{"id":51985,"date":"2026-09-21T14:44:13","date_gmt":"2026-09-21T12:44:13","guid":{"rendered":"https:\/\/deveho.purpl-web.com\/?p=51985"},"modified":"2026-10-20T16:04:23","modified_gmt":"2026-10-20T14:04:23","slug":"calitatea-datelor","status":"publish","type":"post","link":"https:\/\/deveho.purpl-web.com\/ro\/newsroom-ro\/calitatea-datelor\/","title":{"rendered":"#AtoZ &#8211; Calitatea datelor: Cum transformi informa\u021bia \u00een decizii mai bune \u0219i valoare real\u0103"},"content":{"rendered":"<br \/>\n<h2>Cum transformi informa\u021bia \u00een decizii mai bune \u0219i valoare real\u0103<\/h2>\n<p>Companiile au acum acces la mai multe date .Cu toate acestea, adev\u0103rata lor provocare nu mai const\u0103 \u00een a colecta c\u00e2t mai multe date, ci \u00een a \u0219ti care informa\u021bii sunt fiabile, unde se afl\u0103 acestea, cine le poate utiliza \u0219i, mai presus de toate, cum s\u0103 le transforme \u00een valoare. Odat\u0103 cu ascensiunea inteligen\u021bei artificiale, intensificarea schimbului de informa\u021bii \u0219i evolu\u021bia cadrului de reglementare european, calitatea datelor \u0219i guvernan\u021ba acestora devin direct legate de performan\u021ba afacerii.<\/p>\n<p>Prin urmare, se pune o \u00eentrebare esen\u021bial\u0103: cum pot \u00eentreprinderile s\u0103 se asigure c\u0103 informa\u021biile lor sunt suficient de fiabile \u0219i bine gestionate pentru a crea cu adev\u0103rat valoare? <\/p>\n<p>Prin urmare, datele nu mai reprezint\u0103 doar o resurs\u0103 generat\u0103 de activit\u0103\u021bile comerciale. Ele devin un activ care trebuie gestionat, \u00eembun\u0103t\u0103\u021bit \u0219i valorificat pentru a sprijini procesul decizional, procesele de afaceri \u0219i noi modalit\u0103\u021bi de utilizare.<\/p>\n<h3><red>De la disponibilitate la u\u0219urin\u021ba \u00een utilizare<\/red><\/h3>\n<p><p>De ani de zile, companiile s-au concentrat pe generarea \u0219i stocarea unor volume din ce \u00een ce mai mari de informa\u021bii: dosare ale clien\u021bilor, informa\u021bii financiare, cifre de v\u00e2nz\u0103ri, date de produc\u021bie \u0219i informa\u021bii generate de dispozitive conectate.<\/p>\n<p>\u00cens\u0103 faptul c\u0103 de\u021bii date nu \u00eenseamn\u0103 neap\u0103rat c\u0103 \u0219tii cum s\u0103 le folose\u0219ti.<\/p>\n<p>Informa\u021biile pot fi abundente, dar dificil de utilizat. Acestea pot fi dispersate \u00een mai multe sisteme, prost documentate, de calitate insuficient\u0103 sau inaccesibile celor care au nevoie de ele.<\/p>\n<p>Prin urmare, adev\u0103rata valoare a datelor depinde de mai mul\u021bi factori: <strong>calitatea, disponibilitatea, guvernan\u021ba, securitatea \u0219i, mai presus de toate, capacitatea acestora de a r\u0103spunde unei nevoi de afaceri.<\/strong><\/p>\n<p>Aceast\u0103 problem\u0103 cap\u0103t\u0103 o nou\u0103 dimensiune odat\u0103 cu dezvoltarea inteligen\u021bei artificiale. <strong>Strategia Uniunii Europene privind datele,<\/strong> publicat\u0103 \u00een noiembrie 2025, identific\u0103 accesul la date de \u00eenalt\u0103 calitate pentru AI drept una dintre priorit\u0103\u021bile sale cheie, cu scopul de a stimula inovarea \u0219i competitivitatea european\u0103.<\/p>\n<p>Prin urmare, \u00eentrebarea nu mai este pur \u0219i simplu: <strong>\u201eCe date avem?\u201d<\/strong><\/p>\n<p>\u00centrebarea devine: <strong>\u201eCe date putem folosi efectiv, \u00een ce scop \u0219i ce valoare pot acestea s\u0103 genereze pentru companie?\u201d<\/strong><\/p>\n<p>Surse: <a href=\"https:\/\/digital-strategy.ec.europa.eu\/en\/library\/data-union-strategy-unlocking-data-ai\" target=\"_blank\" rel=\"noopener\">Comisia European\u0103 \u2014 Strategia privind Uniunea Datelor \u2013 Valorificarea datelor pentru AI<\/a><\/p>\n<\/p>\n<h3><red>Legea privind datele: un nou pas pentru Europa<\/red><\/h3>\n<p><p>Cadrul de reglementare european continu\u0103 s\u0103 evolueze. <strong>Legea privind datele este \u00een vigoare \u00eencep\u00e2nd cu 12 septembrie 2025<\/strong>. Unul dintre obiectivele sale principale este de a facilita accesul la informa\u021biile specifice generate de produsele conectate \u0219i de serviciile conexe, precum \u0219i utilizarea acestora.<\/p>\n<p><strong>\u00cencep\u00e2nd cu 12 septembrie 2026<\/strong>, obliga\u021bia prev\u0103zut\u0103 la articolul 3 alineatul (1) din Legea privind protec\u021bia datelor se aplic\u0103 <strong>produselor conectate \u0219i serviciilor conexe introduse pe pia\u021b\u0103 dup\u0103 aceast\u0103 dat\u0103.<\/strong><\/p>\n<p>Aceste produse trebuie s\u0103 fie concepute astfel \u00eenc\u00e2t datele pe care le genereaz\u0103 <strong>s\u0103 fie u\u0219or accesibile utilizatorului<\/strong>, \u00een condi\u021biile prev\u0103zute \u00een regulament.<\/p>\n<p>Legea privind datele introduce, de asemenea, norme pentru anumite situa\u021bii care implic\u0103 schimbul de date \u00eentre \u00eentreprinderi. Aceasta clarific\u0103 condi\u021biile \u00een care organiza\u021biile pot accesa \u0219i utiliza aceste informa\u021bii.<\/p>\n<p>Aceasta reprezint\u0103 o evolu\u021bie important\u0103 pentru \u00eentreprinderi. Datele nu mai sunt doar o resurs\u0103 intern\u0103 pe care companiile o genereaz\u0103 \u0219i o stocheaz\u0103 \u00een cadrul sistemelor lor informatice. \u00cen unele cazuri, ele devin o resurs\u0103 care poate fi <strong>partajat\u0103, reutilizat\u0103 \u0219i valorificat\u0103 \u00een cadrul unui ecosistem mai larg.<\/strong><\/p>\n<p><strong>Aceasta reprezint\u0103 o schimbare major\u0103 de perspectiv\u0103: accesul la informa\u021bii, utilizarea \u0219i valoarea acestora trebuie gestionate din ce \u00een ce mai mult.<\/strong><\/p>\n<p><strong>Surse:<\/strong> <a href=\"https:\/\/eur-lex.europa.eu\/legal-content\/EN\/TXT\/?qid=1774290558549&amp;uri=CELEX%3A32023R2854\" target=\"_blank\" rel=\"noopener\">Regulamentul (UE) 2023\/2854 \u2014 Legea privind datele, EUR-Lex<\/a><\/p>\n<\/p>\n<h3><red>Guvernan\u021b\u0103: stabilirea unor reguli clare<\/red><\/h3>\n<p><p>A trata datele ca pe un activ strategic \u00eenseamn\u0103 <strong>a \u0219ti cine este responsabil de ele, cine are acces la ele, \u00een ce condi\u021bii \u0219i \u00een ce scopuri.<\/strong> Prin urmare, guvernan\u021ba datelor devine o chestiune cheie pentru afaceri.<\/p>\n<p>Ar trebui s\u0103 le permit\u0103 \u00eentreprinderilor s\u0103 r\u0103spund\u0103 la \u00eentreb\u0103ri practice, precum:<\/p>\n<ul>\n<li>Unde se afl\u0103 datele noastre esen\u021biale?<\/li>\n<li>Cine este responsabil pentru asta?<\/li>\n<li>C\u00e2t de bun\u0103 este calitatea sa?<\/li>\n<li>Cine poate accesa acest serviciu?<\/li>\n<li>\u00cen ce context poate fi utilizat ?<\/li>\n<li>Cum este protejat ?<\/li>\n<li>Cum este distribuit c\u0103tre parteneri?<\/li>\n<li>Cum putem preveni fragmentarea \u0219i duplicarea informa\u021biilor \u00een ecosistemul software al companiei?<\/li>\n<\/ul>\n<p><strong>Regulamentul General privind Protec\u021bia Datelor (GDPR)<\/strong> reglementeaz\u0103 prelucrarea datelor cu caracter personal \u00een cadrul Uniunii Europene \u0219i r\u0103m\u00e2ne pe deplin aplicabil ori de c\u00e2te ori sunt implicate astfel de informa\u021bii. Autoritatea francez\u0103 pentru protec\u021bia datelor <strong>(CNIL)<\/strong> subliniaz\u0103 c\u0103 Legea privind Datele (Data Act) trebuie aplicat\u0103 \u00een paralel cu GDPR. <strong>\u00cen cazul unui conflict \u00eentre cele dou\u0103, GDPR are prioritate atunci c\u00e2nd este vorba despre date cu caracter personal.<\/strong><\/p>\n<p>Prin urmare, guvernan\u021ba datelor nu este doar o simpl\u0103 chestiune de conformitate. Aceasta devine, de asemenea, o condi\u021bie esen\u021bial\u0103 pentru \u00eencredere \u0219i eficien\u021b\u0103 opera\u021bional\u0103.<\/p>\n<p><strong>Surse<\/strong>: <a href=\"https:\/\/eur-lex.europa.eu\/eli\/reg\/2016\/679\/oj\" target=\"_blank\" rel=\"noopener\">Regulamentul (UE) 2016\/679 \u2014 Regulamentul General privind Protec\u021bia Datelor (GDPR), EUR-Lex.<\/a><\/p>\n<\/p>\n<h3><red>De la date brute la plus valoare<\/red><\/h3>\n<p><p>Valoarea nu const\u0103 doar \u00een stocarea informa\u021biilor. Ea apare atunci c\u00e2nd datele contribuie la o <strong>mai bun\u0103 \u00een\u021belegere a unei situa\u021bii, la \u00eembun\u0103t\u0103\u021birea unui proces sau la luarea unei decizii mai bine fundamentate.<\/strong><\/p>\n<p>Acesta este unul dintre motivele pentru care se observ\u0103 o convergen\u021b\u0103 din ce \u00een ce mai mare \u00eentre <strong>date \u0219i inteligen\u021ba artificial\u0103.<\/strong><\/p>\n<p>Datele fiabile \u0219i bine structurate constituie o baz\u0103 esen\u021bial\u0103 pentru aplica\u021biile de inteligen\u021b\u0103 artificial\u0103, \u00eens\u0103 valoarea acesteia depinde \u0219i de u\u0219urin\u021ba cu care utilizatorii din mediul de afaceri pot accesa, \u00een\u021belege \u0219i interac\u021biona cu aceste informa\u021bii.<\/p>\n<p>\u00cen acest context, <strong>asisten\u021bii bazati pe inteligen\u021b\u0103 artificial\u0103<\/strong>, precum <strong><a href=\"https:\/\/deveho.purpl-web.com\/ro\/produse\/sage-x3\/sage-copilot\/\" target=\"_blank\" rel=\"noopener\">Sage Copilot<\/a> <\/strong>\u00a0\u0219i <strong>\u00a0<a href=\"https:\/\/deveho.purpl-web.com\/ro\/produse\/sage-x3-marketplace\/sage-enterprise-intelligence\/\" target=\"_blank\" rel=\"noopener\">SEI Copilot<\/a><\/strong>, pot completa un mediu de date bine gestionat, ajut\u00e2nd utilizatorii s\u0103 interac\u021bioneze mai natural cu informa\u021biile de afaceri \u0219i s\u0103 valorifice mai bine datele de care dispun.<\/p>\n<p><strong>Descoperi\u021bi solu\u021biile noastre pentru inteligen\u021ba artificial\u0103 (IA) \u00een afaceri<\/strong>, inclusiv Sage Copilot \u0219i SEI Copilot.<\/p>\n<p>O companie care dore\u0219te s\u0103 implementeze aplica\u021bii de IA are nevoie de acces la informa\u021bii relevante, sigure \u0219i u\u0219or accesibile.<\/p>\n<p>Strategia Uniunii Europene privind Datele (European Data Union Strategy) identific\u0103 \u00een mod specific accesul la date de \u00eenalt\u0103 calitate pentru IA ca fiind una dintre direc\u021biile sale cheie de ac\u021biune.<\/p>\n<p>Odat\u0103 ce datele au fost validate \u0219i structurate, urm\u0103toarea provocare este utilizarea acestora pentru a analiza activitatea companiei \u0219i a sprijini luarea deciziilor. Acesta este exact scopul domeniului <strong><a href=\"https:\/\/deveho.purpl-web.com\/ro\/servicii\/business-intelligence\/\" target=\"_blank\" rel=\"noopener\">Business Intelligence<\/a><\/strong>, care transform\u0103 datele disponibile \u00een indicatori utili, analize \u0219i tablouri de bord (dashboards) pentru echipele opera\u021bionale.<\/p>\n<p><strong>Afla\u021bi mai multe despre abordarea noastr\u0103 de Business Intelligence \u0219i despre <a href=\"https:\/\/deveho.purpl-web.com\/ro\/produse\/sage-x3-marketplace\/sage-enterprise-intelligence\/\" target=\"_blank\" rel=\"noopener\">Sage Enterprise Intelligence<\/a><\/strong>, o solu\u021bie conceput\u0103 pentru a facilita analiza datelor \u0219i aplicarea acestora \u00een managementul afacerii.<\/p>\n<p>Acest lucru ofer\u0103 proiectelor de date (Data projects) o nou\u0103 dimensiune.<\/p>\n<p>Obiectivul nu mai este pur \u0219i simplu construirea unui <strong>depozit de date (data warehouse)<\/strong>*, a unui <strong>data lake**<\/strong>, sau implementarea unui instrument de raportare. Scopul este crearea unui lan\u021b coerent, de la datele opera\u021bionale p\u00e2n\u0103 la utilizarea lor de c\u0103tre echipele de business.<\/p>\n<p>Obiectivul nu este, prin urmare, doar de a stoca mai multe date, ci de a <strong>le face inteligibile, sigure \u0219i utilizabile<\/strong> pentru a r\u0103spunde unor nevoi concrete de business: gestionarea unei activit\u0103\u021bi, optimizarea unui proces, luarea unei decizii sau dezvoltarea unui nou caz de utilizare.<\/p>\n<p>O mare parte din valoarea sa provine din capacitatea de a transforma informa\u021biile brute \u00een perspective utile (insights) \u0219i, \u00een final, \u00een ac\u021biuni concrete. <strong>Prin urmare, datele pot deveni un adev\u0103rat activ strategic, cu condi\u021bia s\u0103 fie de \u00eencredere, bine gestionate \u0219i u\u0219or de utilizat.<\/strong><\/p>\n<p>&nbsp;<\/p>\n<p><em>* <strong>Un depozit de date (data warehouse<\/strong>) este un registru centralizat care reune\u0219te date structurate din surse diferite pentru a facilita analiza.<\/em><\/p>\n<p><em>**<strong> Un data lake<\/strong>, \u00een schimb, permite stocarea unor volume mari de date structurate \u0219i nestructurate \u00een formatul lor original, astfel \u00eenc\u00e2t s\u0103 poat\u0103 fi utilizate \u00een diverse scopuri.<\/em><\/p>\n<\/p>\n<h3><red>Construirea unui patrimoniu de date bine gestionat<\/red><\/h3>\n<p><p class=\"isSelectedEnd\">Pentru companii, provocarea const\u0103 mai pu\u021bin \u00een acumularea de informa\u021bii \u0219i mai mult \u00een <strong>construirea unui patrimoniu de date cu adev\u0103rat bine gestionat.<\/strong><\/p>\n<p class=\"isSelectedEnd\">Aceasta implic\u0103, \u00een special:<\/p>\n<ol start=\"1\" data-spread=\"true\">\n<li><strong>Cartografierea datelor critice<\/strong><br \/>\nIdentificarea datelor cu adev\u0103rat strategice pentru diferitele func\u021bii ale afacerii \u0219i \u00een\u021belegerea locului \u00een care acestea sunt generate, stocate \u0219i utilizate.<\/li>\n<li><strong>\u00cembun\u0103t\u0103\u021birea calit\u0103\u021bii datelor<\/strong><br \/>\nCalitatea unei decizii automatizate sau a unei aplica\u021bii de IA depinde \u00een parte de informa\u021biile din spatele acesteia. Prin urmare, calitatea datelor este o miz\u0103 opera\u021bional\u0103.<\/li>\n<li><strong>Clarificarea responsabilit\u0103\u021bilor<\/strong><br \/>\nGuvernan\u021ba datelor ar trebui s\u0103 defineasc\u0103 rolurile \u0219i responsabilit\u0103\u021bile: cine de\u021bine \u0219i cunoa\u0219te datele? Cine r\u0103spunde de calitatea lor? Cine le poate utiliza?<\/li>\n<li><strong>Securizarea accesului \u0219i a schimburilor de date<\/strong><br \/>\nSchimbul tot mai mare de informa\u021bii \u00eentre aplica\u021bii, furnizori, parteneri \u0219i servicii cloud cre\u0219te nevoia de securitate \u0219i control asupra fluxurilor de date.<\/li>\n<li><strong>Corelarea strategiei de date cu nevoile de business<\/strong><br \/>\nUn proiect de date nu ar trebui definit exclusiv prin tehnologia sa. Acesta trebuie s\u0103 porneasc\u0103 de la o nevoie de business \u0219i de la o valoare estimat\u0103 clar identificat\u0103.<\/li>\n<\/ol>\n<h3><red>\u00cembun\u0103t\u0103\u021birea calit\u0103\u021bii datelor: de la gestionare la ac\u021biune<\/red><\/h3>\n<p><p>Construirea unui patrimoniu informa\u021bional bine gestionat \u00eencepe cu o precondi\u021bie esen\u021bial\u0103: <strong>posibilitatea de a te baza pe informa\u021bii corecte, coerente \u0219i actualizate.<\/strong><\/p>\n<p>\u00cen bazele de date de clien\u021bi \u0219i furnizori, unele \u00eenregistr\u0103ri pot fi incomplete, dep\u0103\u0219ite sau inconsecvente. Aceste probleme de calitate pot avea consecin\u021be foarte practice asupra proceselor de afaceri: munc\u0103 manual\u0103 suplimentar\u0103, dificult\u0103\u021bi la schimbul de informa\u021bii, analize mai pu\u021bin sigure sau probleme la implementarea noilor procese digitale.<\/p>\n<p><strong>\u00cembun\u0103t\u0103\u021birea calit\u0103\u021bii datelor este, prin urmare, unul dintre primii pa\u0219i practici pentru transformarea unei strategii de date \u00een ac\u021biuni opera\u021bionale.<\/strong><\/p>\n<blockquote>\n<p><strong>Sage Data Clean and Control ofer\u0103 un r\u0103spuns practic acestei provoc\u0103ri, permi\u021b\u00e2nd companiilor s\u0103 analizeze, s\u0103 verifice \u0219i s\u0103 \u00eembun\u0103t\u0103\u021beasc\u0103 calitatea informa\u021biilor lor.<\/strong><\/p>\n<\/blockquote>\n<p>Solu\u021bia poate analiza fi\u0219ierele de clien\u021bi \u0219i furnizori, precum \u0219i anumite configur\u0103ri ale companiei, pentru a identifica informa\u021biile lips\u0103 sau inconsecvente \u0219i pentru a facilita optimizarea calit\u0103\u021bii. De asemenea, poate sprijini companiile \u00een preg\u0103tirea pentru <strong>facturarea electronic\u0103 (e-invoicing)<\/strong>, unde de\u021binerea unor date ter\u021be curate \u0219i actualizate este deosebit de important\u0103.<\/p>\n<h4>Identificarea anomaliilor \u0219i a informa\u021biilor lips\u0103<\/h4>\n<p>Una dintre primele provoc\u0103ri este identificarea exact\u0103 a <strong>problemelor de calitate a datelor.<\/strong><\/p>\n<p><strong>Sage Data Clean and Control<\/strong> permite companiilor s\u0103 analizeze \u00eenregistr\u0103rile \u0219i s\u0103 verifice informa\u021biile despre clien\u021bi \u0219i furnizori. Solu\u021bia poate identifica informa\u021biile lips\u0103 sau inconsecvente \u0219i poate efectua verific\u0103ri asupra diferitelor configur\u0103ri din sistem (cum ar fi \u021b\u0103ri, TVA \u0219i taxe, modalit\u0103\u021bi de plat\u0103, unit\u0103\u021bi de v\u00e2nzare sau cump\u0103rare \u0219i date despre companie).<\/p>\n<p>Pentru \u00eenregistr\u0103rile ter\u021bilor, verific\u0103rile pot include detalii de identificare a companiei. Solu\u021bia poate c\u0103uta \u0219i recupera <strong>coduri unice de identificare (cum ar fi numerele SIREN, SIRET) \u0219i adrese lips\u0103<\/strong>, precum \u0219i calcula \u0219i verifica codurile de TVA prin serviciul european <strong>VIES.<\/strong> De asemenea, ofer\u0103 verific\u0103ri pentru identificarea anumitor inconsecven\u021be \u0219i dubluri.<\/p>\n<h4>De la verificare la \u00eembun\u0103t\u0103\u021birea calit\u0103\u021bii<\/h4>\n<p>Identificarea unei anomalii este doar primul pas. Urm\u0103toarea provocare este capacitatea de <strong>a ac\u021biona asupra \u00eenregistr\u0103rilor afectate.<\/strong><\/p>\n<p><strong>Sage Data Clean and Control<\/strong> permite realizarea de corec\u021bii \u0219i ajust\u0103ri, inclusiv \u00een mas\u0103 (bulk), facilit\u00e2nd actualizarea bazelor de date. Aceast\u0103 abordare trece de la o simpl\u0103 verificare la un proces mai structurat de<strong> \u00eembun\u0103t\u0103\u021bire a calit\u0103\u021bii datelor.<\/strong><\/p>\n<p>Astfel, solu\u021bia ajut\u0103 companiile s\u0103 men\u021bin\u0103 baze de date mai coerente, mai bine preg\u0103tite pentru procesele opera\u021bionale care se bazeaz\u0103 pe informa\u021bii despre clien\u021bi, furnizori \u0219i companie.<\/p>\n<p><strong>Sage Data Clean and Control este disponibil \u0219i \u00eempreun\u0103 cu <a href=\"https:\/\/deveho.purpl-web.com\/ro\/produse\/sage-x3\/\" target=\"_blank\" rel=\"noopener\">Sage X3<\/a><\/strong>, unde permite companiilor s\u0103 verifice \u0219i s\u0103 \u00eembun\u0103t\u0103\u021beasc\u0103 informa\u021biile despre ter\u021bi, inclusiv prin verific\u0103ri legate de detaliile de identificare a companiei.<\/p>\n<h4>Calitatea datelor ca funda\u021bie pentru noi utiliz\u0103ri<\/h4>\n<p>Beneficiile cur\u0103\u021b\u0103rii datelor dep\u0103\u0219esc simpla corectare a \u00eenregistr\u0103rilor de clien\u021bi sau furnizori.<\/p>\n<p>Informa\u021biile de \u00eenalt\u0103 calitate faciliteaz\u0103 schimburile \u00eentre aplica\u021bii, <strong>ajut\u0103 la cre\u0219terea fiabilit\u0103\u021bii proceselor care depind de datele ter\u021bilor<\/strong> \u0219i creeaz\u0103 condi\u021bii mai bune pentru dezvoltarea unor noi cazuri de utilizare.<\/p>\n<p>\u00cen contextul factur\u0103rii electronice, calitatea datelor este deosebit de important\u0103: Sage pozi\u021bioneaz\u0103 Data Clean and Control ca pe o solu\u021bie ce permite companiilor s\u0103 \u00ee\u0219i verifice, s\u0103 \u00ee\u0219i ajusteze \u0219i s\u0103 \u00ee\u0219i cur\u0103\u021be bazele de date \u00een preg\u0103tirea proceselor de e-invoicing.<\/p>\n<p><strong>\u00cembun\u0103t\u0103\u021birea calit\u0103\u021bii datelor este, prin urmare, un prim pas practic spre un control mai bun asupra informa\u021biilor \u0219i, \u00een cele din urm\u0103, spre o mai bun\u0103 valorificare a acestora.<\/strong> Calitatea datelor nu este un scop \u00een sine: ea ofer\u0103 funda\u021bia pe care pot fi construite ulterior procesele de afaceri, analizele \u0219i noile cazuri de utilizare digital\u0103.<\/p>\n<\/p>\n<h3><red>Suveranitatea: gestionarea ecosistemului extins<\/red><\/h3>\n<p><p>Aceste chestiuni dep\u0103\u0219esc acum grani\u021bele individuale ale unei companii.<\/p>\n<p>Strategia<strong> Uniunii Europene privind Datele<\/strong> pune un accent deosebit pe <strong>suveranitatea datelor<\/strong> \u0219i pe gestionarea fluxurilor interna\u021bionale de date. Aceasta \u00ee\u0219i propune, printre altele, s\u0103 consolideze pozi\u021bia Europei \u00een raport cu aceste fluxuri \u0219i s\u0103 protejeze mai bine anumite informa\u021bii sensibile nepersonale \u00eempotriva riscurilor legate de restric\u021bii, dependen\u021be sau acces din \u021b\u0103ri ter\u021be.<\/p>\n<h4><strong>Suveranitatea datelor: o miz\u0103 din ce \u00een ce mai conturat\u0103<\/strong><\/h4>\n<p><strong>La 8 iulie 2026,<\/strong> Comisia European\u0103 a lansat o consultare direc\u021bionat\u0103 privind suveranitatea datelor, care a r\u0103mas deschis\u0103 p\u00e2n\u0103 <strong>la 15 septembrie 2026.<\/strong><\/p>\n<p>Aceasta s-a concentrat, \u00een special, <strong>pe dependen\u021bele care afecteaz\u0103 organiza\u021biile europene,<\/strong> pe barierele \u00een calea transferurilor de date \u0219i pe riscurile asociate accesului \u021b\u0103rilor ter\u021be la anumite informa\u021bii sensibile.<\/p>\n<p>Consultarea s-a \u00eencheiat, iar concluziile acesteia ar putea contribui la discu\u021biile europene \u00een curs privind modul de consolidare a suveranit\u0103\u021bii datelor.<\/p>\n<p>Pentru companii, acest lucru introduce un alt nivel de analiz\u0103 \u0219i reflec\u021bie:<\/p>\n<ul>\n<li><strong>Unde se afl\u0103 informa\u021biile noastre?<\/strong><\/li>\n<li><strong>Cine le poate accesa?<\/strong><\/li>\n<li><strong>Ce furnizori le proceseaz\u0103?<\/strong><\/li>\n<li><strong>\u00cen ce \u021b\u0103ri?<\/strong><\/li>\n<li><strong>Ce dependen\u021be creeaz\u0103 acest lucru pentru organiza\u021bia noastr\u0103?<\/strong><\/li>\n<\/ul>\n<p>Astfel, strategia de date devine tot mai conectat\u0103 cu tehnologiile <strong>cloud, securitatea cibernetic\u0103, inteligen\u021ba artificial\u0103 \u0219i suveranitatea digital\u0103.<\/strong><\/p>\n<p><strong>Gestionarea informa\u021biilor nu mai \u00eenseamn\u0103 doar s\u0103 \u0219tii ce con\u021bin acestea, ci \u0219i s\u0103 \u00een\u021belegi unde sunt localizate, cine le poate accesa \u0219i \u00een ce mediu sunt procesate.<\/strong><\/p>\n<p><strong>Surse:<\/strong> <a href=\"https:\/\/digital-strategy.ec.europa.eu\/en\/policies\/data-union\" target=\"_blank\" rel=\"noopener\">Comisia European\u0103 \u2014 Strategia privind Datele \u00b7 Comisia European\u0103 \u2014 Consultare direc\u021bionat\u0103 privind protejarea suveranit\u0103\u021bii datelor \u00een UE<\/a><\/p>\n<\/p>\n<h3><red>De la gestionare la crearea de valoare<\/red><\/h3>\n<p><p>Prin urmare, transformarea este profund\u0103.<\/p>\n<p>Informa\u021bia nu mai este doar rezultatul opera\u021biunilor de afaceri. Ea devine o resurs\u0103 care trebuie <strong>optimizat\u0103, guvernat\u0103, securizat\u0103 \u0219i valorificat\u0103<\/strong>, \u00een sprijinul echipelor opera\u021bionale \u0219i al performan\u021bei.<\/p>\n<p>Contextul european sus\u021bine aceast\u0103 evolu\u021bie. Reglementarea privind datele (Data Act) guverneaz\u0103 acum accesul \u0219i utilizarea anumitor informa\u021bii. \u00cen acela\u0219i timp, Strategia UE privind Datele \u00ee\u0219i propune s\u0103 \u00eembun\u0103t\u0103\u021beasc\u0103 accesul la informa\u021bii de \u00eenalt\u0103 calitate pentru inteligen\u021ba artificial\u0103 \u0219i s\u0103 consolideze capacitatea Europei de a gestiona datele \u0219i fluxurile aferente.<\/p>\n<p>Pentru companii, provocarea nu mai este pur \u0219i simplu s\u0103 \u201efac\u0103 Data\u201d. Miza este crearea unui mediu \u00een care informa\u021biile <strong>corecte sunt sigure, responsabilit\u0103\u021bile sunt clare, iar tehnologia sus\u021bine nevoile reale de business.<\/strong><\/p>\n<p>Valoarea nu const\u0103 \u00een cantitatea de informa\u021bii pe care o de\u021bine o companie, ci \u00een capacitatea sa de a <strong>le gestiona \u0219i de a le transforma \u00een rezultate utile.<\/strong><\/p>\n<p><strong>Aici devin datele un adev\u0103rat activ strategic.<\/strong><\/p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Cum transformi informa\u021bia \u00een decizii mai bune \u0219i valoare real\u0103 Companiile au acum acces la mai multe date .Cu toate acestea, adev\u0103rata lor provocare nu mai const\u0103 \u00een a colecta c\u00e2t mai multe date, ci \u00een a \u0219ti care informa\u021bii sunt fiabile, unde se afl\u0103 acestea, cine le poate utiliza \u0219i, mai presus de toate, [&hellip;]<\/p>\n","protected":false},"author":42,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[144],"tags":[],"class_list":["post-51985","post","type-post","status-publish","format-standard","hentry","category-newsroom-ro"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.7 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Calitatea datelor - Deveho<\/title>\n<meta name=\"description\" content=\"Cum \u00eembun\u0103t\u0103\u021besc companiile calitatea datelor? Descoper\u0103 cum datele sigure sus\u021bin decizii mai bune, AI-ul \u0219i valoarea afacerii.\" \/>\n<meta name=\"robots\" content=\"noindex, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<meta property=\"og:locale\" content=\"ro_RO\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Calitatea datelor - Deveho\" \/>\n<meta property=\"og:description\" content=\"Cum \u00eembun\u0103t\u0103\u021besc companiile calitatea datelor? Descoper\u0103 cum datele sigure sus\u021bin decizii mai bune, AI-ul \u0219i valoarea afacerii.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/deveho.purpl-web.com\/ro\/newsroom-ro\/calitatea-datelor\/\" \/>\n<meta property=\"og:site_name\" content=\"Deveho\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/deveho\" \/>\n<meta property=\"article:published_time\" content=\"2026-09-21T12:44:13+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-10-20T14:04:23+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/deveho.purpl-web.com\/wp-content\/uploads\/2023\/02\/DEVEHO-LOGO-Baseline-COLOR.png\" \/>\n<meta name=\"author\" content=\"Manon Bursachi\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@Deveho1\" \/>\n<meta name=\"twitter:site\" content=\"@Deveho1\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Manon Bursachi\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"11 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/deveho.purpl-web.com\\\/ro\\\/newsroom-ro\\\/calitatea-datelor\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/deveho.purpl-web.com\\\/ro\\\/newsroom-ro\\\/calitatea-datelor\\\/\"},\"author\":{\"name\":\"Manon Bursachi\",\"@id\":\"https:\\\/\\\/deveho.purpl-web.com\\\/#\\\/schema\\\/person\\\/255f8b38261c7a1ac4a221d574d5330d\"},\"headline\":\"#AtoZ &#8211; Calitatea datelor: Cum transformi informa\u021bia \u00een decizii mai bune \u0219i valoare real\u0103\",\"datePublished\":\"2026-09-21T12:44:13+00:00\",\"dateModified\":\"2026-10-20T14:04:23+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/deveho.purpl-web.com\\\/ro\\\/newsroom-ro\\\/calitatea-datelor\\\/\"},\"wordCount\":2673,\"publisher\":{\"@id\":\"https:\\\/\\\/deveho.purpl-web.com\\\/#organization\"},\"articleSection\":[\"Newsroom\"],\"inLanguage\":\"ro-RO\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/deveho.purpl-web.com\\\/ro\\\/newsroom-ro\\\/calitatea-datelor\\\/\",\"url\":\"https:\\\/\\\/deveho.purpl-web.com\\\/ro\\\/newsroom-ro\\\/calitatea-datelor\\\/\",\"name\":\"Calitatea datelor - Deveho\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/deveho.purpl-web.com\\\/#website\"},\"datePublished\":\"2026-09-21T12:44:13+00:00\",\"dateModified\":\"2026-10-20T14:04:23+00:00\",\"description\":\"Cum \u00eembun\u0103t\u0103\u021besc companiile calitatea datelor? Descoper\u0103 cum datele sigure sus\u021bin decizii mai bune, AI-ul \u0219i valoarea afacerii.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/deveho.purpl-web.com\\\/ro\\\/newsroom-ro\\\/calitatea-datelor\\\/#breadcrumb\"},\"inLanguage\":\"ro-RO\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/deveho.purpl-web.com\\\/ro\\\/newsroom-ro\\\/calitatea-datelor\\\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/deveho.purpl-web.com\\\/ro\\\/newsroom-ro\\\/calitatea-datelor\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/deveho.purpl-web.com\\\/ro\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"#AtoZ &#8211; Calitatea datelor: Cum transformi informa\u021bia \u00een decizii mai bune \u0219i valoare real\u0103\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/deveho.purpl-web.com\\\/#website\",\"url\":\"https:\\\/\\\/deveho.purpl-web.com\\\/\",\"name\":\"Deveho Consulting Group\",\"description\":\"Let\u2019s boost your growth\",\"publisher\":{\"@id\":\"https:\\\/\\\/deveho.purpl-web.com\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/deveho.purpl-web.com\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"ro-RO\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/deveho.purpl-web.com\\\/#organization\",\"name\":\"Deveho Consulting Group\",\"url\":\"https:\\\/\\\/deveho.purpl-web.com\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ro-RO\",\"@id\":\"https:\\\/\\\/deveho.purpl-web.com\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/deveho.purpl-web.com\\\/wp-content\\\/uploads\\\/2023\\\/02\\\/DEVEHO-LOGO-Baseline-COLOR.png\",\"contentUrl\":\"https:\\\/\\\/deveho.purpl-web.com\\\/wp-content\\\/uploads\\\/2023\\\/02\\\/DEVEHO-LOGO-Baseline-COLOR.png\",\"width\":2251,\"height\":585,\"caption\":\"Deveho Consulting Group\"},\"image\":{\"@id\":\"https:\\\/\\\/deveho.purpl-web.com\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/deveho\",\"https:\\\/\\\/x.com\\\/Deveho1\",\"https:\\\/\\\/www.linkedin.com\\\/company\\\/deveho-consulting\\\/\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/deveho.purpl-web.com\\\/#\\\/schema\\\/person\\\/255f8b38261c7a1ac4a221d574d5330d\",\"name\":\"Manon Bursachi\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ro-RO\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/8cd66559ed158680c97b85f3b2068102ad3a05271d6458c2e00415d9910e45df?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/8cd66559ed158680c97b85f3b2068102ad3a05271d6458c2e00415d9910e45df?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/8cd66559ed158680c97b85f3b2068102ad3a05271d6458c2e00415d9910e45df?s=96&d=mm&r=g\",\"caption\":\"Manon Bursachi\"},\"url\":\"https:\\\/\\\/deveho.purpl-web.com\\\/ro\\\/author\\\/manon-bursachi\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Calitatea datelor - Deveho","description":"Cum \u00eembun\u0103t\u0103\u021besc companiile calitatea datelor? Descoper\u0103 cum datele sigure sus\u021bin decizii mai bune, AI-ul \u0219i valoarea afacerii.","robots":{"index":"noindex","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"og_locale":"ro_RO","og_type":"article","og_title":"Calitatea datelor - Deveho","og_description":"Cum \u00eembun\u0103t\u0103\u021besc companiile calitatea datelor? Descoper\u0103 cum datele sigure sus\u021bin decizii mai bune, AI-ul \u0219i valoarea afacerii.","og_url":"https:\/\/deveho.purpl-web.com\/ro\/newsroom-ro\/calitatea-datelor\/","og_site_name":"Deveho","article_publisher":"https:\/\/www.facebook.com\/deveho","article_published_time":"2026-09-21T12:44:13+00:00","article_modified_time":"2026-10-20T14:04:23+00:00","og_image":[{"url":"https:\/\/deveho.purpl-web.com\/wp-content\/uploads\/2023\/02\/DEVEHO-LOGO-Baseline-COLOR.png","type":"","width":"","height":""}],"author":"Manon Bursachi","twitter_card":"summary_large_image","twitter_creator":"@Deveho1","twitter_site":"@Deveho1","twitter_misc":{"Written by":"Manon Bursachi","Est. reading time":"11 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/deveho.purpl-web.com\/ro\/newsroom-ro\/calitatea-datelor\/#article","isPartOf":{"@id":"https:\/\/deveho.purpl-web.com\/ro\/newsroom-ro\/calitatea-datelor\/"},"author":{"name":"Manon Bursachi","@id":"https:\/\/deveho.purpl-web.com\/#\/schema\/person\/255f8b38261c7a1ac4a221d574d5330d"},"headline":"#AtoZ &#8211; Calitatea datelor: Cum transformi informa\u021bia \u00een decizii mai bune \u0219i valoare real\u0103","datePublished":"2026-09-21T12:44:13+00:00","dateModified":"2026-10-20T14:04:23+00:00","mainEntityOfPage":{"@id":"https:\/\/deveho.purpl-web.com\/ro\/newsroom-ro\/calitatea-datelor\/"},"wordCount":2673,"publisher":{"@id":"https:\/\/deveho.purpl-web.com\/#organization"},"articleSection":["Newsroom"],"inLanguage":"ro-RO"},{"@type":"WebPage","@id":"https:\/\/deveho.purpl-web.com\/ro\/newsroom-ro\/calitatea-datelor\/","url":"https:\/\/deveho.purpl-web.com\/ro\/newsroom-ro\/calitatea-datelor\/","name":"Calitatea datelor - Deveho","isPartOf":{"@id":"https:\/\/deveho.purpl-web.com\/#website"},"datePublished":"2026-09-21T12:44:13+00:00","dateModified":"2026-10-20T14:04:23+00:00","description":"Cum \u00eembun\u0103t\u0103\u021besc companiile calitatea datelor? Descoper\u0103 cum datele sigure sus\u021bin decizii mai bune, AI-ul \u0219i valoarea afacerii.","breadcrumb":{"@id":"https:\/\/deveho.purpl-web.com\/ro\/newsroom-ro\/calitatea-datelor\/#breadcrumb"},"inLanguage":"ro-RO","potentialAction":[{"@type":"ReadAction","target":["https:\/\/deveho.purpl-web.com\/ro\/newsroom-ro\/calitatea-datelor\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/deveho.purpl-web.com\/ro\/newsroom-ro\/calitatea-datelor\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/deveho.purpl-web.com\/ro\/"},{"@type":"ListItem","position":2,"name":"#AtoZ &#8211; Calitatea datelor: Cum transformi informa\u021bia \u00een decizii mai bune \u0219i valoare real\u0103"}]},{"@type":"WebSite","@id":"https:\/\/deveho.purpl-web.com\/#website","url":"https:\/\/deveho.purpl-web.com\/","name":"Deveho Consulting Group","description":"Let\u2019s boost your growth","publisher":{"@id":"https:\/\/deveho.purpl-web.com\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/deveho.purpl-web.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"ro-RO"},{"@type":"Organization","@id":"https:\/\/deveho.purpl-web.com\/#organization","name":"Deveho Consulting Group","url":"https:\/\/deveho.purpl-web.com\/","logo":{"@type":"ImageObject","inLanguage":"ro-RO","@id":"https:\/\/deveho.purpl-web.com\/#\/schema\/logo\/image\/","url":"https:\/\/deveho.purpl-web.com\/wp-content\/uploads\/2023\/02\/DEVEHO-LOGO-Baseline-COLOR.png","contentUrl":"https:\/\/deveho.purpl-web.com\/wp-content\/uploads\/2023\/02\/DEVEHO-LOGO-Baseline-COLOR.png","width":2251,"height":585,"caption":"Deveho Consulting Group"},"image":{"@id":"https:\/\/deveho.purpl-web.com\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/deveho","https:\/\/x.com\/Deveho1","https:\/\/www.linkedin.com\/company\/deveho-consulting\/"]},{"@type":"Person","@id":"https:\/\/deveho.purpl-web.com\/#\/schema\/person\/255f8b38261c7a1ac4a221d574d5330d","name":"Manon Bursachi","image":{"@type":"ImageObject","inLanguage":"ro-RO","@id":"https:\/\/secure.gravatar.com\/avatar\/8cd66559ed158680c97b85f3b2068102ad3a05271d6458c2e00415d9910e45df?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/8cd66559ed158680c97b85f3b2068102ad3a05271d6458c2e00415d9910e45df?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/8cd66559ed158680c97b85f3b2068102ad3a05271d6458c2e00415d9910e45df?s=96&d=mm&r=g","caption":"Manon Bursachi"},"url":"https:\/\/deveho.purpl-web.com\/ro\/author\/manon-bursachi\/"}]}},"_links":{"self":[{"href":"https:\/\/deveho.purpl-web.com\/ro\/wp-json\/wp\/v2\/posts\/51985","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/deveho.purpl-web.com\/ro\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/deveho.purpl-web.com\/ro\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/deveho.purpl-web.com\/ro\/wp-json\/wp\/v2\/users\/42"}],"replies":[{"embeddable":true,"href":"https:\/\/deveho.purpl-web.com\/ro\/wp-json\/wp\/v2\/comments?post=51985"}],"version-history":[{"count":3,"href":"https:\/\/deveho.purpl-web.com\/ro\/wp-json\/wp\/v2\/posts\/51985\/revisions"}],"predecessor-version":[{"id":54411,"href":"https:\/\/deveho.purpl-web.com\/ro\/wp-json\/wp\/v2\/posts\/51985\/revisions\/54411"}],"wp:attachment":[{"href":"https:\/\/deveho.purpl-web.com\/ro\/wp-json\/wp\/v2\/media?parent=51985"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/deveho.purpl-web.com\/ro\/wp-json\/wp\/v2\/categories?post=51985"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/deveho.purpl-web.com\/ro\/wp-json\/wp\/v2\/tags?post=51985"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}