{"id":2784,"date":"2026-10-07T10:57:19","date_gmt":"2026-10-07T10:57:19","guid":{"rendered":"http:\/\/creativehubkos.com\/blog\/?p=2784"},"modified":"2026-10-07T10:57:19","modified_gmt":"2026-10-07T10:57:19","slug":"data-engineer-vs-data-scientist-vs-data-analyst","status":"publish","type":"post","link":"https:\/\/creativehubkos.com\/blog\/data-engineer-vs-data-scientist-vs-data-analyst\/","title":{"rendered":"Data Engineer vs Data Scientist vs Data Analyst: cili \u00ebsht\u00eb ndryshimi?"},"content":{"rendered":"\n<div class=\"wp-block-group chk-answer is-layout-constrained wp-block-group-is-layout-constrained\">\n<p class=\"wp-block-paragraph\"><strong>Data Engineer nd\u00ebrton sistemet q\u00eb mbledhin, p\u00ebrpunojn\u00eb dhe ruajn\u00eb t\u00eb dh\u00ebnat; Data Analyst i analizon p\u00ebr t\u00eb ndihmuar vendimmarrjen; Data Scientist p\u00ebrdor statistik\u00ebn dhe machine learning p\u00ebr t\u00eb zbuluar modele dhe p\u00ebr t\u00eb zhvilluar parashikime.<\/strong> K\u00ebto jan\u00eb p\u00ebrgjegj\u00ebsi kryesore orientuese: detyrat mund t\u00eb mbivendosen dhe ndryshojn\u00eb sipas kompanis\u00eb. <sup><a href=\"#s1\">[1]<\/a><a href=\"#s2\">[2]<\/a><a href=\"#s3\">[3]<\/a><\/sup><\/p>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">N\u00ebse po mendon t\u00eb fillosh nj\u00eb karrier\u00eb me t\u00eb dh\u00ebna n\u00eb Kosov\u00eb, emrat mund t\u00eb t\u00eb duken t\u00eb ngjash\u00ebm. P\u00ebr ta kuptuar dallimin, shiko \u00e7far\u00eb pune do t\u00eb b\u00ebsh dhe \u00e7far\u00eb rezultati do t\u00eb dor\u00ebzosh. A d\u00ebshiron t\u00eb nd\u00ebrtosh nj\u00eb sistem t\u00eb besuesh\u00ebm, t\u00eb shpjegosh performanc\u00ebn e nj\u00eb biznesi apo t\u00eb testosh nj\u00eb model parashikues?<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Data Engineer, Data Scientist dhe Data Analyst: krahasimi<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>Aspekti<\/th><th>Data Engineer<\/th><th>Data Analyst<\/th><th>Data Scientist<\/th><\/tr><\/thead><tbody>\n<tr><td><strong>Fokusi<\/strong><\/td><td>Integrimi dhe infrastruktura e t\u00eb dh\u00ebnave<\/td><td>Analiza, raportimi dhe vendimet e biznesit<\/td><td>Analiza statistikore dhe modelet parashikuese<\/td><\/tr>\n<tr><td><strong>Rezultati i pun\u00ebs<\/strong><\/td><td>Pipeline dhe t\u00eb dh\u00ebna t\u00eb organizuara p\u00ebr p\u00ebrdorim<\/td><td>Raport, dashboard dhe rekomandime<\/td><td>Model i testuar dhe shpjegim i rezultateve<\/td><\/tr>\n<tr><td><strong>Shembuj aft\u00ebsish<\/strong><\/td><td>SQL, Python, integrim, ruajtje dhe cil\u00ebsi e t\u00eb dh\u00ebnave<\/td><td>SQL, pastrim, vizualizim dhe komunikim<\/td><td>Python ose R, statistik\u00eb, machine learning dhe vler\u00ebsim modelesh<\/td><\/tr>\n<tr><td><strong>Shembuj mjetesh<\/strong><\/td><td>Databaza SQL, platforma cloud, mjete p\u00ebr pipeline<\/td><td>Power BI, Tableau ose platforma t\u00eb ngjashme<\/td><td>Biblioteka analitike dhe p\u00ebr machine learning<\/td><\/tr>\n<\/tbody><\/table><\/figure>\n\n\n\n<p class=\"chk-small wp-block-paragraph\">P\u00ebrmbledhje nga Microsoft Learn, IBM dhe p\u00ebrshkrimi profesional i BLS. Mjetet jan\u00eb shembuj, jo nj\u00eb list\u00eb q\u00eb \u00e7do pun\u00ebdh\u00ebn\u00ebs e k\u00ebrkon t\u00eb plot\u00eb. <a href=\"#s1\">[1]<\/a> <a href=\"#s2\">[2]<\/a> <a href=\"#s3\">[3]<\/a> <a href=\"#s4\">[4]<\/a> <a href=\"#s5\">[5]<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u00c7far\u00eb b\u00ebn secili rol n\u00eb praktik\u00eb?<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Data Engineer: nd\u00ebrton dhe mir\u00ebmban rrjedh\u00ebn e t\u00eb dh\u00ebnave<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Data Engineer lidh burime t\u00eb ndryshme dhe krijon struktura t\u00eb p\u00ebrshtatshme p\u00ebr analiz\u00eb. Microsoft e p\u00ebrshkruan rolin p\u00ebrmes integrimit, transformimit dhe konsolidimit t\u00eb t\u00eb dh\u00ebnave, me v\u00ebmendje te besueshm\u00ebria dhe performanca e sistemeve. <sup><a href=\"#s1\">[1]<\/a><\/sup><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Nj\u00eb <strong>data pipeline<\/strong> \u00ebsht\u00eb nj\u00eb proces q\u00eb kalon t\u00eb dh\u00ebnat nga burimi drejt p\u00ebrdorimit t\u00eb tyre, duke p\u00ebrfshir\u00eb p\u00ebrpunimin e nevojsh\u00ebm. IBM rendit mbledhjen, transformimin dhe v\u00ebnien e t\u00eb dh\u00ebnave n\u00eb dispozicion si pjes\u00eb t\u00eb k\u00ebtij procesi. SQL dhe Python jan\u00eb nd\u00ebr gjuh\u00ebt q\u00eb mund t\u00eb p\u00ebrdoren. <sup><a href=\"#s4\">[4]<\/a><\/sup><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">P\u00ebr nj\u00eb hyrje m\u00eb t\u00eb gjer\u00eb, lexo <a href=\"https:\/\/creativehubkos.com\/blog\/cfare-eshte-data-engineering\/\">\u00e7far\u00eb \u00ebsht\u00eb Data Engineering dhe \u00e7far\u00eb b\u00ebn nj\u00eb Data Engineer<\/a>.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Data Analyst: e kthen analiz\u00ebn n\u00eb informacion t\u00eb p\u00ebrdorsh\u00ebm<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Data Analyst punon me pyetjet e biznesit, pastron dhe transformon t\u00eb dh\u00ebnat dhe nd\u00ebrton raporte ose vizualizime. Nj\u00eb pjes\u00eb e rolit \u00ebsht\u00eb t\u00eb kuptoj\u00eb bashk\u00eb me ekipin se \u00e7far\u00eb informacioni nevojitet dhe si duhet interpretuar. <sup><a href=\"#s2\">[2]<\/a><\/sup><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">P\u00ebr shembull, nj\u00eb analiz\u00eb shitjesh mund t\u00eb shqyrtoj\u00eb ndryshimin e porosive sipas muajit, produktit ose kanalit. Rezultati duhet t\u00eb shpjegoj\u00eb \u00e7far\u00eb tregojn\u00eb t\u00eb dh\u00ebnat dhe cilat pyetje mbeten t\u00eb hapura, jo vet\u00ebm t\u00eb paraqes\u00eb nj\u00eb grafik.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Data Scientist: zhvillon dhe vler\u00ebson modele<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Data Scientist p\u00ebrdor analiz\u00eb statistikore dhe machine learning p\u00ebr t\u00eb shqyrtuar marr\u00ebdh\u00ebnie n\u00eb t\u00eb dh\u00ebna. Puna p\u00ebrfshin p\u00ebrgatitjen e t\u00eb dh\u00ebnave, zhvillimin e modeleve, testimin e tyre dhe komunikimin e rezultateve. <sup><a href=\"#s3\">[3]<\/a><a href=\"#s5\">[5]<\/a><\/sup><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Testimi ka r\u00ebnd\u00ebsi: nj\u00eb model mund t\u00eb duket i sakt\u00eb n\u00ebse gjat\u00eb nd\u00ebrtimit ka p\u00ebrdorur informacion q\u00eb nuk do ta kishte n\u00eb momentin e parashikimit. Dokumentacioni i scikit-learn e quan k\u00ebt\u00eb <strong>data leakage<\/strong> dhe shpjegon pse t\u00eb dh\u00ebnat e testimit duhen mbajtur t\u00eb ndara nga procesi i trajnimit. <sup><a href=\"#s6\">[6]<\/a><\/sup><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Nj\u00eb dyqan online n\u00eb Kosov\u00eb: si do t\u00eb bashk\u00ebpunonin?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><em>Shembulli m\u00eb posht\u00eb \u00ebsht\u00eb ilustrues. Nuk p\u00ebrshkruan nj\u00eb klient, projekt studentor apo rezultat real.<\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Imagjino nj\u00eb dyqan online n\u00eb Prishtin\u00eb q\u00eb ka porosit\u00eb n\u00eb nj\u00eb sistem dhe kthimet e produkteve n\u00eb nj\u00eb tjet\u00ebr. Menaxheri d\u00ebshiron t\u00eb kuptoj\u00eb shitjet dhe t\u00eb planifikoj\u00eb stokun.<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Data Engineer<\/strong> do t\u00eb nd\u00ebrtonte procesin q\u00eb bashkon porosit\u00eb me kthimet. Do t\u00eb kontrollonte identifikuesit e porosive, formatet e datave dhe dublikatat. N\u00ebse importi d\u00ebshton, procesi duhet ta b\u00ebj\u00eb gabimin t\u00eb duksh\u00ebm.<\/li>\n\n\n<li><strong>Data Analyst<\/strong> do t\u00eb p\u00ebrcaktonte me menaxherin si llogariten shitjet pas kthimeve. Pastaj do t\u00eb p\u00ebrgatiste nj\u00eb raport sipas produkteve dhe periudhave, duke shpjeguar \u00e7far\u00eb mund t\u00eb nxirret nga krahasimi.<\/li>\n\n\n<li><strong>Data Scientist<\/strong> mund t\u00eb testonte n\u00ebse historiku i disponuesh\u00ebm lejon nj\u00eb parashikim t\u00eb dobish\u00ebm t\u00eb k\u00ebrkes\u00ebs. Do ta krahasonte modelin me nj\u00eb metod\u00eb t\u00eb thjesht\u00eb reference dhe do t\u00eb raportonte gabimet, pa premtuar siguri p\u00ebr t\u00eb ardhmen.<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">N\u00eb k\u00ebt\u00eb shembull, vendimi p\u00ebr stokun varet nga puna e p\u00ebrbashk\u00ebt: regjistrat duhet t\u00eb jen\u00eb t\u00eb besuesh\u00ebm, p\u00ebrkufizimet t\u00eb qarta dhe parashikimi i testuar.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u00c7far\u00eb tregojn\u00eb shembujt nga tregu n\u00eb Kosov\u00eb?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Nj\u00eb shpallje e Solution25 p\u00ebr <strong>Data Analyst n\u00eb Prishtin\u00eb<\/strong>, e kontrolluar m\u00eb 29 shtator 2026, k\u00ebrkon SQL, mjete vizualizimi dhe kuptim t\u00eb ETL. Python p\u00ebrmendet si p\u00ebrpar\u00ebsi. Detyrat p\u00ebrfshijn\u00eb edhe pipeline t\u00eb automatizuara, krahas dashboard-eve dhe raporteve p\u00ebr nj\u00eb klient n\u00eb industrin\u00eb ajrore. K\u00ebrkohen mbi dy vjet p\u00ebrvoj\u00eb dhe komunikim i mir\u00eb n\u00eb anglisht. <sup><a href=\"#s7\">[7]<\/a><\/sup><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Ky \u00ebsht\u00eb nj\u00eb shembull konkret i mbivendosjes s\u00eb roleve.<\/strong> Titulli \u00ebsht\u00eb Data Analyst, por detyrat shkojn\u00eb p\u00ebrtej raportimit. Nj\u00eb shpallje e vetme nuk mat madh\u00ebsin\u00eb e tregut dhe nuk provon se nj\u00ebri profesion ka m\u00eb shum\u00eb vende pune se tjetri.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">N\u00ebse po k\u00ebrkon pun\u00ebn e par\u00eb, p\u00ebrdore p\u00ebr t\u00eb kuptuar aft\u00ebsit\u00eb, jo si p\u00ebrshkrim t\u00eb nj\u00eb pozite fillestare. Kontrollo ve\u00e7mas p\u00ebrvoj\u00ebn e k\u00ebrkuar, gjuh\u00ebn e pun\u00ebs dhe p\u00ebrgjegj\u00ebsit\u00eb n\u00eb secil\u00ebn shpallje.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Edhe IBM thekson se kompanit\u00eb i p\u00ebrkufizojn\u00eb ndryshe rolet e t\u00eb dh\u00ebnave. Prandaj, k\u00ebrkimi yt duhet t\u00eb nis\u00eb nga detyrat q\u00eb d\u00ebshiron t\u00eb b\u00ebsh dhe pastaj t\u00eb krahasoj\u00eb titujt p\u00ebrkat\u00ebs. <sup><a href=\"#s3\">[3]<\/a><\/sup><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Cili drejtim t\u00eb p\u00ebrshtatet?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">K\u00ebto pyetje jan\u00eb nj\u00eb m\u00ebnyr\u00eb praktike orientimi, jo test profesional apo garanci pun\u00ebsimi:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Eksploro Data Engineering<\/strong> n\u00ebse t\u00eb t\u00ebrheq nd\u00ebrtimi i proceseve, automatizimi dhe gjetja e arsyes pse nj\u00eb sistem nuk funksionon si duhet.<\/li>\n\n\n<li><strong>Eksploro Data Analytics<\/strong> n\u00ebse d\u00ebshiron t\u00eb punosh me pyetje biznesi, t\u00eb krahasosh rezultate dhe t\u2019ua shpjegosh ato njer\u00ebzve t\u00eb tjer\u00eb.<\/li>\n\n\n<li><strong>Eksploro Data Science<\/strong> n\u00ebse t\u00eb p\u00eblqen statistika, formulimi i hipotezave dhe testimi i modeleve p\u00ebrball\u00eb t\u00eb dh\u00ebnave.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Mos e trajto Data Analyst si nj\u00eb shkall\u00eb q\u00eb duhet patjet\u00ebr ta kalosh p\u00ebr t\u2019u b\u00ebr\u00eb Data Scientist. Zgjidhe drejtimin sipas pun\u00ebs q\u00eb synon. N\u00ebse m\u00eb von\u00eb ndryshon fokus, krahaso aft\u00ebsit\u00eb q\u00eb ke me k\u00ebrkesat e rolit t\u00eb ri.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Po diploma universitare?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">K\u00ebrkesat duhen kontrolluar te pun\u00ebdh\u00ebn\u00ebsi. P\u00ebr Data Scientists, BLS thot\u00eb se n\u00eb <strong>tregun amerikan<\/strong> zakonisht k\u00ebrkohet t\u00eb pakt\u00ebn bachelor n\u00eb nj\u00eb fush\u00eb p\u00ebrkat\u00ebse dhe disa pun\u00ebdh\u00ebn\u00ebs preferojn\u00eb ose k\u00ebrkojn\u00eb studime t\u00eb avancuara. Ky p\u00ebrshkrim nuk \u00ebsht\u00eb rregull p\u00ebr \u00e7do kompani n\u00eb Kosov\u00eb. <sup><a href=\"#s5\">[5]<\/a><\/sup><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Nj\u00eb projekt praktik mund t\u00eb sh\u00ebrbej\u00eb si prov\u00eb e aft\u00ebsive, por nuk duhet supozuar se z\u00ebvend\u00ebson nj\u00eb k\u00ebrkes\u00eb formale t\u00eb shpalljes.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Cili paguhet m\u00eb shum\u00eb n\u00eb Kosov\u00eb?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Burimet e p\u00ebrdorura p\u00ebr k\u00ebt\u00eb krahasim nuk japin nj\u00eb grup t\u00eb krahasuesh\u00ebm pagash lokale p\u00ebr t\u00eb tre rolet. P\u00ebr k\u00ebt\u00eb arsye, nuk vendosim nj\u00eb renditje. Kur shqyrton oferta, krahaso t\u00eb nj\u00ebjtin nivel p\u00ebrvoje, pag\u00ebn bruto ose neto, llojin e kontrat\u00ebs dhe vendndodhjen. Nj\u00eb pag\u00eb amerikane nuk \u00ebsht\u00eb vler\u00ebsim p\u00ebr nj\u00eb pozit\u00eb fillestare n\u00eb Prishtin\u00eb.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Provo nj\u00eb projekt t\u00eb vog\u00ebl para se t\u00eb zgjedh\u00ebsh<\/h2>\n\n\n\n<div class=\"wp-block-group chk-exercise is-layout-constrained wp-block-group-is-layout-constrained\">\n<p class=\"wp-block-paragraph\"><strong>Ushtrim i propozuar:<\/strong> p\u00ebrdor t\u00eb dh\u00ebna publike me leje p\u00ebrdorimi ose krijo t\u00eb dh\u00ebna sintetike, duke i sh\u00ebnuar qart\u00eb si t\u00eb tilla. Puno me dy tabela: porosi dhe kthime.<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Prova e inxhinieris\u00eb:<\/strong> shkruaj nj\u00eb proces q\u00eb lexon t\u00eb dyja tabelat, kontrollon ID-t\u00eb dhe datat dhe prodhon nj\u00eb tabel\u00eb t\u00eb p\u00ebrbashk\u00ebt. Ekzekutoje p\u00ebrs\u00ebri p\u00ebr t\u00eb par\u00eb n\u00ebse krijohen dublikata.<\/li>\n\n\n<li><strong>Prova e analiz\u00ebs:<\/strong> krijo nj\u00eb raport shitjesh sipas muajit. Sh\u00ebno p\u00ebrkufizimin e \u00e7do treguesi dhe shkruaj tri v\u00ebzhgime q\u00eb mb\u00ebshteten te t\u00eb dh\u00ebnat.<\/li>\n\n\n<li><strong>Prova e modelimit:<\/strong> n\u00ebse ke njohurit\u00eb baz\u00eb dhe historik t\u00eb p\u00ebrshtatsh\u00ebm, provo nj\u00eb parashikim. Ndaj periudh\u00ebn e testimit dhe krahaso rezultatin me nj\u00eb metod\u00eb t\u00eb thjesht\u00eb reference.<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">Dokumento \u00e7far\u00eb b\u00ebre, ku ngece dhe cil\u00ebn pjes\u00eb d\u00ebshiron ta zhvillosh m\u00eb tej. Ky ushtrim t\u00eb jep nj\u00eb pik\u00eb konkrete p\u00ebr t\u00eb diskutuar me nj\u00eb mentor.<\/p>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\">Si lidhet zgjedhja me programet e Creative Hub Kosovo?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Shiko planprogramin sipas aft\u00ebsive q\u00eb synon t\u00eb zhvillosh:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/creativehubkos.com\/data-engineering-cloud-ai-academy\/\"><strong>Data Engineering, Cloud &amp; AI Academy<\/strong><\/a> p\u00ebrfshin Python, SQL, PySpark, Databricks, orkestrim dhe projekte me pipeline. <sup><a href=\"#s8\">[8]<\/a><\/sup><\/li>\n\n\n<li><a href=\"https:\/\/creativehubkos.com\/data-science-analytics-ai\/\"><strong>Data Science &amp; Analytics + AI<\/strong><\/a> p\u00ebrfshin statistik\u00eb, SQL, integrim t\u00eb t\u00eb dh\u00ebnave, Power BI, Python dhe machine learning. <sup><a href=\"#s9\">[9]<\/a><\/sup><\/li>\n<\/ul>\n\n\n\n<div class=\"wp-block-group chk-cta is-layout-constrained wp-block-group-is-layout-constrained\">\n<p class=\"wp-block-paragraph\"><strong>Ende mes dy drejtimeve?<\/strong> Shiko planprogramet dhe diskuto me koordinatorin p\u00ebr p\u00ebrvoj\u00ebn t\u00ebnde, koh\u00ebn p\u00ebr praktik\u00eb dhe projektet q\u00eb d\u00ebshiron t\u00eb nd\u00ebrtosh. K\u00ebrko t\u00eb kuptosh se si lidhet programi me rolin q\u00eb synon.<\/p>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">P\u00ebr t\u00eb eksploruar role t\u00eb af\u00ebrta, lexo edhe <a href=\"https:\/\/creativehubkos.com\/blog\/career-pathways-data-engineering-cloud-ai\/\">rrug\u00ebt e karrier\u00ebs n\u00eb Data Engineering, Cloud &amp; AI<\/a>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Pyetjet e shpeshta<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">A jan\u00eb Data Engineer dhe Data Scientist i nj\u00ebjti profesion?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Jo. Fokusi i Data Engineer \u00ebsht\u00eb infrastruktura dhe rrjedha e t\u00eb dh\u00ebnave. Data Scientist fokusohet te analiza statistikore dhe modelet. Mund t\u00eb ken\u00eb detyra dhe aft\u00ebsi t\u00eb p\u00ebrbashk\u00ebta. <sup><a href=\"#s1\">[1]<\/a><a href=\"#s3\">[3]<\/a><\/sup><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">A duhet nj\u00eb Data Analyst t\u00eb dij\u00eb Python?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Varet nga pozita. N\u00eb shpalljen e Solution25 t\u00eb analizuar k\u00ebtu, SQL k\u00ebrkohet, nd\u00ebrsa Python p\u00ebrmendet si p\u00ebrpar\u00ebsi. Kontrollo k\u00ebrkesat e rolit q\u00eb synon. <sup><a href=\"#s7\">[7]<\/a><\/sup><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">A \u00ebsht\u00eb Data Science vet\u00ebm machine learning?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Jo. P\u00ebrfshin edhe p\u00ebrzgjedhjen dhe p\u00ebrgatitjen e t\u00eb dh\u00ebnave, analiz\u00ebn, testimin dhe komunikimin e rezultateve p\u00ebr vendimmarrje. <sup><a href=\"#s5\">[5]<\/a><\/sup><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">A mund ta zgjedh profesionin vet\u00ebm nga mjeti q\u00eb m\u00eb p\u00eblqen?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Nj\u00eb mjet nuk mjafton p\u00ebr ta dalluar rolin. P\u00ebr shembull, SQL mund t\u00eb shfaqet n\u00eb pun\u00eb analitike dhe inxhinierike. Krahaso problemin q\u00eb do t\u00eb zgjidh\u00ebsh dhe rezultatin q\u00eb duhet t\u00eb prodhosh. <sup><a href=\"#s4\">[4]<\/a><a href=\"#s7\">[7]<\/a><\/sup><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">A provon nj\u00eb shpallje se ka k\u00ebrkes\u00eb t\u00eb lart\u00eb n\u00eb gjith\u00eb Kosov\u00ebn?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Jo. Ajo dokumenton nj\u00eb nevoj\u00eb t\u00eb nj\u00eb pun\u00ebdh\u00ebn\u00ebsi n\u00eb nj\u00eb moment t\u00eb caktuar. P\u00ebr t\u00eb krahasuar k\u00ebrkes\u00ebn mes profesioneve duhet nj\u00eb analiz\u00eb m\u00eb e gjer\u00eb me periudh\u00eb dhe metod\u00eb t\u00eb p\u00ebrcaktuar.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Burimet<\/h2>\n\n\n\n<p class=\"chk-small wp-block-paragraph\">Burimet u kontrolluan m\u00eb 29 shtator 2026. Shembulli i dyqanit dhe ushtrimi jan\u00eb ilustrime t\u00eb propozuara. Shpallja e pun\u00ebs p\u00ebrdoret si shembull i p\u00ebrgjegj\u00ebsive, jo si matje e gjith\u00eb tregut; statusi i saj mund t\u00eb ndryshoj\u00eb.<\/p>\n\n\n\n<ol class=\"chk-sources\">\n<li id=\"s1\"><a href=\"https:\/\/learn.microsoft.com\/en-us\/training\/career-paths\/data-engineer\">Microsoft Learn: Training for Data Engineers<\/a>. P\u00ebrkufizimi dhe p\u00ebrgjegj\u00ebsit\u00eb e inxhinierit t\u00eb t\u00eb dh\u00ebnave.<\/li>\n<li id=\"s2\"><a href=\"https:\/\/learn.microsoft.com\/en-us\/training\/career-paths\/data-analyst\">Microsoft Learn: Training for Data Analysts<\/a>. Analiza, transformimi, raportimi dhe puna me k\u00ebrkesat e biznesit.<\/li>\n<li id=\"s3\"><a href=\"https:\/\/www.ibm.com\/think\/topics\/data-engineer-data-vs-data-scientist-vs-analytics-engineer\">IBM: Data Engineer vs Data Scientist vs Analytics Engineer<\/a>. P\u00ebrgjegj\u00ebsit\u00eb e Data Scientist dhe ndryshimet e p\u00ebrkufizimeve sipas organizat\u00ebs. Analytics Engineer \u00ebsht\u00eb rol tjet\u00ebr nga Data Analyst.<\/li>\n<li id=\"s4\"><a href=\"https:\/\/www.ibm.com\/think\/topics\/data-engineering\">IBM: What Is Data Engineering?<\/a>. Pipeline, infrastruktura, SQL, Python dhe bashk\u00ebpunimi mes roleve.<\/li>\n<li id=\"s5\"><a href=\"https:\/\/www.bls.gov\/ooh\/math\/data-scientists.htm\">U.S. Bureau of Labor Statistics: Data Scientists<\/a>. Detyrat dhe k\u00ebrkesat arsimore n\u00eb SHBA; nuk p\u00ebrdoret p\u00ebr paga apo k\u00ebrkes\u00eb n\u00eb Kosov\u00eb.<\/li>\n<li id=\"s6\"><a href=\"https:\/\/scikit-learn.org\/stable\/common_pitfalls.html#data-leakage\">scikit-learn: Common pitfalls, Data leakage<\/a>. Ndarja e t\u00eb dh\u00ebnave t\u00eb trajnimit dhe testimit.<\/li>\n<li id=\"s7\"><a href=\"https:\/\/kosovajob.com\/jobs?id=47399\">Solution25 n\u00eb KosovaJob: Data Analyst, Prishtin\u00eb<\/a>. P\u00ebrshkrimi i pun\u00ebdh\u00ebn\u00ebsit p\u00ebr aft\u00ebsit\u00eb dhe p\u00ebrgjegj\u00ebsit\u00eb e pozit\u00ebs.<\/li>\n<li id=\"s8\"><a href=\"https:\/\/creativehubkos.com\/data-engineering-cloud-ai-academy\/\">Creative Hub Kosovo: Data Engineering, Cloud &amp; AI Academy<\/a>. Planprogrami i publikuar.<\/li>\n<li id=\"s9\"><a href=\"https:\/\/creativehubkos.com\/data-science-analytics-ai\/\">Creative Hub Kosovo: Data Science &amp; Analytics + AI<\/a>. Planprogrami i publikuar.<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>Krahaso Data Engineer, Data Scientist dhe Data Analyst: detyrat, aft\u00ebsit\u00eb, shembujt dhe si t\u00eb zgjedh\u00ebsh drejtimin t\u00ebnd n\u00eb Kosov\u00eb.<\/p>\n","protected":false},"author":1,"featured_media":2785,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_et_pb_use_builder":"","_et_pb_old_content":"","_et_gb_content_width":"","footnotes":""},"categories":[20],"tags":[],"class_list":["post-2784","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-insights"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.7 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Data Engineer vs Data Scientist vs Data Analyst: dallimet - Creative Hub Kosovo<\/title>\n<meta name=\"description\" content=\"Krahaso Data Engineer, Data Scientist dhe Data Analyst: detyrat, aft\u00ebsit\u00eb, shembujt dhe si t\u00eb zgjedh\u00ebsh drejtimin t\u00ebnd n\u00eb Kosov\u00eb.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/creativehubkos.com\/blog\/data-engineer-vs-data-scientist-vs-data-analyst\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Data Engineer vs Data Scientist vs Data Analyst: dallimet - 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