{"id":78069,"date":"2020-04-16T01:42:42","date_gmt":"2020-04-15T23:42:42","guid":{"rendered":"https:\/\/prohoster.info\/blog\/administrirovanie\/data-engineer-i-data-scientist-chto-umeyut-i-skolko-zarabatyvayut"},"modified":"2020-04-16T01:42:42","modified_gmt":"2020-04-15T23:42:42","slug":"data-engineer-i-data-scientist-chto-umeyut-i-skolko-zarabatyvayut","status":"publish","type":"post","link":"https:\/\/prohoster.info\/sq\/blog\/administrirovanie\/data-engineer-i-data-scientist-chto-umeyut-i-skolko-zarabatyvayut","title":{"rendered":"M\u00ebsoni p\u00ebr Data Engineer dhe Data Scientist: \u00e7far\u00eb ndajn\u00eb dhe sa fitojn\u00eb","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p>Bashk\u00eb me Elena Gerasimov\u00ebn, drejtoren e fakultetit \u201c<noindex><a rel=\"nofollow\" href=\"https:\/\/netology.ru\/navigation\/?direction=data-science?utm_source=habr&amp;utm_medium=externalblog&amp;utm_campaign=bds_all_ou&amp;utm_content=14042020_dataengscientist\">Data Science dhe Analitika<\/a><\/noindex>\u201d, n\u00eb Netology po vazhdojm\u00eb t\u00eb shqyrtojm\u00eb se si nd\u00ebrveprojn\u00eb dhe \u00e7far\u00eb ndryshimesh ka mes Data Scientist dhe Data Engineer.<\/p>\n<p>N\u00eb pjes\u00ebn e par\u00eb tham\u00eb <noindex><a rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/company\/netologyru\/blog\/496082\/\">p\u00ebr dallimet kryesore mes Data Scientist dhe Data Engineer.<\/a><\/noindex>. <\/p>\n<p>N\u00eb k\u00ebt\u00eb material do t\u00eb flasim p\u00ebr njohurit\u00eb dhe aft\u00ebsit\u00eb q\u00eb duhet t\u00eb ken\u00eb specialist\u00ebt, cilat diplojata vler\u00ebsohen nga pun\u00ebdh\u00ebn\u00ebsit, si zhvillohen intervistat, si dhe sa fitojn\u00eb inxhinier\u00ebt dhe shkenc\u00ebtar\u00ebt e t\u00eb dh\u00ebnave.\u00a0<noindex><a rel=\"nofollow\" name=\"habracut\"><\/a><\/noindex><\/p>\n<h2>Cfar\u00eb duhet t\u00eb din\u00eb shkenc\u00ebtar\u00ebt dhe inxhinier\u00ebt<\/h2>\n<p>\nArsimi i specializuar p\u00ebr t\u00eb dy specialist\u00ebt \u00ebsht\u00eb Computer Science.<\/p>\n<p><img decoding=\"async\" alt=\"M\u00ebsoni p\u00ebr Data Engineer dhe Data Scientist: \u00e7far\u00eb ndajn\u00eb dhe sa fitojn\u00eb\" src=\"\/wp-content\/uploads\/2020\/04\/14e804895cb4eac665c2b8558a5911ba.jpg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\n\u00c7do specialist n\u00eb fush\u00ebn e t\u00eb dh\u00ebnave, qoft\u00eb shkenc\u00ebtar ose analist, duhet t\u00eb jet\u00eb n\u00eb gjendje t\u00eb d\u00ebshmoj\u00eb sakt\u00ebsin\u00eb e p\u00ebrfundimeve t\u00eb tij. P\u00ebr k\u00ebt\u00eb \u00ebsht\u00eb e domosdoshme t\u00eb njoh\u00eb <b>statistik\u00ebn dhe matematik\u00ebn baz\u00eb t\u00eb lidhur me statistik\u00ebn.<\/b>.<\/p>\n<p>M\u00ebsimi i makinerive dhe mjetet p\u00ebr analiz\u00ebn e t\u00eb dh\u00ebnave jan\u00eb t\u00eb paz\u00ebvend\u00ebsueshme n\u00eb bot\u00ebn moderne. N\u00ebse mjetet e zakonshme nuk jan\u00eb t\u00eb disponueshme, duhet t\u00eb keni aft\u00ebsi p\u00ebr <b>t\u00eb m\u00ebsuarit e shpejt\u00eb t\u00eb mjeteve t\u00eb reja, duke krijuar skripte t\u00eb thjeshta p\u00ebr automatizimin e detyrave.<\/b>.<\/p>\n<p>\u00cbsht\u00eb e r\u00ebnd\u00ebsishme t\u00eb theksohet se nj\u00eb specialist p\u00ebr pun\u00ebn me t\u00eb dh\u00ebnat duhet t\u00eb komunikoj\u00eb n\u00eb m\u00ebnyr\u00eb efektive rezultatet e analiz\u00ebs. N\u00eb k\u00ebt\u00eb do ta ndihmoj\u00eb <b>visualizimi i t\u00eb dh\u00ebnave<\/b> ose rezultatet e hulumtimeve t\u00eb kryera dhe verifikimin e hipotezave. Specialist\u00ebt duhet t\u00eb jen\u00eb n\u00eb gjendje t\u00eb krijojn\u00eb diagrame dhe grafike, t\u00eb p\u00ebrdorin mjete vizualizimi, t\u00eb kuptojn\u00eb dhe shpjegojn\u00eb t\u00eb dh\u00ebnat nga tabelat e kontrollit.<\/p>\n<p><img decoding=\"async\" alt=\"M\u00ebsoni p\u00ebr Data Engineer dhe Data Scientist: \u00e7far\u00eb ndajn\u00eb dhe sa fitojn\u00eb\" src=\"\/wp-content\/uploads\/2020\/04\/f701a922442a01286c340314861ab343.jpg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nP\u00ebr inxhinierin e t\u00eb dh\u00ebnave, tri drejtime dalin n\u00eb plan t\u00eb par\u00eb.<\/p>\n<p><b>Algoritmet dhe strukturat e t\u00eb dh\u00ebnave<\/b>. \u00cbsht\u00eb e r\u00ebnd\u00ebsishme t\u00eb b\u00ebheni t\u00eb zot n\u00eb shkrimin e kodit dhe p\u00ebrdorimin e strukturave dhe algoritmeve baz\u00eb:<\/p>\n<ul>\n<li>analiza e kompleksitetit t\u00eb algoritmeve,<\/li>\n<li>aft\u00ebsia p\u00ebr t\u00eb shkruar kod t\u00eb qart\u00eb dhe t\u00eb mir\u00ebmbajtur,\u00a0<\/li>\n<li>procesimi me grupe,<\/li>\n<li>p\u00ebrpunimi n\u00eb koh\u00eb reale.<\/li>\n<\/ul>\n<p>\n<b>Baza dhe depozitat e t\u00eb dh\u00ebnave, Business Intelligence<\/b>:<\/p>\n<ul>\n<li>ruajtja dhe p\u00ebrpunimi i t\u00eb dh\u00ebnave,<\/li>\n<li>projektimi i sistemeve t\u00eb integruara,<\/li>\n<li>Data Ingestion,<\/li>\n<li>sistemet e skedar\u00ebve t\u00eb shp\u00ebrndara.<\/li>\n<\/ul>\n<p>\n<b>Hadoop dhe Big Data<\/b>. T\u00eb dh\u00ebnat po b\u00ebhen gjithnj\u00eb e m\u00eb t\u00eb shumta, dhe n\u00eb horizontin 3-5 vjet k\u00ebto teknologji do t\u00eb jen\u00eb t\u00eb nevojshme p\u00ebr \u00e7do inxhinier. Plus:<\/p>\n<ul>\n<li>Data Lakes,<\/li>\n<li>punimi me ofruesit e cloud.<\/li>\n<\/ul>\n<p>\n<b>M\u00ebsimi i makineris\u00eb<\/b> do t\u00eb p\u00ebrdoret gjer\u00ebsisht, dhe \u00ebsht\u00eb e r\u00ebnd\u00ebsishme t\u00eb kuptohet se cilat detyra biznesi do t\u00eb ndihmoj\u00eb p\u00ebr zgjidhje. Nuk \u00ebsht\u00eb e nevojshme t\u00eb dini si t\u00eb krijoni modele (k\u00ebshtu do t'u ndihmojn\u00eb shkenc\u00ebtar\u00ebt e t\u00eb dh\u00ebnave), por duhet t\u00eb kuptoni aplikimet e tyre dhe k\u00ebrkesat p\u00ebrkat\u00ebse.<\/p>\n<h2>Sa fitojn\u00eb inxhinier\u00ebt dhe shkenc\u00ebtar\u00ebt<\/h2>\n<p><\/p>\n<h3>T\u00eb ardhurat e inxhinier\u00ebve t\u00eb p\u00ebrpunimit t\u00eb t\u00eb dh\u00ebnave<\/h3>\n<p>\n<b>N\u00eb praktik\u00ebn nd\u00ebrkomb\u00ebtare<\/b> pag\u00eb fillestare zakonisht \u00ebsht\u00eb rreth $100,000 n\u00eb vit dhe rritet ndjesh\u00ebm me eksperienc\u00ebn, sipas t\u00eb dh\u00ebnave nga Glassdoor. P\u00ebr m\u00eb tep\u00ebr, kompanit\u00eb shpesh ofrojn\u00eb mund\u00ebsi aksionesh dhe bonuse prej 5\u201215% \u00e7do vit.<\/p>\n<p><b>N\u00eb Rusi<\/b> n\u00eb fillim t\u00eb karrier\u00ebs, paga zakonisht nuk \u00ebsht\u00eb m\u00eb e vog\u00ebl se 50,000 rubla n\u00eb rajone dhe 80,000 n\u00eb Mosk\u00eb. N\u00eb k\u00ebt\u00eb faz\u00eb nuk k\u00ebrkohet eksperienc\u00eb, p\u00ebrve\u00e7 q\u00eb kemi kaluar trajnimin.<\/p>\n<p>Pas 1\u20122 viteve pune \u2014 rreth 90\u2012100,000 rubla.<\/p>\n<p>Rruga rritet n\u00eb 120\u2012160,000 pas 2\u20125 viteve. Shtohen faktor\u00eb t\u00eb till\u00eb si specializimi i kompanive t\u00eb m\u00ebparshme, madh\u00ebsia e projekteve, puna me big data dhe t\u00eb tjera.<\/p>\n<p>Pas 5 vitesh pune, \u00ebsht\u00eb m\u00eb e leht\u00eb t\u00eb k\u00ebrkoni vende pune n\u00eb departamente t\u00eb ngjashme ose t\u00eb aplikoni p\u00ebr pozita t\u00eb tilla t\u00eb specializuara si:<\/p>\n<ul>\n<li>Arkitekt ose zhvillues i lart\u00eb n\u00eb nj\u00eb bank\u00eb ose telekom \u2014 rreth 250,000.\n<\/li>\n<\/ul>\n<p><\/p>\n<ul>\n<li>Para shitjet n\u00eb v\u00ebnd, me teknologjit\u00eb me t\u00eb cilat keni punuar m\u00eb ngusht\u00eb, \u00ebsht\u00eb 200 mij\u00eb plus nj\u00eb bonus i mundsh\u00ebm (1\u20121,5 milion rubla).\u00a0\n<\/li>\n<\/ul>\n<p><\/p>\n<ul>\n<li>Ekspert\u00ebt p\u00ebr implementimin e aplikacioneve t\u00eb biznesit Enterprise, si SAP, deri n\u00eb 350 mij\u00eb.\n<\/li>\n<\/ul>\n<p><\/p>\n<h3>T\u00eb ardhurat e data-scientist\u00ebve.<\/h3>\n<p>\n<noindex><a rel=\"nofollow\" href=\"https:\/\/vacancy.newhr.ru\/data\/data\/salary\/Normalresearch.ru_Analysts_2019.pdf\">Hulumtimi<\/a><\/noindex> Tregu i analist\u00ebve nga kompania 'K\u00ebrkime Normale' dhe agjencia rekrutimi New.HR tregon se specialist\u00ebt e Data Science fitojn\u00eb mesatarisht paga m\u00eb t\u00eb larta se analist\u00ebt e specialiteteve t\u00eb tjera.\u00a0<\/p>\n<p>N\u00eb Rusi, pagat fillestare p\u00ebr data-scientist\u00ebt me deri n\u00eb nj\u00eb vit p\u00ebrvoj\u00eb jan\u00eb nga 113 mij\u00eb rubla.\u00a0<\/p>\n<blockquote><p>Si p\u00ebrvoj\u00eb pun\u00eb tani gjithashtu merret parasysh p\u00ebrfundimi i programeve t\u00eb trajnimit.<\/p><\/blockquote>\n<p> Pas 1\u20122 vjet\u00ebsh, ky specialist mund t\u00eb fitoj\u00eb deri n\u00eb 160 mij\u00eb.<\/p>\n<p>P\u00ebr nj\u00eb punonj\u00ebs me p\u00ebrvoj\u00eb pune prej 4\u20125 vjet\u00ebsh, skala rritet deri n\u00eb 310 mij\u00eb.<\/p>\n<h2>Si zhvillohen intervistat.<\/h2>\n<p>\nN\u00eb per\u00ebndim, diplomant\u00ebt e programeve t\u00eb trajnimit profesional kalojn\u00eb intervist\u00ebn e par\u00eb n\u00eb mesatare rreth 5 jav\u00eb pas p\u00ebrfundimit t\u00eb trajnimit. Rreth 85% gjejn\u00eb pun\u00eb brenda 3 muajve.<\/p>\n<p>Procesi i kalimit t\u00eb intervistave p\u00ebr pozitat e inxhinierit t\u00eb t\u00eb dh\u00ebnave dhe data-scientistit praktikisht nuk ndryshon. Zakonisht p\u00ebrb\u00ebhet nga pes\u00eb etapa.<\/p>\n<p><b>Curriculum Vitae<\/b>. Kandidat\u00ebt me p\u00ebrvoj\u00eb t\u00eb m\u00ebparshme q\u00eb nuk \u00ebsht\u00eb n\u00eb profil (p.sh., nga marketingu) duhet t\u00eb p\u00ebrgatisin nj\u00eb let\u00ebr shoq\u00ebruese t\u00eb detajuar p\u00ebr \u00e7do kompani ose t\u00eb ken\u00eb rekomandime nga p\u00ebrfaq\u00ebsuesi i k\u00ebsaj kompanie.<\/p>\n<p><b>Screening teknik<\/b>. P\u00ebrgjith\u00ebsisht zhvillohet n\u00eb telefon. Kjo p\u00ebrfshin nj\u00eb deri n\u00eb dy pyetje t\u00eb komplikuara dhe nj\u00eb num\u00ebr t\u00eb till\u00eb pyetjesh t\u00eb thjeshta q\u00eb lidhen me stakun aktual t\u00eb pun\u00ebdh\u00ebn\u00ebsit.<\/p>\n<p><b>Intervist\u00eb HR<\/b>. Mund t\u00eb zhvillohet n\u00eb telefon. N\u00eb k\u00ebt\u00eb faz\u00eb, kandidati vler\u00ebsohet p\u00ebr p\u00ebrgjegjshm\u00ebrin\u00eb dhe aft\u00ebsin\u00eb p\u00ebr t'u komunikuar.<\/p>\n<p><b>Intervist\u00eb teknike<\/b>. Shpesh zhvillohet n\u00eb person. N\u00eb kompani t\u00eb ndryshme, niveli i pozitat n\u00eb list\u00ebn e punonj\u00ebsve ndryshon dhe emrat e pozita mund t\u00eb jen\u00eb t\u00eb ndrysh\u00ebm. Prandaj, n\u00eb k\u00ebt\u00eb faz\u00eb kontrollohen njohurit\u00eb teknike.<\/p>\n<p><b>Intervist\u00eb me drejtorin teknik \/ arkitektin kryesor<\/b>. Inxhinier\u00ebt dhe shkenc\u00ebtar\u00ebt jan\u00eb pozita strategjike dhe p\u00ebr shum\u00eb kompanit\u00eb n\u00eb t\u00eb nj\u00ebjt\u00ebn koh\u00eb jan\u00eb t\u00eb reja. \u00cbsht\u00eb e r\u00ebnd\u00ebsishme q\u00eb kolegu potencial t\u00eb p\u00eblqehet nga drejtori dhe t\u00eb p\u00ebrputhet me mendimet e tij.<\/p>\n<h2>\u00c7far\u00eb mund t\u00eb ndihmoj\u00eb shkenc\u00ebtar\u00ebt dhe inxhinier\u00ebt n\u00eb rritjen e karrier\u00ebs<\/h2>\n<p>\nKa shum\u00eb mjete t\u00eb reja p\u00ebr pun\u00ebn me t\u00eb dh\u00ebna. Dhe pak kush e kupton nj\u00ebsoj mir\u00eb t\u00eb gjitha.\u00a0<\/p>\n<p>Shum\u00eb kompani nuk jan\u00eb t\u00eb gatshme t\u00eb pun\u00ebsojn\u00eb individ\u00eb pa p\u00ebrvoj\u00eb pune. Sidoqoft\u00eb, kandidat\u00ebt me baz\u00eb minimale dhe njohuri t\u00eb thella t\u00eb mjeteve t\u00eb njohura mund t\u00eb fitojn\u00eb p\u00ebrvoj\u00ebn e nevojshme n\u00ebse m\u00ebsojn\u00eb dhe zhvillohen vet\u00eb.<\/p>\n<h3>Cilat jan\u00eb cil\u00ebsit\u00eb e dobishme p\u00ebr inxhinier\u00ebt e t\u00eb dh\u00ebnave dhe shkenc\u00ebtar\u00ebt e t\u00eb dh\u00ebnave<\/h3>\n<p>\n<b>D\u00ebshira dhe aft\u00ebsia p\u00ebr t\u00eb m\u00ebsuar<\/b>. Nuk \u00ebsht\u00eb e nevojshme t\u00eb k\u00ebrkoni p\u00ebrvoj\u00eb menj\u00ebher\u00eb ose t\u00eb ndryshoni pun\u00eb p\u00ebr nj\u00eb mjet t\u00eb ri, por duhet t\u00eb jeni t\u00eb gatsh\u00ebm t\u00eb kaloni n\u00eb nj\u00eb fush\u00eb t\u00eb re.<\/p>\n<p><b>Tendenca p\u00ebr automatizimin e proceseve rutinore<\/b>. Kjo \u00ebsht\u00eb e r\u00ebnd\u00ebsishme jo vet\u00ebm p\u00ebr produktivitetin, por edhe p\u00ebr ruajtjen e cil\u00ebsis\u00eb s\u00eb lart\u00eb t\u00eb t\u00eb dh\u00ebnave dhe shpejt\u00ebsin\u00eb e dor\u00ebzimit t\u00eb tyre p\u00ebr konsumatorin.<\/p>\n<p><b>Kujdesi dhe kuptimi i \u00ab\u00e7far\u00eb ndodhi n\u00ebn kapak\u00bb n\u00eb proceset<\/b>. Specialist\u00ebt q\u00eb kan\u00eb p\u00ebrvoj\u00eb dhe njohuri t\u00eb thella p\u00ebr proceset do ta zgjidhin problemin m\u00eb shpejt.<\/p>\n<p>P\u00ebrve\u00e7 njohjes s\u00eb shk\u00eblqyer t\u00eb algoritmeve, strukturave t\u00eb t\u00eb dh\u00ebnave dhe pipeline-ve, \u00ebsht\u00eb e nevojshme <b>t\u00eb m\u00ebsohet t\u00eb mendoni n\u00eb produkte<\/b> \u2014 t\u00eb shihni arkitektur\u00ebn dhe zgjidhjet biznesore si nj\u00eb tablo t\u00eb vetme.\u00a0<\/p>\n<p>P\u00ebr shembull, \u00ebsht\u00eb e dobishme t\u00eb marr\u00ebsh ndonj\u00eb sh\u00ebrbim t\u00eb njohur dhe t\u00eb krijosh nj\u00eb baz\u00eb t\u00eb dh\u00ebnash p\u00ebr t\u00eb. Pastaj, mendo se si t\u00eb zhvillosh ETL dhe DW q\u00eb do ta mbushin at\u00eb me t\u00eb dh\u00ebna, cil\u00ebt do t\u00eb jen\u00eb konsumator\u00ebt dhe \u00e7far\u00eb \u00ebsht\u00eb e r\u00ebnd\u00ebsishme p\u00ebr ta t\u00eb din\u00eb rreth t\u00eb dh\u00ebnave, si dhe si bashk\u00ebveprojn\u00eb bler\u00ebsit me aplikacionet: p\u00ebr t\u00eb gjetur pun\u00eb dhe p\u00ebr takime, p\u00ebr qira makinash, aplikacion p\u00ebr podkaste, platform\u00eb edukative. <\/p>\n<blockquote><p>Pozitat e analistit, data scientist dhe inxhinierit jan\u00eb shum\u00eb t\u00eb af\u00ebrta, prandaj kalimi nga nj\u00eb drejtim n\u00eb tjetrin mund t\u00eb b\u00ebhet m\u00eb shpejt sesa n\u00eb fushat e tjera.<\/p><\/blockquote>\n<p>N\u00eb \u00e7do rast, ata q\u00eb kan\u00eb ndonj\u00eb sfond IT do t'u jet\u00eb m\u00eb e leht\u00eb se sa atyre q\u00eb nuk e kan\u00eb at\u00eb. N\u00eb mesatare, njer\u00ebzit e motivuar m\u00ebsues ndryshojn\u00eb pun\u00eb \u00e7do 1.5-2 vjet. \u00cbsht\u00eb m\u00eb e leht\u00eb p\u00ebr ata q\u00eb studiojn\u00eb n\u00eb grup dhe me nj\u00eb mentor, krahasuar me ata q\u00eb mb\u00ebshteten vet\u00ebm n\u00eb burime t\u00eb hapura.<\/p>\n<h2>Nga redaksia e Netologjis\u00eb<\/h2>\n<p>\nN\u00ebse po shqyrtoni profesionin e Data Engineer ose Data Scientist, ju ftojm\u00eb t\u00eb shqyrtoni programet tona t\u00eb kurseve:<\/p>\n<ul>\n<li>Profili \"<noindex><a rel=\"nofollow\" href=\"https:\/\/netology.ru\/programs\/data-engineer?utm_source=habr&amp;utm_medium=externalblog&amp;utm_campaign=bds_deg_ou&amp;utm_content=14042020_dataengscientist\">Data Engineer<\/a><\/noindex>\u00bb.\u00a0\u00a0<\/li>\n<li>Profili \"<noindex><a rel=\"nofollow\" href=\"https:\/\/netology.ru\/programs\/data-scientist\/?utm_source=habr&amp;utm_medium=externalblog&amp;utm_campaign=bds_ds_ou&amp;utm_content=14042020_dataengscientist\">Data Scientist<\/a><\/noindex>\u00bb.<\/li>\n<li>Kursi \"<noindex><a rel=\"nofollow\" href=\"https:\/\/netology.ru\/programs\/data-analyst\/?utm_source=habr&amp;utm_medium=externalblog&amp;utm_campaign=bds_da_ou&amp;utm_content=14042020_dataengscientist\">Analist t\u00eb dh\u00ebnash<\/a><\/noindex>\u00bb.<\/li>\n<\/ul>\n<p>Burimi: <a content=\"nofollow\" rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/company\/netologyru\/blog\/497214\/\">habr.com<\/a> <\/p>","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"rendered":"<p>\u0412\u043c\u0435\u0441\u0442\u0435 \u0441 \u0415\u043b\u0435\u043d\u043e\u0439 \u0413\u0435\u0440\u0430\u0441\u0438\u043c\u043e\u0432\u043e\u0439, \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u0435\u043c \u0444\u0430\u043a\u0443\u043b\u044c\u0442\u0435\u0442\u0430 \u00abData Science \u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430\u00bb \u0432 \u041d\u0435\u0442\u043e\u043b\u043e\u0433\u0438\u0438 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