{"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":"Vet\u00eb menaxhimi i DataGovernance","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 aset i \u00e7muar p\u00ebr kompanin\u00eb. Kjo \u00ebsht\u00eb di\u00e7ka q\u00eb thuhet nga pothuajse \u00e7do kompani me nj\u00eb prirje dixhitale. Dhe kjo \u00ebsht\u00eb e v\u00ebrtet\u00eb: pa diskutimin e qasjeve p\u00ebr menaxhimin, ruajtjen dhe p\u00ebrpunimin e t\u00eb dh\u00ebnave, nuk kalon asnj\u00eb konferenc\u00eb t\u00eb madhe IT.<\/p>\n<p>T\u00eb dh\u00ebnat vijn\u00eb nga jasht\u00eb, gjithashtu formohen brenda kompanis\u00eb, dhe po t\u00eb flasim p\u00ebr t\u00eb dh\u00ebnat e kompanive telekom, ato p\u00ebrb\u00ebjn\u00eb nj\u00eb burim informacioni p\u00ebr punonj\u00ebsit e brendsh\u00ebm lidhur me klientin, interesat, zakonet dhe vendndodhjen e tij. Me profilizimin dhe segmentimin e sakt\u00eb, ofertat reklamuese jan\u00eb m\u00eb efektive. Sidoqoft\u00eb, n\u00eb praktik\u00eb gj\u00ebrat nuk jan\u00eb aq optimiste. T\u00eb dh\u00ebnat q\u00eb ruajn\u00eb kompanit\u00eb mund t\u00eb jen\u00eb m\u00ebnyr\u00eb e nd\u00ebrlikuar p\u00ebr t'u b\u00ebr\u00eb, shum\u00eb t\u00eb vjetra, t\u00eb tep\u00ebrta, t\u00eb p\u00ebrs\u00ebritura, ose ndoshta askush nuk di p\u00ebr ekzistenc\u00ebn e tyre p\u00ebrve\u00e7 nj\u00eb grupi 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=\"Vet\u00eb menaxhimi i DataGovernance\" src=\"\/wp-content\/uploads\/2020\/04\/612de9bc3f0df4fafdee9d1dffa94d05.jpg\" style=\"display:block;margin: 0 auto;\" \/><\/a><\/noindex><br \/>\nMe nj\u00eb fjal\u00eb, t\u00eb dh\u00ebnat duhet t\u00eb menaxhohen n\u00eb m\u00ebnyr\u00eb efikase \u2013 vet\u00ebm k\u00ebshtu ato do t\u00eb b\u00ebhen nj\u00eb aset q\u00eb sjell v\u00ebrtet p\u00ebrfitime dhe fitime p\u00ebr biznesin. Fatkeq\u00ebsisht, p\u00ebr t\u00eb zgjidhur \u00e7\u00ebshtjet e menaxhimit t\u00eb t\u00eb dh\u00ebnave, duhet t\u00eb kap\u00ebrcenja nj\u00eb num\u00ebr t\u00eb konsideruesh\u00ebm pengesash. Ato jan\u00eb kryesisht t\u00eb shkaktuara nga trash\u00ebgimia historike n\u00eb form\u00ebn e 'zoo-parqeve' t\u00eb sistemeve dhe munges\u00ebs s\u00eb proceseve dhe qasjeve t\u00eb p\u00ebrbashk\u00ebta p\u00ebr menaxhimin e tyre. Por \u00e7far\u00eb do t\u00eb thot\u00eb 't\u00eb menaxhosh t\u00eb dh\u00ebnat'?<\/p>\n<p>Pik\u00ebrisht p\u00ebr k\u00ebt\u00eb do t\u00eb flasim m\u00eb posht\u00eb, si dhe p\u00ebr m\u00ebnyr\u00ebn se si na ndihmon staku opensource.<br \/>\n<noindex><a rel=\"nofollow\" name=\"habracut\"><\/a><\/noindex><br \/>\nKoncepci e menaxhimit strategjik t\u00eb t\u00eb dh\u00ebnave Data Governance (DG) \u00ebsht\u00eb tashm\u00eb e njohur n\u00eb tregun rus, dhe objektivat q\u00eb arrijn\u00eb bizneset si rezultat i zbatimit t\u00eb saj jan\u00eb t\u00eb qarta dhe t\u00eb deklaruara. Kompania jon\u00eb nuk b\u00ebri p\u00ebrjashtim dhe vendosi t\u00eb zbatoj\u00eb konceptin e menaxhimit t\u00eb t\u00eb dh\u00ebnave.<\/p>\n<p>Pra, nga ku filluam? N\u00eb fillim formular\u00ebm p\u00ebr veten ton\u00eb objektivat 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 japim p\u00ebrdoruesve t\u00eb kompanis\u00eb t\u00eb dh\u00ebna t\u00eb q\u00ebndrueshme dhe konsistente.<\/li>\n<li>T\u00eb japim p\u00ebrdoruesve t\u00eb kompanis\u00eb t\u00eb dh\u00ebna t\u00eb verifikuara.<\/li>\n<\/ol>\n<p>\nAktualisht n\u00eb tregun e softuerit jan\u00eb t\u00eb pakt\u00ebn nj\u00eb duzin\u00eb mjete t\u00eb klas\u00ebs DataGovernance.<\/p>\n<p><img decoding=\"async\" alt=\"Vet\u00eb menaxhimi i DataGovernance\" 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, regjistruam disa v\u00ebrejtje kritike p\u00ebr veten tone:<\/p>\n<ul>\n<li>Shum\u00eb prodhues ofrojn\u00eb nj\u00eb grup t\u00eb plots\u00eb zgjidhjesh, i cili p\u00ebr ne \u00ebsht\u00eb i tepruar dhe kopjon funksionalitetin e ekzistuesh\u00ebm. P\u00ebr m\u00eb tep\u00ebr, integrimi i shtrenjt\u00eb nga k\u00ebndv\u00ebshtrimi i burimeve n\u00eb peizazhin aktual IT.<\/li>\n<li>Funksionaliteti dhe nd\u00ebrfaqja jan\u00eb t\u00eb destinuara p\u00ebr teknolog\u00ebt, jo p\u00ebr p\u00ebrdoruesit p\u00ebrfundimtar\u00eb t\u00eb bizneseve.<\/li>\n<li>Norma e ul\u00ebt e mbijetes\u00ebs s\u00eb produkteve dhe mungesa e zbatimeve t\u00eb suksesshme n\u00eb tregun rus.<\/li>\n<li>Kosto e lart\u00eb e softuerit dhe mb\u00ebshtetjes s\u00eb m\u00ebtejshme.<\/li>\n<\/ul>\n<p>\nKriteret dhe rekomandimet e lartp\u00ebrmendura p\u00ebr z\u00ebvend\u00ebsimin e softuerit p\u00ebr kompanit\u00eb ruse na bind\u00ebn t\u00eb shkojm\u00eb n\u00eb drejtimin e zhvillimit t\u00eb brendsh\u00ebm n\u00eb nj\u00eb grup teknologjish opensource. Si platform\u00eb, zgjodh\u00ebm Django \u2013 nj\u00eb framework falas dhe i lir\u00eb, i shkruar n\u00eb Python. K\u00ebshtu, ne identifikuam modulat kryesore q\u00eb do t\u00eb kontribuojn\u00eb n\u00eb q\u00ebllimet e p\u00ebrmendura m\u00eb lart:<\/p>\n<ol>\n<li>Regjistri i raporteve.<\/li>\n<li>Glossar biznesi.<\/li>\n<li>Moduli i p\u00ebrshkrimit t\u00eb transformimeve teknike.<\/li>\n<li>Moduli i p\u00ebrshkrimit t\u00eb ciklit t\u00eb jet\u00ebs s\u00eb t\u00eb dh\u00ebnave nga burimi deri te mjete BI.<\/li>\n<li>Moduli i kontrollit t\u00eb cil\u00ebsis\u00eb s\u00eb t\u00eb dh\u00ebnave.<\/li>\n<\/ol>\n<p>\n<img decoding=\"async\" alt=\"Vet\u00eb menaxhimi i DataGovernance\" 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>\nSipas rezultateve t\u00eb hulumtimeve t\u00eb brendshme n\u00eb kompanit\u00eb e m\u00ebdha, nd\u00ebrsa zgjidhin detyrat e lidhura me t\u00eb dh\u00ebnat, punonj\u00ebsit shpenzojn\u00eb 40-80% t\u00eb koh\u00ebs s\u00eb tyre n\u00eb k\u00ebrkimin e tyre. Prandaj, ne e vendos\u00ebm si objektiv ta b\u00ebjm\u00eb informacionin rreth raporteve ekzistues t\u00eb hapura, t\u00eb cilat m\u00eb par\u00eb ishin t\u00eb disponueshme vet\u00ebm p\u00ebr klient\u00ebt. K\u00ebshtu, ne reduktojm\u00eb koh\u00ebn p\u00ebr formimin e raporteve t\u00eb reja dhe sigurojm\u00eb demokratizimin e t\u00eb dh\u00ebnave.<\/p>\n<p><img decoding=\"async\" alt=\"Vet\u00eb menaxhimi i DataGovernance\" 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 e raportit 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 arkiva korporatash t\u00eb kompanis\u00eb, dhe numri i tyre n\u00eb Rostelecom \u00ebsht\u00eb i konsideruesh\u00ebm.<\/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 p\u00ebr p\u00ebrdoruesin p\u00ebr njohje t\u00eb pavarur me t\u00eb:<\/p>\n<ul>\n<li>p\u00ebrshkrim t\u00eb shkurt\u00ebr t\u00eb raportit;<\/li>\n<li>thell\u00ebsia e disponueshm\u00ebris\u00eb s\u00eb t\u00eb dh\u00ebnave;<\/li>\n<li>segmente t\u00eb klient\u00ebve;<\/li>\n<li>instrumenti i visualizimit;<\/li>\n<li>emri i arkiv\u00ebs korporative;<\/li>\n<li>k\u00ebrkesat funksionale t\u00eb biznesit;<\/li>\n<li>lidhu me raportin;<\/li>\n<li>lidhu me k\u00ebrkes\u00ebn p\u00ebr akses;<\/li>\n<li>statusi i realizimit.<\/li>\n<\/ul>\n<p>\nN\u00eb raportet \u00ebsht\u00eb n\u00eb dispozicion nj\u00eb analiz\u00eb e nivelit t\u00eb p\u00ebrdorueshm\u00ebris\u00eb, dhe raportet renditen n\u00eb krye t\u00eb list\u00ebs bazuar n\u00eb analitik\u00ebn e logeve p\u00ebr numrin e p\u00ebrdoruesve unik\u00eb. Dhe kjo nuk \u00ebsht\u00eb e gjitha. P\u00ebrve\u00e7 karakteristikave t\u00eb p\u00ebrgjithshme, ne parashikuam edhe nj\u00eb p\u00ebrshkrim t\u00eb detajuar t\u00eb p\u00ebrb\u00ebrjes s\u00eb atribuive t\u00eb raport\u00ebve me shembuj vlerash dhe metodologji llogaritjeje. Nj\u00eb detajim i till\u00eb menj\u00ebher\u00eb i p\u00ebrgjigjet p\u00ebrdoruesit 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 ndjesh\u00ebm reduktoi koh\u00ebn e k\u00ebrkimit t\u00eb informacionit t\u00eb k\u00ebrkuar. P\u00ebrve\u00e7 reduktimit t\u00eb koh\u00ebs s\u00eb k\u00ebrkimit, u ul edhe numri i k\u00ebrkesave drejtuar ekipit t\u00eb mb\u00ebshtetjes p\u00ebr ofrimin e konsultimeve. Nuk mund t\u00eb injorohet nj\u00eb rezultat tjet\u00ebr t\u00eb dobish\u00ebm q\u00eb arrit\u00ebm duke zhvilluar nj\u00eb regjist\u00ebr t\u00eb vet\u00ebm t\u00eb raport\u00ebve \u2013 parandalimi i zhvillimit t\u00eb raporteve t\u00eb dyfishta p\u00ebr nj\u00ebsi t\u00eb ndryshme strukturore.<\/p>\n<h2>Glossari i biznesit<\/h2>\n<p>\nT\u00eb gjith\u00eb e dini se edhe brenda t\u00eb nj\u00ebjt\u00ebs kompani, biznesi flet 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 ta. Ky problem ka p\u00ebr q\u00ebllim t\u00eb zgjidhet nga glossari i biznesit.<\/p>\n<p>P\u00ebr ne, glossari i biznesit nuk \u00ebsht\u00eb thjesht nj\u00eb tregues me p\u00ebrshkrime t\u00eb terma dhe metodologji llogaritjeje. \u00cbsht\u00eb nj\u00eb ambient i plot\u00eb zhvillimi, miratimi dhe konfirmimi 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 glossarin e biznesit, nj\u00eb term duhet t\u00eb kaloj\u00eb t\u00eb gjitha etapat e miratimit me porosit\u00ebsit e biznesit dhe me qendr\u00ebn 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 thash\u00eb m\u00eb lart, unik\u00ebsia e k\u00ebtij instrumenti \u00ebsht\u00eb se ai lejon lidhjen nga niveli i termit t\u00eb biznesit deri te raportet specifike p\u00ebr p\u00ebrdoruesit, n\u00eb t\u00eb cilat ai p\u00ebrdoret, si dhe n\u00eb nivelin e objekteve fizike t\u00eb bazave t\u00eb t\u00eb dh\u00ebnave.<\/p>\n<p><img decoding=\"async\" alt=\"Vet\u00eb menaxhimi i DataGovernance\" 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 t\u00eb glossarit n\u00eb p\u00ebrshkrimin e detajuar t\u00eb raport\u00ebve nga regjistri dhe p\u00ebrshkrimin e objekteve fizike t\u00eb bazave t\u00eb t\u00eb dh\u00ebnave. <\/p>\n<p>Aktualisht, n\u00eb Glossar jan\u00eb p\u00ebrcaktuar dhe miratuar m\u00eb shum\u00eb se 4000 terma. P\u00ebrdorimi i tij e thjeshton dhe e p\u00ebrshpejton procesin e trajtimit t\u00eb k\u00ebrkesave p\u00ebr ndryshime n\u00eb sistemet informative t\u00eb kompanis\u00eb. N\u00ebse treguesi i k\u00ebrkuar \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 \u00ebsht\u00eb p\u00ebrdorur ky tregues, dhe do t\u00eb jet\u00eb n\u00eb gjendje t\u00eb vendos\u00eb p\u00ebr p\u00ebrdorimin efektiv t\u00eb funksionalitetit ekzistues ose p\u00ebr p\u00ebrmir\u00ebsimin minimal t\u00eb tij, 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 ta pyesni, \u00e7far\u00eb jan\u00eb k\u00ebto module? \u00cbsht\u00eb e pamjaftueshme t\u00eb implementosh Regjistrin e Raporteve dhe Glossarin, \u00ebsht\u00eb e nevojshme gjithashtu q\u00eb t\u00eb p\u00ebrkthehen t\u00eb gjitha terma biznesi n\u00eb modelin fizik t\u00eb bazave t\u00eb t\u00eb dh\u00ebnave. K\u00ebshtu, ne 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 magazin\u00ebs s\u00eb t\u00eb dh\u00ebnave. N\u00eb fjal\u00eb t\u00eb tjera \u2013 t\u00eb nd\u00ebrtojm\u00eb DataLineage.<\/p>\n<p>Ne zhvilluam nj\u00eb nd\u00ebrfaqe, mbi t\u00eb cil\u00ebn u bazua formati i m\u00ebparsh\u00ebm i p\u00ebrdorur 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, futet t\u00eb nj\u00ebjtat informacione si m\u00eb par\u00eb, por kusht i domosdosh\u00ebm \u00ebsht\u00eb p\u00ebrcaktimi i identifikuesit t\u00eb termit nga glossari i biznesit. K\u00ebshtu ne nd\u00ebrtuam lidhjen midis shtresave t\u00eb biznesit dhe atyre fizike.<\/p>\n<p>Kujt i nevojitet kjo? \u00c7far\u00eb nuk e p\u00ebrshtati formatin e vjet\u00ebr, me t\u00eb cilin punuam p\u00ebr disa vite? Sa u rrit\u00ebn kostot e pun\u00ebs p\u00ebr formimin e k\u00ebrkesave? Me k\u00ebt\u00eb lloj pyetje na \u00ebsht\u00eb dashur t\u00eb p\u00ebrballemi gjat\u00eb procesit t\u00eb implementimit t\u00eb mjetit. K\u00ebtu p\u00ebrgjigjet jan\u00eb mjaft t\u00eb thjeshta \u2013 kjo \u00ebsht\u00eb e nevojshme p\u00ebr t\u00eb gjith\u00eb ne, zyr\u00ebs s\u00eb t\u00eb dh\u00ebnave t\u00eb kompanis\u00eb son\u00eb dhe p\u00ebrdoruesve tan\u00eb.<\/p>\n<p>P\u00ebr t\u00eb v\u00ebrtet\u00eb, punonj\u00ebsit pat\u00ebn nevoj\u00eb t\u00eb riorganizoheshin, dhe fillimisht, kjo \u00e7oi n\u00eb rritje t\u00eb vog\u00ebl t\u00eb koh\u00ebs s\u00eb pun\u00ebs p\u00ebr p\u00ebrgatitjen e dokumentacionit, por e zgjidh\u00ebm k\u00ebt\u00eb \u00e7\u00ebshtje. Praktika, identifikimi dhe optimizimi i vendeve problematike b\u00ebn\u00eb pun\u00ebn e tyre. Arrit\u00ebm q\u00ebllimin kryesor \u2014 rrit\u00ebm cil\u00ebsin\u00eb e k\u00ebrkesave q\u00eb po zhvilloheshin. Fushat e detyrueshme p\u00ebr t'u plot\u00ebsuar, direktor\u00ebt e unifikuar, maskat e hyrjes, verifikimet e integruara \u2013 t\u00eb gjitha k\u00ebto ndihmuan shum\u00eb n\u00eb p\u00ebrmir\u00ebsimin e cil\u00ebsis\u00eb s\u00eb p\u00ebrshkrimeve t\u00eb transformimeve. U larguam nga praktika e dor\u00ebzimit t\u00eb skripteve si k\u00ebrkesa p\u00ebr zhvillim, ndam\u00eb njohurit\u00eb q\u00eb ishin t\u00eb disponueshme vet\u00ebm p\u00ebr ekipin q\u00eb merrej me zhvillimin. Baza e formuar e metadatan\u00ebve redukton ndjesh\u00ebm koh\u00ebn p\u00ebr analiz\u00ebn e regresit, duke mund\u00ebsuar vler\u00ebsimin n\u00eb koh\u00eb reale t\u00eb ndikimit t\u00eb ndryshimeve n\u00eb \u00e7do nga nivelet e peizazhit IT (raportet e vitrin\u00ebs, agregatet, burimet).<\/p>\n<p>Po \u00e7far\u00eb kan\u00eb lidhje p\u00ebrdoruesit e zakonsh\u00ebm t\u00eb raporteve, \u00e7far\u00eb p\u00ebrfitimesh kan\u00eb 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 p\u00ebr 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>\n\u00c7do gj\u00eb q\u00eb kemi diskutuara m\u00eb sip\u00ebr n\u00eb lidhje me sigurimin e transparenc\u00ebs s\u00eb t\u00eb dh\u00ebnave, nuk ka vler\u00eb pa kuptuar se t\u00eb dh\u00ebnat q\u00eb u ofrojm\u00eb p\u00ebrdoruesve jan\u00eb t\u00eb sakta. Nj\u00eb nga modulet e r\u00ebnd\u00ebsishme t\u00eb konceptit ton\u00eb t\u00eb Menaxhimit t\u00eb t\u00eb Dh\u00ebnave \u2014 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 kontrollit p\u00ebr entitetet e zgjedhura. Q\u00ebllimi i af\u00ebrt p\u00ebr zhvillimin e produktit \u2013 \u00ebsht\u00eb zgjerimi i list\u00ebs s\u00eb kontrolleve dhe integrimi me regjistrin e raporteve.<br \/>\n\u00c7far\u00eb do t\u00eb ofroj\u00eb 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 kontrollit t\u00eb kryer me dinamika, informacion 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 \u00ebsht\u00eb:<\/p>\n<ul>\n<li>Formimi i menj\u00ebhersh\u00ebm i pritjeve t\u00eb porosit\u00ebsve.<\/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 seti paraprak t\u00eb pikave problematike n\u00eb fazat fillestare t\u00eb pun\u00ebs p\u00ebr zhvillimin e kontrolleve t\u00eb rregullta t\u00eb cil\u00ebsis\u00eb.<\/li>\n<\/ul>\n<p>\nSigurisht, 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 e zhvilluar k\u00ebt\u00eb pun\u00eb me q\u00ebllim, duke implementuar aktivisht mjetet e DataGovernance n\u00eb procesin e pun\u00ebs, ne do t'u sigurojm\u00eb klient\u00ebve tan\u00eb informacione, nj\u00eb nivel t\u00eb lart\u00eb besimi n\u00eb t\u00eb dh\u00ebna, transparenc\u00eb n\u00eb marrjen e tyre dhe do t\u00eb rrisim shpejt\u00ebsin\u00eb e zhvillimit t\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 5.0.1.1 - aioseo.com -->\n\t<meta name=\"description\" content=\"\u041f\u0440\u0438\u0432\u0435\u0442, \u0425\u0430\u0431\u0440! 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