A6 6 0 1 1 10.34 18\"><\/path> <!-- M\u00fcnze 2 --><path d=\"M7 6h1v4\"><\/path><path d=\"M7.3 10H7\"><\/path> <!-- W\u00e4hrungssymbol angedeutet --><\/svg><\/div><h3>Typische Kosten schlechter Daten<\/h3><\/div><div class=\"td-cost-grid\"><div class=\"td-cost-card\"><strong>Vertriebsverluste<\/strong><p>Unvollst\u00e4ndige Kundendaten f\u00fchren zu falschen Angeboten und sinkenden Abschlussraten.<\/p><\/div><div class=\"td-cost-card\"><strong>Logistikfehler<\/strong><p>Fehlerhafte Stammdaten verursachen Lieferverz\u00f6gerungen und teure Retouren.<\/p><\/div><div class=\"td-cost-card\"><strong>Compliance-Risiken<\/strong><p>Veraltete oder inkonsistente Daten erschweren eine rechtssichere Berichterstattung.<\/p><\/div><div class=\"td-cost-card\"><strong>Produktionsstillst\u00e4nde<\/strong><p>Ungenaue Materialdaten k\u00f6nnen Prozesse blockieren und Kosten massiv in die H\u00f6he treiben.<\/p><\/div><\/div><\/div>\r\n\r\n<h2 class=\"wp-block-heading\">No past\u0101v\u012bgas probl\u0113mas l\u012bdz ikdienas uzdevumam &#8211; DQM k\u0101 ilgtsp\u0113j\u012bgs p\u0101rvald\u012bbas process<\/h2>\r\n\r\n<p>Daudzi uz\u0146\u0113mumi datu kvalit\u0101tes p\u0101rvald\u012bbu s\u0101k k\u0101 projektu &#8211; bie\u017ei vien ak\u016btas nepiecie\u0161am\u012bbas vai normat\u012bv\u0101 spiediena d\u0113\u013c. Tom\u0113r DQM var sniegt strat\u0113\u0123iskus ieguvumus tikai tad, ja t\u0101 tiek ieviesta k\u0101 past\u0101v\u012bgs process. M\u0113r\u0137is ir nostiprin\u0101t datu kvalit\u0101ti k\u0101 dabisku ikdienas darba sast\u0101vda\u013cu &#8211; sist\u0113m\u0101s, pien\u0101kumos, KPI un l\u0113mumos.  <\/p>\r\n\r\n<p>Tam nepiecie\u0161ami tr\u012bs priek\u0161noteikumi: pirmk\u0101rt, skaidra organizatorisk\u0101 strukt\u016bra, kas nosaka t\u0101das lomas k\u0101 datu \u012bpa\u0161nieks, datu p\u0101rvaldnieks un centr\u0101l\u0101s p\u0101rvald\u012bbas funkcijas. Otrk\u0101rt, metodiska pieeja, kas balst\u012bta uz standartiem, m\u0113r\u012b\u0161anas krit\u0113rijiem un past\u0101v\u012bgu uzlabo\u0161anu. Un, tre\u0161k\u0101rt, tehnolo\u0123iski risin\u0101jumi, kas autom\u0101tiski uzrauga datu apjomus, agr\u012bn\u0101 posm\u0101 atpaz\u012bst anom\u0101lijas un saprotam\u0101 veid\u0101 sagatavo rezult\u0101tus.  <\/p>\r\n\r\n<p>Uz\u0146\u0113mumi, kas veiksm\u012bgi \u012bsteno \u0161o tri\u0101di, ieg\u016bst ne tikai efektivit\u0101ti un dro\u0161\u012bbu, bet ar\u012b iesp\u0113ju ieviest inov\u0101cijas. Tas ir t\u0101p\u0113c, ka der\u012bgi dati nav tikai pien\u0101kums &#8211; tie ir priek\u0161noteikums izciliem produktiem, uzticamiem pakalpojumiem, pamatot\u0101m anal\u012bz\u0113m un stingriem l\u0113mumiem. <\/p>\r\n\r\n<p>T\u0101d\u0113j\u0101di DQM no izol\u0113tas reakcijas uz datu probl\u0113m\u0101m k\u013c\u016bst par akt\u012bvu profesion\u0101las datu strat\u0113\u0123ijas sast\u0101vda\u013cu, kas integr\u0113ta uz\u0146\u0113m\u0113jdarb\u012bbas procesos, produktu izstr\u0101d\u0113, klientu apkalpo\u0161an\u0101 un kontrol\u0113. Darbietilp\u012bba tiek samazin\u0101ta, pievienot\u0101 v\u0113rt\u012bba palielin\u0101s. <\/p>\r\n\r\n<div style=\"height:80px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\r\n\r\n<h2 class=\"wp-block-heading\">Bie\u017e\u0101k uzdotie jaut\u0101jumi par datu kvalit\u0101tes p\u0101rvald\u012bbu<\/h2>\r\n\r\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\r\n\r\n<h3 class=\"wp-block-heading\">Kas ir datu kvalit\u0101tes p\u0101rvald\u012bba (DQM)?<\/h3>\r\n\r\n<p>DQM apraksta visus strat\u0113\u0123iskos, organizatoriskos un tehniskos pas\u0101kumus, lai nodro\u0161in\u0101tu datu b\u0101zu uzticam\u012bbu. M\u0113r\u0137is ir optimiz\u0113t datu b\u0101zi uz\u0146\u0113muma m\u0113roga procesiem, l\u0113mumiem un anal\u012bz\u0113m, izmantojot m\u0113r\u0137tiec\u012bgu datu p\u0101rvald\u012bbu, kvalit\u0101tes kontroli un skaidru atbild\u012bbu. <\/p>\r\n\r\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\r\n\r\n<h3 class=\"wp-block-heading\">K\u0101p\u0113c datu kvalit\u0101te ir \u013coti svar\u012bga uz\u0146\u0113muma pan\u0101kumiem?<\/h3>\r\n\r\n<p>Augsta datu kvalit\u0101te \u013cauj veikt prec\u012bzu datu anal\u012bzi, samazina darb\u012bbas riskus un pal\u012bdz \u012bstenot strat\u0113\u0123iskos m\u0113r\u0137us. Bez sistem\u0101tiskas p\u0101rliec\u012bbas procesi ir pak\u013cauti k\u013c\u016bd\u0101m un l\u0113mumi ir neskaidri, un tas tie\u0161i ietekm\u0113 p\u0101rdo\u0161anas apjomus, izmaksas un klientu apmierin\u0101t\u012bbu. <\/p>\r\n\r\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\r\n\r\n<h3 class=\"wp-block-heading\">K\u0101da noz\u012bme ir tehnolo\u0123ij\u0101m un r\u012bkiem \u012bsteno\u0161anas proces\u0101?<\/h3>\r\n\r\n<p>Modern\u0101s tehnolo\u0123ijas pal\u012bdz autom\u0101tiski atpaz\u012bt datu kvalit\u0101tes probl\u0113mas, ieviest noteikumus un uzraudz\u012bt darb\u012bbas. Tom\u0113r t\u0101s neaizst\u0101j vajadz\u012bbu p\u0113c struktur\u0113tas ievie\u0161anas &#8211; ar noteiktiem procesiem, apm\u0101c\u012bb\u0101m un integr\u0113tu p\u0101rvald\u012bbu. <\/p>\r\n\r\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\r\n\r\n<h3 class=\"wp-block-heading\">K\u0101 var pier\u0101d\u012bt konkr\u0113tus DQM ieguvumus?<\/h3>\r\n\r\n<p>Viens no efekt\u012bviem veidiem ir kvalit\u0101tes r\u0101d\u012bt\u0101ju sasaist\u012b\u0161ana ar uz\u0146\u0113m\u0113jdarb\u012bbas m\u0113r\u0137iem. Piem\u0113rs: Analiz\u0113jot &#8220;slikto datu izmaksas&#8221;, tiek par\u0101d\u012btas nepareizu datu finansi\u0101l\u0101s sekas, piem\u0113ram, k\u013c\u016bdu, nepareizu p\u0101rskatu vai atbilst\u012bbas risku d\u0113\u013c. Pamatojoties uz to, var noteikt priorit\u0101rus pas\u0101kumus un konkr\u0113tu ietaup\u012bjumu potenci\u0101lu.  <\/p>\r\n","protected":false},"excerpt":{"rendered":"<p>Svar\u012bg\u0101kie fakti \u012bsum\u0101 Datu kvalit\u0101tes p\u0101rvald\u012bba (DQM) ir atsl\u0113ga, lai sistem\u0101tiski nodro\u0161in\u0101tu uz\u0146\u0113muma datu kvalit\u0101ti un p\u0101rv\u0113rstu tos izm\u0113r\u0101m\u0101 v\u0113rt\u012bb\u0101<span class=\"excerpt-hellip\"> [\u2026]<\/span><\/p>\n","protected":false},"author":2,"featured_media":7866,"parent":0,"template":"","format":"standard","meta":[],"blog-tag":[],"blog-type":[130],"class_list":["post-9391","blog-new","type-blog-new","status-publish","format-standard","has-post-thumbnail","hentry","blog-type-dati-un-analize"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.trusteddecisions.com\/lv\/wp-json\/wp\/v2\/blog-new\/9391","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.trusteddecisions.com\/lv\/wp-json\/wp\/v2\/blog-new"}],"about":[{"href":"https:\/\/www.trusteddecisions.com\/lv\/wp-json\/wp\/v2\/types\/blog-new"}],"author":[{"embeddable":true,"href":"https:\/\/www.trusteddecisions.com\/lv\/wp-json\/wp\/v2\/users\/2"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.trusteddecisions.com\/lv\/wp-json\/wp\/v2\/media\/7866"}],"wp:attachment":[{"href":"https:\/\/www.trusteddecisions.com\/lv\/wp-json\/wp\/v2\/media?parent=9391"}],"wp:term":[{"taxonomy":"blog-tag","embeddable":true,"href":"https:\/\/www.trusteddecisions.com\/lv\/wp-json\/wp\/v2\/blog-tag?post=9391"},{"taxonomy":"blog-type","embeddable":true,"href":"https:\/\/www.trusteddecisions.com\/lv\/wp-json\/wp\/v2\/blog-type?post=9391"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}