{"id":77649,"date":"2020-04-12T13:42:52","date_gmt":"2020-04-12T11:42:52","guid":{"rendered":"https:\/\/prohoster.info\/blog\/administrirovanie\/datagovernance-svoimi-silami"},"modified":"2020-04-12T13:42:52","modified_gmt":"2020-04-12T11:42:52","slug":"datagovernance-svoimi-silami","status":"publish","type":"post","link":"https:\/\/prohoster.info\/sq\/blog\/administrirovanie\/datagovernance-svoimi-silami","title":{"rendered":"DataGovernance me forcat e tij","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p>P\u00ebrsh\u00ebndetje, Habr!<\/p>\n<p>T\u00eb dh\u00ebnat jan\u00eb nj\u00eb aktiv shum\u00eb t\u00eb vlefsh\u00ebm p\u00ebr kompanit\u00eb. K\u00ebt\u00eb deklaron thuajse \u00e7do kompani me orientim digjital. \u00cbsht\u00eb e v\u00ebshtir\u00eb t\u00eb diskutosh k\u00ebt\u00eb: aktualisht, nuk kalon asnj\u00eb konferenc\u00eb t\u00eb madhe t\u00eb IT-s\u00eb pa u diskutuar qasjet p\u00ebr menaxhimin, ruajtjen dhe p\u00ebrpunimin e t\u00eb dh\u00ebnave.<\/p>\n<p>T\u00eb dh\u00ebnat na vin\u00eb nga jasht\u00eb, po ashtu ato formohen brenda kompanis\u00eb; dhe kur flasim p\u00ebr t\u00eb dh\u00ebnat e nj\u00eb kompanie telekomunikacionesh, ato jan\u00eb nj\u00eb thes informacioni p\u00ebr punonj\u00ebsit e brendsh\u00ebm mbi klientin, interesat e tij, zakonet, dhe vendndodhjen. Me nj\u00eb profilizim dhe segmentim t\u00eb duhur, ofertat reklamuese rezultojn\u00eb m\u00eb efektive. Megjithat\u00eb, n\u00eb praktik\u00eb, situata nuk \u00ebsht\u00eb gjithmon\u00eb roz\u00eb. T\u00eb dh\u00ebnat q\u00eb ruajn\u00eb kompanit\u00eb mund t\u00eb jen\u00eb ndoshta t\u00eb vjetruara, t\u00eb tepruara, p\u00ebrs\u00ebrit\u00ebse, ose p\u00ebr ekzistenc\u00ebn e tyre t\u00eb dijen vet\u00ebm nj\u00eb grup t\u00eb ngusht\u00eb p\u00ebrdoruesish. \u00af_(\u30c4)_\/\u00af <\/p>\n<p><noindex><a rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/company\/rostelecom\/blog\/495934\/\"><img decoding=\"async\" alt=\"DataGovernance me forcat e tij\" src=\"\/wp-content\/uploads\/2020\/04\/612de9bc3f0df4fafdee9d1dffa94d05.jpg\" style=\"display:block;margin: 0 auto;\" \/><\/a><\/noindex><br \/>\nDhe p\u00ebr ta th\u00ebn\u00eb me nj\u00eb fjal\u00eb, t\u00eb dh\u00ebnat duhet t\u00eb menaxhohen me efikasitet \u2013 vet\u00ebm n\u00eb k\u00ebt\u00eb m\u00ebnyr\u00eb ato do t\u00eb b\u00ebhen nj\u00eb aktiv q\u00eb sjell p\u00ebrfitime t\u00eb v\u00ebrteta dhe fitime p\u00ebr biznesin. Fatkeq\u00ebsisht, p\u00ebr t\u00eb adresuar \u00e7\u00ebshtjet e menaxhimit t\u00eb t\u00eb dh\u00ebnave, duhet t\u00eb tejkalohen shum\u00eb v\u00ebshtir\u00ebsi. K\u00ebto jan\u00eb kryesisht t\u00eb ndikuara nga trash\u00ebgimia historike n\u00eb form\u00ebn e \"zoologjive\" t\u00eb sistemeve, si dhe nga mungesa e proceseve dhe qasjeve t\u00eb unifikuara p\u00ebr menaxhimin e tyre. Por \u00e7far\u00eb do t\u00eb thot\u00eb \"t\u00eb menaxhosh t\u00eb dh\u00ebnat\"?<\/p>\n<p>K\u00ebt\u00eb tem\u00eb do ta diskutojm\u00eb m\u00eb posht\u00eb, po ashtu edhe p\u00ebr ndihm\u00ebn q\u00eb na ka ofruar stoku opensource.<br \/>\n<noindex><a rel=\"nofollow\" name=\"habracut\"><\/a><\/noindex><br \/>\nKoncepti i menaxhimit strategjik t\u00eb t\u00eb dh\u00ebnave, Data Governance (DG), tashm\u00eb \u00ebsht\u00eb mjaft i njohur n\u00eb tregun rus, dhe q\u00ebllimet q\u00eb arrihen nga biznesi si rezultat i implementimit t\u00eb tij jan\u00eb t\u00eb qarta dhe t\u00eb deklaruara. Kompania jon\u00eb nuk b\u00ebri p\u00ebrjashtim dhe vendosi t\u00eb implementoj\u00eb k\u00ebt\u00eb koncept menaxhimi t\u00eb t\u00eb dh\u00ebnave.<\/p>\n<p>Pra, nga ku filluam? Fillimisht ne p\u00ebrcaktuam objektivat tona kryesore:<\/p>\n<ol>\n<li>T\u00eb sigurojm\u00eb aksesin n\u00eb t\u00eb dh\u00ebnat tona.<\/li>\n<li>T\u00eb sigurojm\u00eb transparenc\u00ebn e ciklit t\u00eb jet\u00ebs s\u00eb t\u00eb dh\u00ebnave.<\/li>\n<li>T\u00eb ofrojm\u00eb p\u00ebrdoruesve t\u00eb kompanis\u00eb t\u00eb dh\u00ebna t\u00eb p\u00ebrputhshme dhe t\u00eb paqarta.<\/li>\n<li>T\u00eb ofrojm\u00eb p\u00ebrdoruesve t\u00eb kompanis\u00eb t\u00eb dh\u00ebna t\u00eb verifikuara.<\/li>\n<\/ol>\n<p>\nSot n\u00eb tregun e programeve t\u00eb softuerit, ka disa mjete t\u00eb klas\u00ebs Data Governance.<\/p>\n<p><img decoding=\"async\" alt=\"DataGovernance me forcat e tij\" src=\"\/wp-content\/uploads\/2020\/04\/aacfa4e149a42c428ba1cae1f152aae0.jpg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nPor pas nj\u00eb analize t\u00eb detajuar dhe studimit t\u00eb zgjidhjeve, sh\u00ebnuam disa v\u00ebrejtje kritike:<\/p>\n<ul>\n<li>Shumica e prodhuesve ofrojn\u00eb nj\u00eb set t\u00eb plot\u00eb zgjidhjesh, i cili p\u00ebr ne \u00ebsht\u00eb tep\u00ebr i tepruar dhe p\u00ebrs\u00ebrit funksionalitete ekzistuese. Plus, integrimi i tij n\u00eb peizazhin aktual t\u00eb TI-s\u00eb \u00ebsht\u00eb i shtrenjt\u00eb p\u00ebr burime.<\/li>\n<li>Funksionaliteti dhe nd\u00ebrfaqja jan\u00eb t\u00eb destinuara p\u00ebr teknik\u00ebt, dhe jo p\u00ebr p\u00ebrdoruesit p\u00ebrfundimtar\u00eb t\u00eb biznesit.<\/li>\n<li>Pranimi i ul\u00ebt i produkteve dhe mungesa e implementimeve t\u00eb suksesshme n\u00eb tregun rus.<\/li>\n<li>Kostoja e lart\u00eb e softuerit dhe mb\u00ebshtetjes s\u00eb m\u00ebtejshme.<\/li>\n<\/ul>\n<p>\nKriteret dhe rekomandimet e m\u00ebsip\u00ebrme n\u00eb lidhje me import-z\u00ebvend\u00ebsimin e softuerit p\u00ebr kompanit\u00eb ruse na bind\u00ebn t\u00eb shkojm\u00eb drejt zhvillimit ton\u00eb t\u00eb brendsh\u00ebm me stoku opensource. Si platform\u00eb, zgjodh\u00ebm Django \u2013 nj\u00eb korniz\u00eb falas dhe t\u00eb lir\u00eb, e shkruar n\u00eb Python. Pra, k\u00ebshtu e p\u00ebrzgjodh\u00ebm p\u00ebr vete modul t\u00eb r\u00ebnd\u00ebsish\u00ebm q\u00eb do t\u00eb kontribuojn\u00eb n\u00eb arritjen e q\u00ebllimeve t\u00eb cekura:<\/p>\n<ol>\n<li>Regjistri i raporteve.<\/li>\n<li>Biznes-glossari.<\/li>\n<li>Moduli p\u00ebr p\u00ebrshkrimin e transformimeve teknike.<\/li>\n<li>Moduli p\u00ebr p\u00ebrshkrimin e ciklit t\u00eb jet\u00ebs s\u00eb t\u00eb dh\u00ebnave nga burimi deri n\u00eb BI-instrument.<\/li>\n<li>Moduli p\u00ebr kontrollin e cil\u00ebsis\u00eb s\u00eb t\u00eb dh\u00ebnave.<\/li>\n<\/ol>\n<p>\n<img decoding=\"async\" alt=\"DataGovernance me forcat e tij\" src=\"\/wp-content\/uploads\/2020\/04\/4645b9d360652319a341836584ca42ca.jpg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<\/p>\n<h2>Regjistri i raporteve<\/h2>\n<p>\nNga rezultatet e studimeve t\u00eb brendshme n\u00eb kompanit\u00eb e m\u00ebdha, kur zgjidhin detyrat q\u00eb lidhen me t\u00eb dh\u00ebnat, punonj\u00ebsit kalojn\u00eb nga 40 n\u00eb 80% t\u00eb koh\u00ebs s\u00eb tyre n\u00eb k\u00ebrkimin e tyre. Prandaj, ne e vendos\u00ebm p\u00ebr vete objektiv t\u00eb hapim informacionin p\u00ebr raportet ekzistuese, t\u00eb cilat m\u00eb par\u00eb ishin t\u00eb disponueshme vet\u00ebm p\u00ebr klient\u00ebt. K\u00ebshtu, ne ulim koh\u00ebn p\u00ebr p\u00ebrgatitjen e raporteve t\u00eb reja dhe sigurojm\u00eb demokratizimin e t\u00eb dh\u00ebnave.<\/p>\n<p><img decoding=\"async\" alt=\"DataGovernance me forcat e tij\" src=\"\/wp-content\/uploads\/2020\/04\/1186a88bdfbcd4dc6c66defc0911e85e.jpg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nRegjistri i raporteve u b\u00eb nj\u00eb dritare e vetme raportimi p\u00ebr p\u00ebrdoruesit e brendsh\u00ebm nga rajone, departamente, dhe nj\u00ebsi t\u00eb ndryshme. N\u00eb t\u00eb \u00ebsht\u00eb konsoliduar informacioni mbi sh\u00ebrbimet informative, t\u00eb krijuara n\u00eb disa depo t\u00eb korporatave t\u00eb kompanis\u00eb, t\u00eb cilat jan\u00eb t\u00eb shumt\u00eb n\u00eb Rostelecom.<\/p>\n<p>Por regjistri nuk \u00ebsht\u00eb thjesht nj\u00eb list\u00eb e that\u00eb e raporteve t\u00eb zhvilluara. P\u00ebr \u00e7do raport ne ofrojm\u00eb informacionin e nevojsh\u00ebm q\u00eb p\u00ebrdoruesi t\u00eb njihet me t\u00eb vet\u00eb:<\/p>\n<ul>\n<li>p\u00ebrshkrimi p\u00ebrmbledh\u00ebs i raportit;<\/li>\n<li>thell\u00ebsia e aksesit n\u00eb t\u00eb dh\u00ebna;<\/li>\n<li>segmenti i klientit;<\/li>\n<li>instrumenti i vizualizimit;<\/li>\n<li>emri i depo t\u00eb korporatave;<\/li>\n<li>k\u00ebrkesat funksionale t\u00eb biznesit;<\/li>\n<li>linku p\u00ebr raportin;<\/li>\n<li>linku p\u00ebr k\u00ebrkes\u00ebn p\u00ebr akses;<\/li>\n<li>statusi i realizimit.<\/li>\n<\/ul>\n<p>\nRaportet ofrojn\u00eb analitik\u00eb mbi nivelet e p\u00ebrdorimit, dhe raportet renditen n\u00eb krye t\u00eb list\u00ebs bazuar n\u00eb analitik\u00ebn e log\u00ebve p\u00ebr numrin e p\u00ebrdoruesve unik\u00eb. Dhe kjo \u00ebsht\u00eb vet\u00ebm fillimi. P\u00ebrve\u00e7 karakteristikave t\u00eb p\u00ebrgjithshme, ne kemi parashikuar nj\u00eb p\u00ebrshkrim t\u00eb detajuar t\u00eb p\u00ebrb\u00ebrjes s\u00eb raporteve me shembuj t\u00eb vlerave dhe metodologjin\u00eb e llogaritjes. Kjo detajim e jep menj\u00ebher\u00eb p\u00ebrdoruesit p\u00ebrgjigje n\u00ebse raporti \u00ebsht\u00eb i dobish\u00ebm p\u00ebr t\u00eb apo jo. <\/p>\n<p>Zhvillimi i k\u00ebtij moduli ishte nj\u00eb hap i r\u00ebnd\u00ebsish\u00ebm drejt demokratizimit t\u00eb t\u00eb dh\u00ebnave dhe ka reduktuar ndjesh\u00ebm koh\u00ebn e k\u00ebrkimit t\u00eb informacionit t\u00eb nevojsh\u00ebm. P\u00ebrve\u00e7 reduktimit t\u00eb koh\u00ebs s\u00eb k\u00ebrkimit, ka r\u00ebn\u00eb edhe numri i k\u00ebrkesave drejtuar ekipit t\u00eb mb\u00ebshtetjes p\u00ebr k\u00ebshilla. Nuk mund t\u00eb anashkalohet edhe nj\u00eb rezultat tjet\u00ebr i dobish\u00ebm, q\u00eb arrit\u00ebm duke zhvilluar nj\u00eb regjist\u00ebr t\u00eb unifikuar t\u00eb raporteve \u2013 parandalimi i zhvillimit t\u00eb raporteve t\u00eb p\u00ebrs\u00ebritura p\u00ebr nj\u00ebsi t\u00eb ndryshme strukturore.<\/p>\n<h2>Glosari i biznesit<\/h2>\n<p>\nT\u00eb gjith\u00eb e dini se madje n\u00eb kuad\u00ebr t\u00eb nj\u00ebjt\u00ebs kompani, biznesi flasin n\u00eb gjuh\u00eb t\u00eb ndryshme. Po, ata p\u00ebrdorin t\u00eb nj\u00ebjtat terma, por kuptojn\u00eb gj\u00ebra krejt t\u00eb ndryshme n\u00ebn to. Glosari i biznesit ka p\u00ebr q\u00ebllim t\u00eb zgjidh\u00eb k\u00ebt\u00eb problem.<\/p>\n<p>P\u00ebr ne, glosari i biznesit nuk \u00ebsht\u00eb thjesht nj\u00eb udh\u00ebzues me p\u00ebrshkrime t\u00eb terma dhe metodologji t\u00eb llogaritjes. Ai \u00ebsht\u00eb nj\u00eb mjedis i plot\u00eb zhvillimi, miratimi dhe miratimi t\u00eb terminologjis\u00eb, nd\u00ebrtimi i lidhjeve t\u00eb terma me aktive t\u00eb tjera informacioni t\u00eb kompanis\u00eb. Para se t\u00eb hyj\u00eb n\u00eb glosarin e biznesit, nj\u00eb term duhet t\u00eb kaloj\u00eb t\u00eb gjith\u00eb fazat e miratimit nga porosit\u00ebsit e biznesit dhe qendra e cil\u00ebsis\u00eb s\u00eb t\u00eb dh\u00ebnave. Vet\u00ebm pas k\u00ebsaj, ai b\u00ebhet i disponuesh\u00ebm p\u00ebr p\u00ebrdorim.<\/p>\n<p>Si\u00e7 e kam p\u00ebrmendur m\u00eb sip\u00ebr, unik\u00ebsia e k\u00ebtij instrumenti q\u00ebndron n\u00eb faktin se ai lejon lidhje nga niveli i termit t\u00eb biznesit deri te raportet specifike t\u00eb p\u00ebrdoruesve, n\u00eb t\u00eb cilat ai p\u00ebrdoret, si dhe deri te nivelet e objekteve fizike t\u00eb baz\u00ebs s\u00eb t\u00eb dh\u00ebnave.<\/p>\n<p><img decoding=\"async\" alt=\"DataGovernance me forcat e tij\" src=\"\/wp-content\/uploads\/2020\/04\/ff3c8b35baee205577c3178e69e74679.jpg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nKjo u b\u00eb e mundur p\u00ebrmes p\u00ebrdorimit t\u00eb identifikuesve t\u00eb terma n\u00eb p\u00ebrshkrimin e detajuar t\u00eb raporteve nga regjistri dhe p\u00ebrshkrimin e objekteve fizike t\u00eb baz\u00ebs s\u00eb t\u00eb dh\u00ebnave. <\/p>\n<p>Tani n\u00eb Glosarin e biznesit jan\u00eb p\u00ebrcaktuar dhe miratuar m\u00eb shum\u00eb se 4000 terma. P\u00ebrdorimi i tij thjeshton dhe p\u00ebrshpejton trajtimin e k\u00ebrkesave t\u00eb ardhura p\u00ebr ndryshime n\u00eb sistemet informative t\u00eb kompanis\u00eb. N\u00ebse treguesi i nevojsh\u00ebm \u00ebsht\u00eb tashm\u00eb i implementuar n\u00eb ndonj\u00eb raport, p\u00ebrdoruesi do t\u00eb shoh\u00eb menj\u00ebher\u00eb nj\u00eb grup raportesh t\u00eb gatshme, ku ky tregues \u00ebsht\u00eb p\u00ebrdorur, dhe mund t\u00eb marr\u00eb nj\u00eb vendim p\u00ebr t\u00eb p\u00ebrdorur n\u00eb m\u00ebnyr\u00eb efektive funksionalitetin ekzistues ose p\u00ebr nj\u00eb rregullim minimal, pa iniciuar k\u00ebrkesa t\u00eb reja p\u00ebr zhvillimin e nj\u00eb raporti t\u00eb ri.<\/p>\n<h2>Moduli i p\u00ebrshkrimit t\u00eb transformimeve teknike dhe DataLineage<\/h2>\n<p>\nDo t\u00eb pyesni, \u00e7far\u00eb jan\u00eb k\u00ebta module? Nuk mjafton thjesht t\u00eb implementoni Regjistrin e Raporteve dhe Glosarin, \u00ebsht\u00eb e nevojshme gjithashtu q\u00eb t\u00eb gjith\u00eb termat e biznesit t\u00eb zbatohen n\u00eb modelin fizik t\u00eb baz\u00ebs s\u00eb t\u00eb dh\u00ebnave. K\u00ebshtu, arrit\u00ebm t\u00eb p\u00ebrfundojm\u00eb procesin e formimit t\u00eb ciklit t\u00eb jet\u00ebs s\u00eb t\u00eb dh\u00ebnave nga sistemet burimore deri te vizualizimi BI p\u00ebrmes t\u00eb gjitha shtresave t\u00eb depozitimit t\u00eb t\u00eb dh\u00ebnave. Me fjal\u00eb t\u00eb tjera \u2013 t\u00eb nd\u00ebrtojm\u00eb DataLineage.<\/p>\n<p>Ne zhvilluam nj\u00eb nd\u00ebrfaqe, e cila bazohej n\u00eb formatin e p\u00ebrdorur m\u00eb par\u00eb n\u00eb kompani p\u00ebr p\u00ebrshkrimin e rregullave dhe logjik\u00ebs s\u00eb transformimit t\u00eb t\u00eb dh\u00ebnave. P\u00ebrmes nd\u00ebrfaqes, regjistrohet e nj\u00ebjta informacion si m\u00eb par\u00eb, por \u00ebsht\u00eb b\u00ebr\u00eb kusht i domosdosh\u00ebm p\u00ebrcaktimi i identifikuesit t\u00eb termit nga glosari i biznesit. K\u00ebshtu ne nd\u00ebrtuam lidhjen midis niveleve t\u00eb biznesit dhe atyre fizike.<\/p>\n<p>Kush ka nevoj\u00eb p\u00ebr k\u00ebt\u00eb? \u00c7far\u00eb nuk e k\u00ebnaqte formatin e vjet\u00ebr, me t\u00eb cilin punuan p\u00ebr disa vjet? Sa u rrit\u00ebn kostot e pun\u00ebs p\u00ebr formimin e k\u00ebrkesave? Me k\u00ebto pyetje na \u00ebsht\u00eb dashur t\u00eb p\u00ebrballemi gjat\u00eb implementimit t\u00eb mjetit. P\u00ebrgjigjet k\u00ebtu jan\u00eb mjaft t\u00eb thjeshta \u2013 kjo \u00ebsht\u00eb e nevojshme p\u00ebr t\u00eb gjith\u00eb ne, p\u00ebr dat\u00eb-byron\u00eb e kompanis\u00eb son\u00eb dhe p\u00ebr p\u00ebrdoruesit tan\u00eb.<\/p>\n<p>N\u00eb t\u00eb v\u00ebrtet\u00eb, ekipit iu desh t\u00eb p\u00ebrshtatej, q\u00eb n\u00eb fillim kjo solli nj\u00eb rritje t\u00eb vog\u00ebl t\u00eb kostove t\u00eb pun\u00ebs n\u00eb p\u00ebrgatitjen e dokumentacionit, por ne e zgjidh\u00ebm k\u00ebt\u00eb \u00e7\u00ebshtje. Praktika, identifikimi dhe optimizimi i problemeve b\u00ebn\u00eb pun\u00ebn e tyre. Arrit\u00ebm t\u00eb r\u00ebnd\u00ebsishmen \u2014 rrit\u00ebm cil\u00ebsin\u00eb e k\u00ebrkesave t\u00eb zhvilluara. Fushat e detyrueshme p\u00ebr t\u2019u plot\u00ebsuar, regjistrat e standardizuar, maskat e hyrjes, verifikimet e brendshme \u2013 t\u00eb gjitha k\u00ebto na lejuan t\u00eb rrisim ndjesh\u00ebm cil\u00ebsin\u00eb e p\u00ebrshkrimeve t\u00eb transformimeve. Ne u larguam nga praktika e kalimit t\u00eb skripteve si k\u00ebrkesa p\u00ebr zhvillim, duke ndar\u00eb njohurit\u00eb q\u00eb ishin t\u00eb disponueshme vet\u00ebm p\u00ebr ekipin q\u00eb merrej me zhvillimin. Baza e krijuar e metadata-ve redukton ndjesh\u00ebm koh\u00ebn e nevojshme p\u00ebr analiz\u00ebn regresive dhe siguron mund\u00ebsin\u00eb p\u00ebr vler\u00ebsimin e shpejt\u00eb t\u00eb ndikimeve t\u00eb ndryshimeve n\u00eb \u00e7do nivel t\u00eb peizazhit IT (raportet e dollap\u00ebve, agregat\u00ebt, burimet).<\/p>\n<p>E \u00e7far\u00eb kan\u00eb lidhje p\u00ebrdoruesit e zakonsh\u00ebm t\u00eb raporteve, cila \u00ebsht\u00eb dobi p\u00ebr ta? Fal\u00eb mund\u00ebsis\u00eb s\u00eb nd\u00ebrtimit t\u00eb DataLineage, p\u00ebrdoruesit tan\u00eb, edhe ata q\u00eb jan\u00eb larg SQL dhe gjuh\u00ebve t\u00eb tjera t\u00eb programimit, marrin informacion n\u00eb koh\u00eb reale mbi burimet dhe objektet, mbi t\u00eb cilat formohet nj\u00eb raport i caktuar.<\/p>\n<h2>Moduli i kontrollit t\u00eb cil\u00ebsis\u00eb s\u00eb t\u00eb dh\u00ebnave<\/h2>\n<p>\nGjith\u00e7ka q\u00eb kemi diskutuar m\u00eb sip\u00ebr n\u00eb lidhje me sigurimin e transparenc\u00ebs s\u00eb t\u00eb dh\u00ebnave, nuk ka r\u00ebnd\u00ebsi pa kuptimin se t\u00eb dh\u00ebnat q\u00eb u japim p\u00ebrdoruesve, jan\u00eb t\u00eb sakta. Nj\u00eb nga modulet e r\u00ebnd\u00ebsishme t\u00eb konceptit ton\u00eb t\u00eb Data Governance \u00ebsht\u00eb moduli i kontrollit t\u00eb cil\u00ebsis\u00eb s\u00eb t\u00eb dh\u00ebnave.<\/p>\n<p>N\u00eb k\u00ebt\u00eb faz\u00eb, ky \u00ebsht\u00eb nj\u00eb katalog i verifikimeve p\u00ebr entitete t\u00eb zgjedhura. Q\u00ebllimi yn\u00eb afatshkurt\u00ebr p\u00ebr zhvillimin e produktit \u00ebsht\u00eb t\u00eb zgjerim list\u00ebn e verifikimeve dhe t\u00eb integrojm\u00eb me regjistrin e raporteve.<br \/>\n\u00c7far\u00eb do t\u00eb sjell\u00eb kjo dhe kujt? P\u00ebr p\u00ebrdoruesin p\u00ebrfundimtar t\u00eb regjistrit, do t\u00eb jet\u00eb e disponueshme informata mbi datat e planifikuara dhe reale t\u00eb gatishm\u00ebris\u00eb s\u00eb raportit, rezultatet e verifikimeve t\u00eb kryera me dinamik\u00eb, informacione mbi burimet e ngarkuara n\u00eb raport.<\/p>\n<p>P\u00ebr ne, moduli i cil\u00ebsis\u00eb s\u00eb t\u00eb dh\u00ebnave i integruar n\u00eb proceset e pun\u00ebs do t\u00eb thot\u00eb:<\/p>\n<ul>\n<li>Formimi n\u00eb koh\u00eb reale i pritshm\u00ebrive t\u00eb klient\u00ebve.<\/li>\n<li>Marrja e vendimeve p\u00ebr p\u00ebrdorimin e m\u00ebtejsh\u00ebm t\u00eb t\u00eb dh\u00ebnave.<\/li>\n<li>Marrja e nj\u00eb grupi paraprak t\u00eb pikave problematike n\u00eb fazat e hershme t\u00eb pun\u00ebs p\u00ebr zhvillimin e kontrolleve t\u00eb rregullta t\u00eb cil\u00ebsis\u00eb.<\/li>\n<\/ul>\n<p>\nPa dyshim, k\u00ebto jan\u00eb hapat e par\u00eb n\u00eb nd\u00ebrtimin e nj\u00eb procesi t\u00eb plot\u00eb t\u00eb menaxhimit t\u00eb t\u00eb dh\u00ebnave. Por ne jemi t\u00eb sigurt se, vet\u00ebm duke u angazhuar me q\u00ebllim n\u00eb k\u00ebt\u00eb pun\u00eb, duke implementuar aktivisht mjetet e Data Governance n\u00eb procesin e pun\u00ebs, do t\u00eb sigurojm\u00eb informimin p\u00ebr klient\u00ebt tan\u00eb, nj\u00eb nivel t\u00eb lart\u00eb besimi n\u00eb t\u00eb dh\u00ebna, transparenc\u00ebn e marrjes s\u00eb tyre dhe do t\u00eb rrisim shpejt\u00ebsin\u00eb e nxjerrjes s\u00eb funksionaliteteve t\u00eb reja.<\/p>\n<p><i>Ekipi DataOffice<\/i><br \/>\n<br \/>Burimi: <a content=\"nofollow\" rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/company\/rostelecom\/blog\/495934\/\">habr.com<\/a> <\/p>","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"rendered":"<p>\u041f\u0440\u0438\u0432\u0435\u0442, \u0425\u0430\u0431\u0440! \u0414\u0430\u043d\u043d\u044b\u0435 \u2014 \u044d\u0442\u043e \u0446\u0435\u043d\u043d\u0435\u0439\u0448\u0438\u0439 \u0430\u043a\u0442\u0438\u0432 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438. \u041e\u0431 \u044d\u0442\u043e\u043c \u0437\u0430\u044f\u0432\u043b\u044f\u0435\u0442 \u0447\u0443\u0442\u044c \u043b\u0438 \u043d\u0435 \u043a\u0430\u0436\u0434\u0430\u044f \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u044f \u0441 \u0446\u0438\u0444\u0440\u043e\u0432\u044b\u043c \u0443\u043a\u043b\u043e\u043d\u043e\u043c. \u0421 \u044d\u0442\u0438\u043c \u0441\u043b\u043e\u0436\u043d\u043e \u0441\u043f\u043e\u0440\u0438\u0442\u044c: \u0431\u0435\u0437 \u043e\u0431\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u044f \u043f\u043e\u0434\u0445\u043e\u0434\u043e\u0432 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f, \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u044f \u0438 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0434\u0430\u043d\u043d\u044b\u0445 \u0441\u0435\u0439\u0447\u0430\u0441 \u043d\u0435 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u043d\u0438 \u043e\u0434\u043d\u0430 \u043a\u0440\u0443\u043f\u043d\u0430\u044f IT-\u043a\u043e\u043d\u0444\u0435\u0440\u0435\u043d\u0446\u0438\u044f. \u0414\u0430\u043d\u043d\u044b\u0435 \u043a \u043d\u0430\u043c \u043f\u043e\u0441\u0442\u0443\u043f\u0430\u044e\u0442 \u0441\u043d\u0430\u0440\u0443\u0436\u0438, \u0442\u0430\u043a\u0436\u0435 \u043e\u043d\u0438 \u0444\u043e\u0440\u043c\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u0432\u043d\u0443\u0442\u0440\u0438 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438, \u0430 \u0435\u0441\u043b\u0438 \u0433\u043e\u0432\u043e\u0440\u0438\u0442\u044c \u043e \u0434\u0430\u043d\u043d\u044b\u0445 \u0442\u0435\u043b\u0435\u043a\u043e\u043c-\u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438, \u0442\u043e [&hellip;]<\/p>\n","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"author":1,"featured_media":77650,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[688],"tags":[],"class_list":["post-77649","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-administrirovanie"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.0.1 - aioseo.com -->\n\t<meta name=\"description\" content=\"\u041f\u0440\u0438\u0432\u0435\u0442, \u0425\u0430\u0431\u0440! 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