{"id":48504,"date":"2023-08-16T07:44:35","date_gmt":"2023-08-16T05:44:35","guid":{"rendered":"https:\/\/www.irion-edm.com\/data-management\/dataquality-fails-cinque-situazioni-tipiche\/"},"modified":"2025-01-07T12:26:38","modified_gmt":"2025-01-07T10:26:38","slug":"dataquality-fails-cinque-situazioni-tipiche","status":"publish","type":"post","link":"https:\/\/www.irion-edm.com\/it\/data-management\/dataquality-fails-cinque-situazioni-tipiche\/","title":{"rendered":"Quanto costa non presidiare la Data Quality? Cinque situazioni che fanno naufragare i progetti"},"content":{"rendered":"\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:100%\">\n<p>La scarsa qualit\u00e0 dei dati costa \u2013 in media \u2013 alle aziende una cifra variabile tra 10 e 15 milioni di dollari annui (<strong>12,9 milioni<\/strong> secondo l\u2019ultima stima Gartner nel 2021), cifre destinate ad aumentare con l\u2019aumento della complessit\u00e0 del business e dei sistemi informativi.&nbsp;&nbsp;<\/p>\n\n\n\n<p>Soltanto negli Stati Uniti, gli errori nei dati hanno un effetto negativo sull\u2019economia pari a <strong>3,1 miliardi<\/strong> di dollari l\u2019anno, avvertiva una stima IBM del 2016, con gravi conseguenze come la mancata produttivit\u00e0, l\u2019indisponibilit\u00e0 dei sistemi informatici e i costi di manutenzione pi\u00f9 alti. E in molti casi (60% dei rispondenti) le organizzazioni non riescono nemmeno a fornire un numero sugli <strong>impatti finanziari<\/strong> del fenomeno, perch\u00e9 \u2013 come emerge da un\u2019indagine Gartner \u2013 non ne misurano le conseguenze sul proprio bilancio. Una cattiva data quality crea esternalit\u00e0 negative a cascata, ad esempio \u00e8 la <strong>prima causa di fallimento<\/strong> per i progetti di advanced analytics, sottolinea un\u2019indagini degli Osservatori Digital Innovation del Politecnico di Milano.&nbsp;<\/p>\n\n\n\n<p>Irion stessa \u00e8 nata (nel 2004) per rispondere alle esigenze di <strong>qualit\u00e0 dei dati<\/strong> del settore bancario e assicurativo, ma poi \u00e8 diventata molto di pi\u00f9: una <a href=\"https:\/\/www.irion-edm.com\/it\/la-piattaforma-end-to-end-irion-edm\/\" target=\"_blank\" rel=\"noreferrer noopener\">piattaforma end-to-end<\/a> in grado di ottimizzare ogni processo di data management, combinando varie funzionalit\u00e0 per creare <strong>infinite soluzioni<\/strong> basate sui dati, su misura e a partire dalle esigenze di qualsiasi business. Quasi 20 anni di sfide, oltre 360 Data App create e messe in produzione. Quali sono i pi\u00f9 comuni ostacoli al successo di un progetto di data quality? Vediamo cinque situazioni piuttosto comuni e come evitarle.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Partire con obiettivi incerti o non misurabili<\/h2>\n\n\n\n<p>Ambiguit\u00e0, mancata chiarezza, assenza di <a href=\"https:\/\/www.irion-edm.com\/it\/risorse\/kpi-kqi-metriche-fondamentali-data-quality-governance-whitepaper\/\" target=\"_blank\" rel=\"noreferrer noopener\">KPI e KQI dedicati e calcolabili<\/a> ovvero una scarsa cura nel definire in anticipo le metriche fondamentali per valutare i risultati futuri. \u00c8 una tendenza trasversale, in molte organizzazioni e in ogni settore. Ogni business goal dovrebbe essere formulato in ottica S.M.A.R.T. (specific, measurable, attainable, relevant, timely) quindi specifico, misurabile, raggiungibile, rilevante e inquadrato in un lasso di tempo ben definito.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Partire troppo tardi o con risorse insufficienti<\/h2>\n\n\n\n<p>Le cifre menzionate dovrebbero spiegare l\u2019urgenza della prevenzione, anche per motivi monetari. Proprio come avviene per la nostra salute. Intervenire su dataset gi\u00e0 sporchi o compromessi \u00e8 pi\u00f9 oneroso: meglio sbrogliare la matassa finch\u00e9 \u00e8 ancora gestibile. I dati non si curano da soli. E se i dati di origine sono incompleti, errati o mal strutturati, pu\u00f2 richiedere molto tempo e sforzo correggerli e migliorarne la qualit\u00e0. In alcuni casi l\u2019organizzazione pu\u00f2 cedere alla tentazione di \u201caccontentarsi\u201d di una bassa qualit\u00e0 dei dati per non affrontare la gestione del cambiamento. Inoltre, va considerato l\u2019aumento di entropia legato a nuovi paradigmi, architetture, infrastrutture e modelli, anche (ma non solo) legati a <a href=\"https:\/\/www.irion-edm.com\/it\/data-management\/machine-learning-fails-soluzioni\/\" target=\"_blank\" rel=\"noreferrer noopener\">machine learning<\/a> e AI.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Trascurare la sponsorship<\/h2>\n\n\n\n<p>Centinaia di volte indicata, in ogni continente e situazione immaginabile, come la causa principale per il fallimento dei progetti, nelle varie sfumature del \u201cmancato allineamento\u201d tra IT e Business o dell\u2019assenza di supporto attivo dei top manager (\u201cCxO level\u201d). Per ottenere l\u2019approvazione e il sostegno di un decision maker, in passato, il \u201cbusiness case\u201d per la data quality poggiava soprattutto su esigenze esterne e impellenti, come le scadenze regolamentarie e il relativo reporting. Oggi \u00e8 chiaro quanto siano diffusi, diversificati e permeati su tutta l\u2019azienda i <a href=\"https:\/\/www.irion-edm.com\/it\/data-management\/data-quality-che-cose-perche-adottarla-come-applicarla\/\" target=\"_blank\" rel=\"noreferrer noopener\">benefici di un presidio attivo della qualit\u00e0 dei dati<\/a>.&nbsp;<\/p>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img decoding=\"async\" src=\"https:\/\/www.irion-edm.com\/wp-content\/uploads\/2024\/02\/Illustrazione-Multiuso-Irion-0823-DamaWheell-DataQuality-Highlight-450x450-v1.png\" alt=\"\" class=\"wp-image-47410\"\/><figcaption class=\"wp-element-caption\">Elaborazione grafica su base DAMA-DMBOK2 Data Management Framework<br>Copryright \u00a9 2017 by DAMA International<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Trascurare la governance<\/h2>\n\n\n\n<p>Come si evince dalla DAMA Wheel, la data quality \u00e8 soltanto uno dei 10 raggi nella grande ruota della <a href=\"https:\/\/www.irion-edm.com\/it\/risorse\/value-based-data-governance-whitepaper\/\" target=\"_blank\" rel=\"noreferrer noopener\">Data Governance<\/a>, assieme \u2013 tra gli altri \u2013 ai metadati, all\u2019architettura, al design e all\u2019integrazione e interoperabilit\u00e0 dei dati. Senza un corretto approccio al presidio dei dati (policy e processi adeguati e presidiati) non \u00e8 possibile garantire la qualit\u00e0 nel tempo, n\u00e9 la responsabilit\u00e0, l\u2019ownership e l\u2019accountability.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Avere la &#8220;sindrome dell&#8217;iceberg&#8221;<\/h2>\n\n\n\n<p>Il rischio di focalizzarsi solo sulla \u201cpunta\u201d di un insieme di criticit\u00e0 sottostanti e meno visibili, sottolinea <a href=\"https:\/\/tdan.com\/why-data-quality-programs-fail-to-deliver-results\/29927\" target=\"_blank\" rel=\"noreferrer noopener\">TDAN<\/a>. I controlli pi\u00f9 comuni (completezza, duplicazione, integrit\u00e0, etc) rilevano infatti soltanto una piccola frazione dei possibili problemi, rispetto al grande \u201ciceberg\u201d dei rischi da gestire rispetto all\u2019uso dei dati, prima che vengano rilevati dai clienti interni o esterni (data consumer). Viene rilevato anche un paradosso: da un lato le aziende \u201cFortune 1000\u201d spendono in media <strong>5 miliardi di dollari l\u2019anno<\/strong> per garantirsi dati affidabili, dall\u2019altro \u2013 come rilevano diverse survey Gartner, ad esempio \u2013 solo il 42% dei top manager si fida dei dati disponibili.&nbsp;<\/p>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>La scarsa qualit\u00e0 dei dati costa \u2013 in media \u2013 alle aziende una cifra variabile tra 10 e 15 milioni di dollari annui (12,9 milioni secondo l\u2019ultima stima Gartner nel 2021), cifre destinate ad aumentare con l\u2019aumento della complessit\u00e0 del business e dei sistemi informativi.&nbsp;&nbsp; Soltanto negli Stati Uniti, gli errori nei dati hanno un [&hellip;]<\/p>\n","protected":false},"author":191,"featured_media":48505,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":true,"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[1654],"tags":[],"settori":[],"topics":[1422,1434],"cliente":[],"partner":[1767],"authors":[],"personas":[],"knowledge_area":[],"use_cases":[],"class_list":["post-48504","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-management","partner-politecnico-di-milano"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - 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