{"id":42152,"date":"2019-03-18T00:00:00","date_gmt":"2019-03-17T21:00:00","guid":{"rendered":"https:\/\/prohoster.info\/blog\/blog_prohoster\/analitika-devushek-s-nizkoj-sotsialnoj-otvetstvennostyu-zaryazheno-power-bi-qlik-sense-tableau"},"modified":"2020-02-18T13:44:57","modified_gmt":"2020-02-18T10:44:57","slug":"analitika-devushek-s-nizkoj-sotsialnoj-otvetstvennostyu-zaryazheno-power-bi-qlik-sense-tableau","status":"publish","type":"post","link":"https:\/\/prohoster.info\/et\/blog\/news\/analitika-devushek-s-nizkoj-sotsialnoj-otvetstvennostyu-zaryazheno-power-bi-qlik-sense-tableau","title":{"rendered":"T\u00fctarlaste anal\u00fc\u00fcs madala sotsiaalse vastutusega (Power BI, Qlik Sense, Tableau).","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<h2>Kes me oleme ja millised olid projekti eeltingimused?<\/h2>\n<p>\nTere p\u00e4evast, minu nimi on Vladimir Lazarev, olen BI-integraatori juht. <noindex><a rel=\"nofollow\" href=\"http:\/\/analyticsgroup.ru\/?utm_source=habr&amp;utm_medium=article&amp;utm_campaign=xxx\">Analytics Group<\/a><\/noindex>. Loome ettev\u00f5tetele visuaalseid aruandeid turunduse, m\u00fc\u00fcgi, rahanduse ja logistika kohta juhtivate anal\u00fc\u00fcsiplatformide Qlik Sense, Power BI, Tableau p\u00f5hjal.<\/p>\n<p>BI platvormide puhul on visuaalne komponent v\u00e4ga oluline. Kui olete vaadanud k\u00fcmneid BI-s\u00fcsteemide demo-aruandeid ja teile ei meeldi, kuidas \u00fcks v\u00f5i teine platvorm v\u00e4lja n\u00e4eb, siis t\u00f5en\u00e4oliselt te ei hakka seda rakendama, isegi kui hind ja tehnilised omadused sobivad. Seet\u00f5ttu tekib vajadus vaadata samu andmeid erinevates anal\u00fc\u00fcsiplatformides, et neid v\u00f5rrelda.<\/p>\n<p>Ja oleks hea, kui andmed oleks huvitavad\u2026 \ud83d\ude42<\/p>\n<h2>Kust tekkis idee selle aruande tegemiseks? <\/h2>\n<p>\nM\u00f5ni aasta tagasi avaldas Majandusteaduste \u00dclikool artikli teenuste hindade kujunemisest madala sotsiaalse vastutustunde omavate t\u00fcdrukute seas Moskvas. Need olid 1,800 k\u00fcsitluse kokkuv\u00f5tvad andmed. Meile tundusid huvitavad andmed, mis toetavad nende j\u00e4reldusi sotsioloogidelt. Ja otsustasime teemat edasi arendada.<br \/>\n<noindex><a rel=\"nofollow\" name=\"habracut\"><\/a><\/noindex><br \/>\nPeamised ideed:<\/p>\n<ul>\n<li>N\u00e4idata mitte ainult pinnapealseid j\u00e4reldusi, vaid ka andmeid, mille p\u00f5hjal need on koostatud;<\/li>\n<li>Antud v\u00f5imalus soovijatele ise fenomeenide anal\u00fc\u00fcsimiseks, h\u00fcpoteesi esitamiseks ja selle kontrollimiseks.<\/li>\n<li>Arenduses peab olema suur hulk k\u00fcsitlusi, et suurendada usaldusv\u00e4\u00e4rsust;<\/li>\n<li>N\u00e4idata mitte ainult \u00abturupakkumist\u00bb, vaid ka n\u00f5udlust statistiliste andmete p\u00f5hjal otsingus\u00fcsteemides;<\/li>\n<\/ul>\n<p><\/p>\n<h2>Andmeallikad:<\/h2>\n<p><\/p>\n<ul>\n<li>SQL k\u00fcsitluste andmebaas*, mis on loodud \u00fche veebisaidi p\u00f5hjal, mis on TOP 3 otsingutulemustes Yandexis ja Google'is.<\/li>\n<li>Excel-fail asjakohaste** p\u00e4ringutega anal\u00fc\u00fcsi teema kohta.<\/li>\n<li>Excel-fail ajaloosest otsingup\u00e4ringute sagedusest Yandexi otsingus\u00fcsteemis.<\/li>\n<li>Excel-fail otsingup\u00e4ringute sagedusest Google'i otsingus\u00fcsteemis.<\/li>\n<\/ul>\n<p>\n* Teabe kogumiseks kasutati parsi. Andmete parsi tehti \u00fchekordselt.<br \/>\n** Vastava p\u00e4ringute otsimise t\u00f6\u00f6riist oli <noindex><a rel=\"nofollow\" href=\"https:\/\/wordstat.yandex.ru\/\">wordstat.yandex.ru<\/a><\/noindex><\/p>\n<h2>\u00c4r rolle &amp; USER-story<\/h2>\n<p>\nTavap\u00e4rastes projektides t\u00e4psustame alati, kes anal\u00fc\u00fcsist kasu saab ja millistele k\u00fcsimustele (otse v\u00f5i kaudselt) isik vastuseid soovib.<\/p>\n<p>Kuid probleem on \u0432 \u0442\u043e\u043c, et sellel projektis pole tellijat. Seet\u00f5ttu pidime v\u00e4lja m\u00f5tlema kolm rolli ja nende k\u00fcsimused.<\/p>\n<p>Nii et meie rollid on j\u00e4rgmised:<\/p>\n<ol>\n<li>Madala sotsiaalse vastutustunde t\u00fcdruk<\/li>\n<li>K\u00fcsimuste veebisaidi administraator<\/li>\n<li>Kinnisvara \u00fc\u00fcrniku omanik<\/li>\n<\/ol>\n<p><\/p>\n<h3>Madala sotsiaalse vastutustunde t\u00fcdruk<\/h3>\n<p>\n\u00abIndie\u00bb Elvira on 25-aastane. Ta n\u00e4eb hea v\u00e4lja, tuttavad mehed hindavad tema vanust 19-20 aasta vahel. Ta tegeleb spordiga, k\u00fclastab solaariumit, s\u00f6\u00f6b tervislikult, hoolitseb oma k\u00fc\u00fcnte eest ja k\u00f5ik selline. Ta on harjunud h\u00e4sti elama, mitte eriti midagi endale keelates. Kuid selline eluviis n\u00f5uab p\u00e4ris palju raha. Kontorit\u00f6\u00f6 ei ole tema arvates tema jaoks. Talle meeldib seks ja ta ei n\u00e4e selles midagi h\u00e4biv\u00e4\u00e4rset. Majanduslik haridus ja anal\u00fc\u00fctiline m\u00f5tlemine on viinud tema \u00fclesandeni anal\u00fc\u00fcsida teenuste hindade m\u00e4\u00e4ramisel pragmaatiliselt. Elvira otsustas andmeid anal\u00fc\u00fcsida BI - platvormi abil.<\/p>\n<p>Eesm\u00e4rk: tuvastada peamised punktid, et olla konkurentsiv\u00f5imeline ja rohkem teenida.<\/p>\n<p>Teda huvitavad j\u00e4rgmised k\u00fcsimused:<\/p>\n<blockquote>\n<ul>\n<li>Millise hinnaga m\u00fc\u00fcvad \u00abkolleegid\u00bb sarnaste parameetritega (kasv, kaal, rind, vanus) oma tundi Elvira elukohas? Kas on m\u00f5tet leida korter teises Moskva ringis sama raha eest, kuid k\u00f5rgema keskmise hinna v\u00f5i v\u00e4iksema konkurentsiga?<\/li>\n<li>Kas on m\u00f5tet oma vanust ankeedis t\u00f5sta v\u00f5i langetada?<\/li>\n<li>Kas on majanduslik m\u00f5te t\u00f5sta rinnasuurust teisest kuni neljandani ja kui kiiresti investeeringud operatsiooni tasuvad?<\/li>\n<\/ul>\n<\/blockquote>\n<h3>K\u00fcsimuste veebisaidi omanik<\/h3>\n<p>\nTutvuge Felix Albertovichiga \u2014 k\u00fcsimuste veebisaidi omanikuga. Autoriteetne, 45-aastane k\u00fclalislahke mees, kellel on head suhtlemisoskused ja rikka eelneva kogemusega turunduses ja mujal. Ta on suutnud t\u00e4ita veebisaiti paljude erinevate t\u00fcdrukute ankeetidega, tagades hea k\u00fclastatavuse selle resursi SEO edendamise kaudu. Praegu teenib ta raha ankeetide tasulise esitamisega veebisaidil.<\/p>\n<p>Eesm\u00e4rk: m\u00f5ista \u00fchiskonna n\u00f5udmisi, m\u00e4\u00e4rata kindlaks perspektiivsed suunad oma veebisaidiga t\u00f6\u00f6tamiseks.<\/p>\n<p>Kuna ta p\u00f6\u00f6rdus \u00e4rikonsultatsiooni agentuuri, loodab ta saada j\u00e4rgmised vastused:<\/p>\n<blockquote>\n<ul>\n<li>Milline on t\u00fc\u00fcpilise \u00abindie\u00bb iseloomustus?<\/li>\n<li>Milliseid p\u00e4ringuid teevad kasutajad otsingumootorites?<\/li>\n<\/ul>\n<\/blockquote>\n<h3>Ettev\u00f5tlik iseseisev kodanik, kes rendib korterit<\/h3>\n<p>\nMitya on avant\u00fcrist, kes sammub ajaga sammu, omades asjalikku l\u00e4henemist \u00e4ri tegemisel. Talle meeldib tugineda statistika numbrite ja faktide p\u00f5hjal. Mityal on korter Moskva kesklinnas. Ta soovib leida, kuidas oma varast rohkem raha teenida.<\/p>\n<p>Eesm\u00e4rk: leida uus, efektiivsem mudel oma korteri kasutamiseks<\/p>\n<p>Peamised k\u00fcsimused:<\/p>\n<blockquote>\n<ul>\n<li>Kui anda korter madala sotsiaalse k\u00e4itumisega t\u00fcdrukule mitte fikseeritud summa, vaid % tulust, kas sellise l\u00e4henemisega on v\u00f5imalik rohkem teenida?<\/li>\n<\/ul>\n<\/blockquote>\n<h2>Elvira juhtimisj\u00e4reldused<\/h2>\n<p>\nElvira m\u00e4rkas, et 'kaaslased' sama vanusega, sama rindade suuruse, pikkuse ja kaaluga pakuvad samu hindu \u2014 4080 \u2014 4930 rubla\/tund. V\u00e4lja arvatud 'L\u00e4\u00e4ne' ja 'Kesklinna' piirkonnad.<\/p>\n<p>Konkurents on 'Moskva oblastis' minimaalne, kokku 20 ankeeti, ja eluruumide rendihind on peaaegu kaks korda madalam kui \u00fcheski Moskva halduskonnas, s\u00e4ilitades samal ajal tunnitasu taseme.<\/p>\n<p><img decoding=\"async\" alt=\"T\u00fctarlaste anal\u00fc\u00fcs madala sotsiaalse vastutusega (Power BI, Qlik Sense, Tableau).\" src=\"\/wp-content\/uploads\/2019\/03\/de32ce03ed22f0b9a118499b7b5e88ad.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nSamal ajal soovib Elvira aja jooksul teenuseid kallimalt m\u00fc\u00fca, seet\u00f5ttu l\u00f5i ta ankeedi koopia, m\u00e4rkides, et t\u00f6\u00f6tab vaid \u00f6\u00f6sel. Kui piisavalt pakkumisi on, kolib ta sellesse piirkonda.<\/p>\n<p>Ta m\u00e4rkis oma reaalse vanuse \u2014 25 aastat. Kuna ta n\u00e4gi, et maksimaalne hind \u00f6\u00f6 eest on m\u00e4rgitud ankeetides vanuser\u00fchmas 25 kuni 30 aastat. Koostati prioriteetsete teenuste filtr.<\/p>\n<p><img decoding=\"async\" alt=\"T\u00fctarlaste anal\u00fc\u00fcs madala sotsiaalse vastutusega (Power BI, Qlik Sense, Tableau).\" src=\"\/wp-content\/uploads\/2019\/03\/9c953ac53f5b2740516ad5c0717ccadd.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nRinnasuure suurendamise m\u00f5istlikkuse kohta suuruselt 2 kuni 4, leidis Elvira:<\/p>\n<ul>\n<li>Tema tunni keskmine hind t\u00f5useb 1190 rubla (7060 \u2014 5870 = 1190).<\/li>\n<li>Rinnasuurendamise operatsioon maksab 300 000 rubla<\/li>\n<li>Nii et investeering rinnasuurendamisse tasub end \u00e4ra 252 inimene-tundi. 5 tunni t\u00f6\u00f6tamise korral p\u00e4evas t\u00e4hendab see 50 t\u00f6\u00f6p\u00e4eva.<\/li>\n<\/ul>\n<p>\n<img decoding=\"async\" alt=\"T\u00fctarlaste anal\u00fc\u00fcs madala sotsiaalse vastutusega (Power BI, Qlik Sense, Tableau).\" src=\"\/wp-content\/uploads\/2019\/03\/ff85a91f4bf118c465f0d23e0884ff43.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<\/p>\n<h2>Felixi juhtimisj\u00e4reldused<\/h2>\n<p>\nFelix Albertovit\u0161 soovis esmalt m\u00f5ista 'indi' t\u00fc\u00fcpilist portreed. Nii n\u00e4gi ta:<\/p>\n<ul>\n<li>Keskmine vanus: 29,8 aastat<\/li>\n<li>Keskmine rinna suurus: 2,8<\/li>\n<li>Keskmine pikkus: 168 cm<\/li>\n<li>Keskmine kaal: 57 kg<\/li>\n<li>Keskmine riietuse suurus: 44<\/li>\n<\/ul>\n<p>\n<img decoding=\"async\" alt=\"T\u00fctarlaste anal\u00fc\u00fcs madala sotsiaalse vastutusega (Power BI, Qlik Sense, Tableau).\" src=\"\/wp-content\/uploads\/2019\/03\/70b5fab5faff3dba31d11b1c3351a6a7.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nFelix Albertovit\u0161 otsustas edasi anal\u00fc\u00fcsida otsingus\u00fcsteemide p\u00e4ringute tulemusi. Varem oli ta juba klassifitseerinud v\u00f5tmes\u00f5nad r\u00fchmadesse, kuid meil puudus arusaam iga v\u00f5tmes\u00f5na kaalu ja sellep\u00e4ringute statistika kohta.<\/p>\n<p><img decoding=\"async\" alt=\"T\u00fctarlaste anal\u00fc\u00fcs madala sotsiaalse vastutusega (Power BI, Qlik Sense, Tableau).\" src=\"\/wp-content\/uploads\/2019\/03\/7ee9e7eeaffe64542df07cf751461bdd.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nAnal\u00fc\u00fcsiaruandes n\u00e4gi Felix stabiilset kasvutrendi p\u00e4ringute arvus. 2018. aastal v\u00f5rreldes 2017. aastaga t\u00f5usis p\u00e4ringute arv 60% (9,99 miljonilt 16,59 miljonini).<\/p>\n<p><img decoding=\"async\" alt=\"T\u00fctarlaste anal\u00fc\u00fcs madala sotsiaalse vastutusega (Power BI, Qlik Sense, Tableau).\" src=\"\/wp-content\/uploads\/2019\/03\/b54afdfa8caa9d4ede5c4b3ea6572eb3.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nNagu oodata v\u00f5is, oli enamus p\u00e4ringutest seotud asukohaga. Teisel kohal olid \u00fcldised p\u00e4ringud ja kolmandal hinnaklass. See t\u00f5ukas Felixi kasutama veebilehel d\u00fcnaamilist sisu vastavalt sellele, millise otsingup\u00e4ringu kaudu inimene sinna j\u00f5udis.<\/p>\n<p><img decoding=\"async\" alt=\"T\u00fctarlaste anal\u00fc\u00fcs madala sotsiaalse vastutusega (Power BI, Qlik Sense, Tableau).\" src=\"\/wp-content\/uploads\/2019\/03\/077c4c81f92c5523a51036bc9c7ce243.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nSamuti j\u00f5udis ta j\u00e4reldusele, et mobiiltelefonidest tulenevad p\u00e4ringud on peaaegu kolm korda suurema osakaaluga. Seet\u00f5ttu palus ta oma veebilehe arendajal kontrollida kvaliteetset kuvamist mobiilseadmetes.<\/p>\n<p><img decoding=\"async\" alt=\"T\u00fctarlaste anal\u00fc\u00fcs madala sotsiaalse vastutusega (Power BI, Qlik Sense, Tableau).\" src=\"\/wp-content\/uploads\/2019\/03\/4d79ba036561acc127bcaa4e2aa9c941.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nHuvitav moment \u2014 teatud p\u00e4ringugrupid kasvavad kiiremini kui teised.<\/p>\n<p><img decoding=\"async\" alt=\"T\u00fctarlaste anal\u00fc\u00fcs madala sotsiaalse vastutusega (Power BI, Qlik Sense, Tableau).\" src=\"\/wp-content\/uploads\/2019\/03\/79f2394f01ecfa28790ebf9b64477344.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nN\u00e4iteks \u201eHinnaklass\u201c \u2014 alajaotuse \u201eOdavad\u201c t\u00f5usis 74% (keskmine kasv 60%). Samuti kasvasid teatud m\u00e4rks\u00f5nad \u201ek\u00f5ige odavamad *****\u201c 113% ja \u201e**** usbekid\u201c 120%. Kuid Felix vaatab neid andmeid mitte ainult protsentuaalse suhte, vaid ka absoluutsete arvude kontekstis.<\/p>\n<p><img decoding=\"async\" alt=\"T\u00fctarlaste anal\u00fc\u00fcs madala sotsiaalse vastutusega (Power BI, Qlik Sense, Tableau).\" src=\"\/wp-content\/uploads\/2019\/03\/e3b842a459caef59e08fc33c0d98a567.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<\/p>\n<h2>Mitya juhised<\/h2>\n<p>\nMityal on korter Moskva kesklinnas ja ta soovib seda v\u00e4lja \u00fc\u00fcrida. \u201eTurul\u201c \u00fc\u00fcritakse sellist korterit 100-120 tuhat rubla. Kuid ta tahaks rohkem teenida. Seet\u00f5ttu otsustas ta \u00fc\u00fcrida korterit \u201eIndi\u201c % tulust. Nende jaoks \u2014 v\u00e4hem riske korteriomaniku negatiivse reaktsiooni osas, tema jaoks \u2014 rohkem sissetulekut korterist.<\/p>\n<p>Mitya koostas h\u00fcpoteesi, et naised, kes m\u00fc\u00fcvad oma tunni kallimalt, toovad talle potentsiaalselt suuremat tulu. Tal on korter Moskva kesklinnas, seega vaatas ta alguses, milliste hindade eest m\u00fc\u00fcvad naised oma tundi selles piirkonnas.<\/p>\n<p><img decoding=\"async\" alt=\"T\u00fctarlaste anal\u00fc\u00fcs madala sotsiaalse vastutusega (Power BI, Qlik Sense, Tableau).\" src=\"\/wp-content\/uploads\/2019\/03\/af1c61df24ff17a4778bee50632427cb.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nEnamiku ankeetide (206 tk) puhul m\u00fc\u00fcakse Moskva kesklinnas oma tund alates 10 000 rubla. Seej\u00e4rel sorteeris ta ankeed, mis ei ole Moskva kesklinnas, kuid m\u00fc\u00fcvad end sarnase hinnaga. Just seda auditooriumi ta kavatseb veebilehel sorteerida, eesm\u00e4rgiga helistada ja pakuda teistsugust korteri \u00fc\u00fcrimise skeemi, kuid kesklinnas.<\/p>\n<p><img decoding=\"async\" alt=\"T\u00fctarlaste anal\u00fc\u00fcs madala sotsiaalse vastutusega (Power BI, Qlik Sense, Tableau).\" src=\"\/wp-content\/uploads\/2019\/03\/1f664d8a9503bcdb00e960a08feb8f5b.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nKeskmiselt kolme tunni m\u00fc\u00fcgi korral selle auditooriumi kohta koos m\u00fc\u00fcgiga on kuu kogutulu: 11 203 * 3 tundi * 30 p\u00e4eva = 1 008 270 rubla\/kuu.<\/p>\n<p><img decoding=\"async\" alt=\"T\u00fctarlaste anal\u00fc\u00fcs madala sotsiaalse vastutusega (Power BI, Qlik Sense, Tableau).\" src=\"\/wp-content\/uploads\/2019\/03\/e048ea32b1d67c2c2a4bc29edd44a88e.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nSel juhul, kui ta saab 20%, siis \u00fc\u00fcr hakkab olema \u00fcle 200 000 rubla\/kuu.<\/p>\n<p>Mitya arvutustes ei arvestanud ta t\u00e4iendavate teenuste tulu:<\/p>\n<p><img decoding=\"async\" alt=\"T\u00fctarlaste anal\u00fc\u00fcs madala sotsiaalse vastutusega (Power BI, Qlik Sense, Tableau).\" src=\"\/wp-content\/uploads\/2019\/03\/4d0b9cfe790438ce09a2c782071b7907.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<\/p>\n<h2>Kokkuv\u00f5te<\/h2>\n<p>\nKokkuv\u00f5tteks v\u00f5iks mainida, et anal\u00fc\u00fcsi teema on piisavalt vaieldav. Ilmselgelt on see teema \u00fchiskonna probleem. Me kirjutasime selle artikli tahtlikult humoorikalt, ja \"Juhtimise j\u00e4reldused\" on koostatud absurdi annusega, et teavet oleks kergem omandada, kuid loodame, et see paneb m\u00f5tlema trendide \u00fcle.<\/p>\n<p>Sellega seoses v\u00f5imaldab anal\u00fc\u00fcsiplatvorm nagu mitte \u00fckski teine n\u00e4ha reaalset pilti, lihtsalt numbreid, mille taga peavad seisma \u00f5iged inimtegevused. <\/p>\n<p>Selle n\u00e4ite abil oleme n\u00e4idanud, et igat teemat v\u00f5i \u00e4ri, selle n\u00e4itajaid on v\u00f5imalik anal\u00fc\u00fcsida, ehitades oma h\u00fcpoteese, toetudes faktidele. See on eriti relevantne, kui andmeid on palju, kui need asuvad erinevates allikates ja nende koondamine \u00fchte pilti v\u00f5tab aega. See on oluline turunduse, m\u00fc\u00fcgi, rahanduse, logistika ja kaupade arvestuse jaoks. Kui teil on vajadus, kirjutage, oleme r\u00f5\u00f5msad arutama v\u00f5imalikke lahendusi. <\/p>\n<h2>Microsoft Power BI ekraanipildid<\/h2>\n<p>\n<img decoding=\"async\" alt=\"T\u00fctarlaste anal\u00fc\u00fcs madala sotsiaalse vastutusega (Power BI, Qlik Sense, Tableau).\" src=\"\/wp-content\/uploads\/2019\/03\/18889605765d7139061995c69367c932.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\n<img decoding=\"async\" alt=\"T\u00fctarlaste anal\u00fc\u00fcs madala sotsiaalse vastutusega (Power BI, Qlik Sense, Tableau).\" src=\"\/wp-content\/uploads\/2019\/03\/cdf3dade9695f05a6e8415751b2736ff.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<\/p>\n<h2>Tableau ekraanipildid<\/h2>\n<p>\n<img decoding=\"async\" alt=\"T\u00fctarlaste anal\u00fc\u00fcs madala sotsiaalse vastutusega (Power BI, Qlik Sense, Tableau).\" src=\"\/wp-content\/uploads\/2019\/03\/530c45be29430e4c4363409f333a0922.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\n<img decoding=\"async\" alt=\"T\u00fctarlaste anal\u00fc\u00fcs madala sotsiaalse vastutusega (Power BI, Qlik Sense, Tableau).\" src=\"\/wp-content\/uploads\/2019\/03\/6e4a36158143907d5ad3accc212da2d6.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<\/p>\n<h2>Qlik Sense ekraanipildid<\/h2>\n<p>\n<img decoding=\"async\" alt=\"T\u00fctarlaste anal\u00fc\u00fcs madala sotsiaalse vastutusega (Power BI, Qlik Sense, Tableau).\" src=\"\/wp-content\/uploads\/2019\/03\/e289d6c9b8d79da76eb8942039cfa9f6.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\n<img decoding=\"async\" alt=\"T\u00fctarlaste anal\u00fc\u00fcs madala sotsiaalse vastutusega (Power BI, Qlik Sense, Tableau).\" src=\"\/wp-content\/uploads\/2019\/03\/2e0f7d73c6b4567fc0d5da2911e6d789.png\" style=\"display:block;margin: 0 auto;\" \/><\/p>\n<p>Allikas: <a content=\"nofollow\" rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/post\/443808\/\">habr.com<\/a><\/p>","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"rendered":"<p>\u041a\u0442\u043e \u043c\u044b \u0442\u0430\u043a\u0438\u0435 \u0438 \u043a\u0430\u043a\u0438\u0435 \u0431\u044b\u043b\u0438 \u043f\u0440\u0435\u0434\u043f\u043e\u0441\u044b\u043b\u043a\u0438 \u043f\u0440\u043e\u0435\u043a\u0442\u0430? \u0414\u043e\u0431\u0440\u044b\u0439 \u0434\u0435\u043d\u044c, \u043c\u0435\u043d\u044f \u0437\u043e\u0432\u0443\u0442 \u041b\u0430\u0437\u0430\u0440\u0435\u0432 \u0412\u043b\u0430\u0434\u0438\u043c\u0438\u0440, \u044f \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c BI-\u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0442\u043e\u0440\u0430 \u0410\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0441 \u0413\u0440\u0443\u043f\u043f. \u041c\u044b \u0434\u0435\u043b\u0430\u0435\u043c \u0434\u043b\u044f \u0431\u0438\u0437\u043d\u0435\u0441\u0430 \u043d\u0430\u0433\u043b\u044f\u0434\u043d\u044b\u0435 \u043e\u0442\u0447\u0451\u0442\u044b \u043f\u043e \u043c\u0430\u0440\u043a\u0435\u0442\u0438\u043d\u0433\u0443, \u043f\u0440\u043e\u0434\u0430\u0436\u0430\u043c, \u0444\u0438\u043d\u0430\u043d\u0441\u0430\u043c, \u043b\u043e\u0433\u0438\u0441\u0442\u0438\u043a\u0435 \u043d\u0430 \u0431\u0430\u0437\u0435 \u0432\u0435\u0434\u0443\u0449\u0438\u0445 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c Qlik Sense, Power BI, Tableau. \u0412 BI \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430\u0445 \u043e\u0447\u0435\u043d\u044c \u0432\u0430\u0436\u043d\u0430 \u0432\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u0430\u044f \u0441\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u044e\u0449\u0430\u044f. \u0415\u0441\u043b\u0438 \u0432\u044b \u043f\u043e\u0441\u043c\u043e\u0442\u0440\u0435\u043b\u0438 \u0434\u0435\u0441\u044f\u0442\u043a\u0438 \u0434\u0435\u043c\u043e-\u043e\u0442\u0447\u0435\u0442\u043e\u0432 BI-\u0441\u0438\u0441\u0442\u0435\u043c \u0438 \u0432\u0430\u043c [&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":[702],"tags":[],"class_list":["post-42152","post","type-post","status-publish","format-standard","hentry","category-news"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.1.1 - aioseo.com -->\n\t<meta name=\"description\" content=\"\u041a\u0442\u043e \u043c\u044b \u0442\u0430\u043a\u0438\u0435 \u0438 \u043a\u0430\u043a\u0438\u0435 \u0431\u044b\u043b\u0438 \u043f\u0440\u0435\u0434\u043f\u043e\u0441\u044b\u043b\u043a\u0438 \u043f\u0440\u043e\u0435\u043a\u0442\u0430? 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