{"id":90698,"date":"2020-08-05T01:42:04","date_gmt":"2020-08-04T23:42:04","guid":{"rendered":"https:\/\/prohoster.info\/blog\/administrirovanie\/bystryj-start-i-nizkij-potolok-chto-zhdet-molodyh-data-science-speczialistov-na-rynke-truda"},"modified":"2020-08-05T01:42:04","modified_gmt":"2020-08-04T23:42:04","slug":"bystryj-start-i-nizkij-potolok-chto-zhdet-molodyh-data-science-speczialistov-na-rynke-truda","status":"publish","type":"post","link":"https:\/\/prohoster.info\/et\/blog\/administrirovanie\/bystryj-start-i-nizkij-potolok-chto-zhdet-molodyh-data-science-speczialistov-na-rynke-truda","title":{"rendered":"Kiire algus ja madal lae. Mis ootab noori Data Science spetsialiste t\u00f6\u00f6turul","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p>HeadHunteri ja Mail.ru uuringute kohaselt \u00fcletab n\u00f5udlus andeteaduse spetsialistide j\u00e4rele pakkumist, kuid isegi nii ei \u00f5nnestu noortel spetsialistidel alati t\u00f6\u00f6d leida. R\u00e4\u00e4gime, millest l\u00f5petajatel kursustest puudu on ja kus \u00f5ppida neile, kes plaanivad suurt karj\u00e4\u00e4ri andeteaduses.<\/p>\n<blockquote><p>\u201eNad tulevad ja arvavad, et teenivad n\u00fc\u00fcd 500k sekundis, sest teavad raamistikku nimesid ja kuidas neid kahel real mudelit k\u00e4ivitada\u201c<\/p><\/blockquote>\n<p>\n<b>Emil Magjeramov<\/b> juhtib biocadis arvutuskeemia teenuste gruppi ja t\u00f6\u00f6intervjuudel seisab silmitsi sellega, et kandidaatidel puudub ametialane s\u00fcsteemne arusaam. Nad l\u00f5petavad kursused, tulevad h\u00e4sti arendatud Python ja SQL teadlikkusega, saavad kahe sekundi jooksul Hadoopi v\u00f5i Spark'i k\u00e4ivitada, t\u00e4idavad \u00fclesande selgena jaotusena. Kuid samas ei suuda nad astuda sammu k\u00f5rvale \u2014 just seda paindlikkust lahendustes ootavad t\u00f6\u00f6andjad andeteaduse spetsialistidelt.<br \/>\n<noindex><a rel=\"nofollow\" name=\"habracut\"><\/a><\/noindex><\/p>\n<h3>Mis toimub andeteaduse turul<\/h3>\n<p>\nNoorte spetsialistide oskused peegeldavad t\u00f6\u00f6turu olukorda. Siin \u00fcletab n\u00f5udlus t\u00f5siselt pakkumist, mist\u00f5ttu desperate t\u00f6\u00f6andjad on sageli t\u00f5eliselt valmis v\u00f5tma t\u00f6\u00f6le t\u00e4iesti rohelisi spetsialiste ja neid enda j\u00e4rgi v\u00e4lja \u00f5petama. See on toimiv variant, kuid sobib vaid juhul, kui meeskonnas on juba kogenud tiimi juht, kes v\u00f5tab noore \u00f5petamise oma kanda.<\/p>\n<p>HeadHunteri ja Mail.ru uuringu kohaselt on andmeanal\u00fc\u00fcsi spetsialistid turul \u00fcks n\u00f5udlikumaid ametigrupe:<\/p>\n<ul>\n<li>2019. aastal suurenes andmeanal\u00fc\u00fcsi valdkonnas t\u00f6\u00f6kohtade arv 9,6 korda ning masin\u00f5ppe valdkonnas 7,2 korda v\u00f5rreldes 2015. aastaga.<\/li>\n<li>2018. aastaga v\u00f5rreldes kasvas andmete anal\u00fc\u00fcsi spetsialistide t\u00f6\u00f6kohtade arv 1,4 korda, masin\u00f5ppe valdkonnas 1,3 korda.<\/li>\n<li>38% avatud t\u00f6\u00f6kohtadest kuulub IT-ettev\u00f5tetele, 29% \u2014 finantssektori ettev\u00f5tetele, 9% \u2014 \u00e4riteenuste valdkonnale.<\/li>\n<\/ul>\n<p>\nSituatsioon on kuumenenud arvukate veebikoolide t\u00f5ttu, mis valmistavad ette neid sama nooreid spetsialiste. Peamiselt kestab \u00f5pe kolm kuni kuus kuud, mille jooksul \u00f5pilased suudavad omandada p\u00f5hilised t\u00f6\u00f6riistad: Python, SQL, andmeanal\u00fc\u00fcs, Git ja Linux. Tulemusena saadakse klassikaline noor spetsialist: suudab lahendada konkreetse \u00fclesande, kuid ei oska probleemi m\u00f5ista ja iseseisvalt \u00fclesannet formuleerida. Siiski tekitab spetsialistide k\u00f5rge n\u00f5udlus ja ametiga seotud h\u00fcpe sageli suuri ambitsioone ja n\u00f5udmisi palga osas.<\/p>\n<blockquote><p>Kahjuks n\u00e4eb andmeanal\u00fc\u00fcsi valdkonna intervjuu tavaliselt v\u00e4lja nii: kandidaat r\u00e4\u00e4gib, et on proovinud paar-kolm teeki kasutada, kuid ei suuda vastata k\u00fcsimustele, kuidas algoritmid t\u00e4pselt t\u00f6\u00f6tavad, seej\u00e4rel k\u00fcsib 200, 300, 400 tuhat rubla kuus k\u00e4tte.<\/p>\n<p>Suurte reklaamlause, nagu \"iga\u00fcks saab andmeanal\u00fc\u00fctikuks\", \"omanda masin\u00f5pe kolme kuuga ja alusta suure raha teenimist\", ja kiire kasumiahnuse t\u00f5ttu on meie valdkonda voolanud tohutu hulk pinnapealseid kandidaate, kes ei oma s\u00fcsteemset ettevalmistust.<\/p>\n<p><b>Viktor Kantor<\/b><br \/>\nJuhataja andmeanal\u00fc\u00fctika valdkonnas MTS-is<\/p><\/blockquote>\n<p><\/p>\n<h3>Keda ootavad t\u00f6\u00f6andjad<\/h3>\n<p>\nIga t\u00f6\u00f6andja soovib, et tema noored spetsialistid t\u00f6\u00f6taksid ilma pideva kontrollita ja suudaksid arendada oma oskusi meeskonna juhi juhtimisel. Selleks peab alustaja kohe valdama vajalikke t\u00f6\u00f6riistu, et lahendada praegusi \u00fclesandeid, ning olema piisava teoreetilise baasi omanik, et j\u00e4rk-j\u00e4rgult pakkuda oma lahendusi ja l\u00e4heneda keerulisematele \u00fclesannetele.<\/p>\n<p>Uute tulijate oskused turul on piisavalt head. L\u00fchiajalised kursused v\u00f5imaldavad kiiresti omandada neid ja asuda t\u00f6\u00f6le.<\/p>\n<p>HeadHunteri ja Mail.ru uuringu kohaselt on k\u00f5ige n\u00f5utum oskus - Python'i valdamine. Seda mainitakse 45% andmeanal\u00fc\u00fctikute t\u00f6\u00f6kuulutustes ja 51% masin\u00f5ppe valdkonna t\u00f6\u00f6kuulutustes.<\/p>\n<p>Samuti soovivad t\u00f6\u00f6tajad, et andmeanal\u00fc\u00fctikud oskaksid SQL-i (23%), valdaksid andmeanal\u00fc\u00fcsi (Data Mining) (19%), matemaatilist statistikat (11%) ja oskaksid t\u00f6\u00f6tada suurte andmetega (10%).<\/p>\n<p>T\u00f6\u00f6tajad, kes otsivad masin\u00f5ppe spetsialiste, ootavad koos Python'i tundmisega, et kandidaadil oleks teadmised C++ (18%), SQL (15%), masin\u00f5ppe algoritmidest (13%) ja Linux'ist (11%).<\/p>\n<p>Kuid kui noortel on k\u00f5ik korras t\u00f6\u00f6riistadega, siis nende juhid seisavad silmitsi teise probleemiga. Enamikul kursuste l\u00f5petanutest puudub s\u00fcgav arusaam ametist, mist\u00f5ttu on algajal keeruline edeneda.<\/p>\n<blockquote><p>Ma otsin praegu enda meeskonda masin\u00f5ppe spetsialiste. Samas n\u00e4en, et kandidaadid on sageli omandanud \u00fcksikuid andmeteaduse t\u00f6\u00f6riistu, kuid nende teoreetilised alused ei ole piisavalt s\u00fcgavad, et uusi lahendusi luua.<\/p>\n<p><b>Emil Magjeramov<\/b><br \/>\nArvutuskeemia teenuste juht, Biocad\n<\/p><\/blockquote>\n<p> Kursuste struktuur ja kestus ei v\u00f5imalda s\u00fcveneda vajalikele tasemetele. L\u00f5petanutel j\u00e4\u00e4b tihti puudu just nendest pehmetest oskustest, mis tavaliselt t\u00f6\u00f6kuulutustes mainimata j\u00e4\u00e4vad. T\u00f5epoolest, kes meist \u00fctleb, et tal pole s\u00fcsteemset m\u00f5tlemist v\u00f5i soovi areneda. Siiski, andmeteaduse spetsialisti puhul on jutt s\u00fcgavamast temaatikast. Siin on edasiviimiseks vajalik tugeva suunaga teooriasse ja teadusesse, mida on v\u00f5imalik saavutada vaid pikema \u00f5pinguga, n\u00e4iteks \u00fclikoolis.<\/p>\n<blockquote><p>Palju s\u00f5ltub inimesest: kui intensiivne kolm kuud tugevate \u00f5petajate k\u00e4e all, kellel on kogemusi meeskondade juhtimises tipptasemel ettev\u00f5tetes, l\u00e4bib kuulaja, kellel on hea matemaatika ja programmeerimise taust ning kes s\u00fcveneb kursuse k\u00f5igisse materjalidesse ja \"imab nagu k\u00e4sn\", nagu koolis \u00f6eldi, siis sellise t\u00f6\u00f6tajaga ei ole hiljem probleeme. Kuid 90-95% inimestest vajab midagi igavesti omandamiseks k\u00fcmme korda rohkem \u00f5ppimist ja seda s\u00fcsteemselt mitu aastat j\u00e4rjest. Seet\u00f5ttu teeb magistri\u00f5ppe andmete anal\u00fc\u00fcsi valdkonnas suurep\u00e4rase v\u00f5imaluse saada hea teadmiste alus, millega ei pea t\u00f6\u00f6tamiseks alla j\u00e4\u00e4ma ja t\u00f6\u00f6 tegemine on palju lihtsam.<\/p>\n<p><b>Viktor Kantor<\/b><br \/>\nJuhataja andmeanal\u00fc\u00fctika valdkonnas MTS-is<\/p><\/blockquote>\n<h3>Kus \u00f5ppida, et leida t\u00f6\u00f6 andmeteaduses<\/h3>\n<p>\nTuru turul on palju h\u00e4id andmete teaduse kursusi ja algsete oskuste omandamine ei ole probleem. Kuid on oluline m\u00f5ista, milline on selle hariduse suund. Kui kandidaadil on juba tugev tehniline taust, siis intensiivkursused on just see, mida vajate. Inimene omandab t\u00f6\u00f6riistad, astub kohale ja kohaneb kiiresti, sest ta oskab juba m\u00f5elda nagu matemaatik, n\u00e4ha probleemi ja formuleerida \u00fclesandeid. Kui sellist tausta ei ole, siis kursuse j\u00e4rel on tal hea teostaja, kuid piiratud edus v\u00f5imalused.<\/p>\n<blockquote><p>Kui teie ees on l\u00fchiajaline \u00fclesanne ametivahetuseks v\u00f5i t\u00f6\u00f6otsimiseks selles spetsialiteedis, siis sobivad teile mingid s\u00fcsteemsed kursused, mis on l\u00fchikesed ja annavad kiiresti minimaalse tehniliste oskuste kogumi, et saaksite kandideerida algtaseme ametikohtadele selles valdkonnas.<\/p>\n<p><b>Ivan Jamshchikov<\/b><br \/>\nOnline magistri\u00f5ppe \"Andmete teadus\" akadeemiline direktor<\/p><\/blockquote>\n<p>Kursuste probleem seisneb just selles, et need annavad kiire, kuid minimaalset kasvu. Inimene siseneb ametisse v\u00e4ga kiiresti ja j\u00f5uab kiiresti lakke. Et valdkonnas kaua p\u00fcsida, on oluline kohe luua tugev alus pikemaajalise programmi kaudu, n\u00e4iteks magistri\u00f5ppega.<\/p>\n<blockquote><p>K\u00f5rgharidus on sobiv, kui m\u00f5istate, et see valdkond huvitab teid pikaajaliselt. Te ei p\u00fc\u00fcdle t\u00f6\u00f6le v\u00f5imalikult kiiresti. Te ei soovi, et teil oleks karj\u00e4\u00e4rilagi ja samuti ei soovi te silmitsi seista teadmatuse, oskuste puuduse, samuti \u00fcldise \u00f6kos\u00fcsteemi puudumise probleemiga, mille abil arenevad innovatiivsed tooted. Selleks on vajalik k\u00f5rgharidus, mis kujundab mitte ainult vajaliku tehniliste oskuste komplekti, vaid struktureerib ka teie m\u00f5tlemist teisiti ja aitab kujundada visiooni teie karj\u00e4\u00e4rist pikemaajalises perspektiivis.<\/p>\n<p><b>Ivan Jamshchikov<\/b><br \/>\nOnline magistri\u00f5ppe \"Andmete teadus\" akadeemiline direktor\n<\/p><\/blockquote>\n<p>Karj\u00e4\u00e4rilae puudumine on magistriprogrammi peamine eelis. Kahe aastaga saab spetsialist tugeva teoreetilise aluse. Nii n\u00e4eb v\u00e4lja juba esimene semester NITU \"MISiS\" andmete teaduse programmis:<\/p>\n<ul>\n<li>Sissejuhatus andmete teadusesse. 2 n\u00e4dalat.<\/li>\n<li>Andmete anal\u00fc\u00fcsi alused. Andmete t\u00f6\u00f6tlemine. 2 n\u00e4dalat.<\/li>\n<li>Masin\u00f5pe. Andmete eelt\u00f6\u00f6tlus. 2 n\u00e4dalat.<\/li>\n<li>EDA. Uuriv andmeanal\u00fc\u00fcs. 3 n\u00e4dalat.<\/li>\n<li>Peamised masin\u00f5ppe algoritmid. Osa 1 + Osa 2 (6 n\u00e4dalat)<\/li>\n<\/ul>\n<p>\nSamuti on v\u00f5imalik saada praktilist kogemust t\u00f6\u00f6l. Mitte miski ei takista sul t\u00f6\u00f6le asumist p\u00e4rast vajalikest t\u00f6\u00f6riistadest arusaamist. Kuid erinevalt kursuste l\u00f5petanud, ei peatu magistrant oma \u00f5ppimisega, vaid s\u00fcveneb erialasse edasi. Tulevikus v\u00f5imaldab see areneda Data Science'is ilma piiranguteta.<\/p>\n<blockquote><p>Uurimist\u00f6\u00f6 ja tehnoloogia \u00fclikooli \"MISIS\" veebilehelt toimub <noindex><a rel=\"nofollow\" href=\"https:\/\/data.misis.ru\/?utm_source=habr&amp;utm_medium=st&amp;utm_campaign=hhmail&amp;utm_term=statiahh&amp;utm_content=2707#dayopendoor\">Avatud uste p\u00e4evad ja veebiseminarid<\/a><\/noindex> neile, kes soovivad t\u00f6\u00f6tada Data Science'is. NITU \"MISIS\", SkillFactory, HeadHunter, Facebook, Mail.ru Group ja Yandex esindajad r\u00e4\u00e4givad olulisest:<\/p>\n<ul>\n<li>\"Kuidas leida oma koht Data Science'is?\"<\/li>\n<li>\"Kas on v\u00f5imalik saada data scientistiks nullist?\"<\/li>\n<li>\"Kas vajadus data scientistide j\u00e4rele s\u00e4ilib 2-5 aasta p\u00e4rast?\"<\/li>\n<li>\"Milliste \u00fclesannetega tegelevad data science spetsialistid?\"<\/li>\n<li>\"Kuidas ehitada karj\u00e4\u00e4ri Data Science'is?\"<\/li>\n<\/ul>\n<p>\nKoolitus on veebis, riikliku hariduse diplom. <noindex><a rel=\"nofollow\" href=\"https:\/\/data.misis.ru\/?utm_source=habr&amp;utm_medium=st&amp;utm_campaign=hhmail&amp;utm_term=statiahh&amp;utm_content=2707\">Programmiga taotlused<\/a><\/noindex> v\u00f5etakse vastu kuni <b>10. augustini<\/b>.<\/p><\/blockquote>\n<p>Allikas: <a content=\"nofollow\" rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/company\/skillfactory\/blog\/513566\/\">habr.com<\/a> <\/p>","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"rendered":"<p>\u041f\u043e \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f\u043c HeadHunter \u0438 Mail.ru \u0441\u043f\u0440\u043e\u0441 \u043d\u0430 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0441\u0442\u043e\u0432 \u0432 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 Data Science \u043f\u0440\u0435\u0432\u044b\u0448\u0430\u0435\u0442 \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u0435, \u043d\u043e \u0434\u0430\u0436\u0435 \u0442\u0430\u043a \u043c\u043e\u043b\u043e\u0434\u044b\u043c \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0441\u0442\u0430\u043c \u043d\u0435 \u0432\u0441\u0435\u0433\u0434\u0430 \u0443\u0434\u0430\u0435\u0442\u0441\u044f \u043d\u0430\u0439\u0442\u0438 \u0440\u0430\u0431\u043e\u0442\u0443. \u0420\u0430\u0441\u0441\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u043c, \u0447\u0435\u0433\u043e \u043d\u0435 \u0445\u0432\u0430\u0442\u0430\u0435\u0442 \u0432\u044b\u043f\u0443\u0441\u043a\u043d\u0438\u043a\u0430\u043c \u043a\u0443\u0440\u0441\u043e\u0432 \u0438 \u0433\u0434\u0435 \u0443\u0447\u0438\u0442\u044c\u0441\u044f \u0442\u0435\u043c, \u043a\u0442\u043e \u043f\u043b\u0430\u043d\u0438\u0440\u0443\u0435\u0442 \u0431\u043e\u043b\u044c\u0448\u0443\u044e \u043a\u0430\u0440\u044c\u0435\u0440\u0443 \u0432 Data Science. \u00ab\u041e\u043d\u0438 \u043f\u0440\u0438\u0445\u043e\u0434\u044f\u0442 \u0438 \u0434\u0443\u043c\u0430\u044e\u0442, \u0447\u0442\u043e \u0441\u0435\u0439\u0447\u0430\u0441 \u0431\u0443\u0434\u0443\u0442 \u0437\u0430\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u0442\u044c 500\u043a \u0432 \u0441\u0435\u043a\u0443\u043d\u0434\u0443, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u0437\u043d\u0430\u044e\u0442 [&hellip;]<\/p>\n","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[688],"tags":[],"class_list":["post-90698","post","type-post","status-publish","format-standard","hentry","category-administrirovanie"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.1.1 - 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