{"id":96442,"date":"2020-10-11T19:42:46","date_gmt":"2020-10-11T17:42:46","guid":{"rendered":"https:\/\/prohoster.info\/blog\/administrirovanie\/kak-vybrat-instrument-dlya-biznes-analiza"},"modified":"2020-10-11T19:42:46","modified_gmt":"2020-10-11T17:42:46","slug":"kak-vybrat-instrument-dlya-biznes-analiza","status":"publish","type":"post","link":"https:\/\/prohoster.info\/et\/blog\/administrirovanie\/kak-vybrat-instrument-dlya-biznes-analiza","title":{"rendered":"Kuidas valida \u00e4rianal\u00fc\u00fcsi t\u00f6\u00f6riist","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<h2>Milline valik on Teil?<\/h2>\n<p>\nKallite ja keerukate BI-s\u00fcsteemide kasutamist v\u00f5ib tihti asendada lihtsate ja suhteliselt odavate, kuid siiski t\u00f5husate anal\u00fc\u00fcsit\u00f6\u00f6riistadega. Lugedes seda artiklit, saate hinnata oma vajadusi \u00e4rianal\u00fc\u00fctikas ja m\u00f5ista, milline variant sobib teie ettev\u00f5ttele paremini.<br \/>\n<noindex><a rel=\"nofollow\" name=\"habracut\"><\/a><\/noindex><br \/>\nLoomulikult on k\u00f5ikidel BI-s\u00fcsteemidel \u00e4\u00e4rmiselt keeruline arhitektuur ja nende rakendamine ettev\u00f5ttes ei ole lihtne \u00fclesanne, mis vajab suurt summat lahendamiseks ja k\u00f5rge kvalifikatsiooniga integreerijaid. Te peate korduvalt nende teenuseid kasutama, sest rakendamine ja t\u00f6\u00f6sse v\u00f5tmine ei j\u00e4\u00e4 ainsaks etapiks \u2013 tulevikus on vaja funktsionaalset t\u00e4iustamist, uute aruannete ja n\u00e4itajate arendamist. Arvestada tuleb, et kui s\u00fcsteem t\u00f6\u00f6tab edukalt, soovite, et selles t\u00f6\u00f6taks \u00fcha rohkem t\u00f6\u00f6tajaid, ja see t\u00e4hendab, et peate ostma t\u00e4iendavaid kasutaja litsentse.<\/p>\n<p>\u00dcheks edasij\u00f5udnud \u00e4rianal\u00fc\u00fcsi s\u00fcsteemide lahutamatuks omaduseks on \u00e4\u00e4rmiselt lai funktsionaalsuste komplekt, millest paljusid te kunagi ei kasuta, kuid maksate nende eest ikka ja j\u00e4lle litsentside pikendamisega.<\/p>\n<p>Need BI-s\u00fcsteemide omadused panevad kaaluma alternatiivi leidmist. Edasi pakun v\u00e4lja v\u00f5rrelda standardsete \u00fclesannete lahendamist raportite koostamisel Power BI ja Exceli abil.<\/p>\n<h2>Power BI v\u00f5i Excel?<\/h2>\n<p>\nReeglina koondab anal\u00fc\u00fctik kvartali m\u00fc\u00fcgiaruande koostamisel andmed raamatupidamiss\u00fcsteemidest, v\u00f5rreldes neid oma registritega ja kogudes VLOOKUP funktsiooni abil \u00fcheks tabeliks, mille alusel koostatakse aruanne.<\/p>\n<p>Kuidas lahendatakse seda \u00fclesannet Power BI abil? <\/p>\n<p>Andmed allikatest laaditakse s\u00fcsteemi ja valmistatakse ette anal\u00fc\u00fcsiks: jagatakse tabeliteks, puhastatakse ja vastandatakse. P\u00e4rast seda konstrueeritakse \u00e4ri mudel: tabelid \u00fchendatakse omavahel, m\u00e4\u00e4ratakse n\u00e4itajad, luuakse kasutaja hierarhiad. J\u00e4rgmine etapp on visualiseerimine. Siin, lihtsa lohistamise abil juhtnuppude ja vidinate vahel, koostatakse interaktiivne armatuurlaud. K\u00f5ik elemendid on seotud andmemudeliga. Anal\u00fc\u00fcsides v\u00f5imaldab see keskenduda vajalikele andmetele, filtreerides need k\u00f5igis vaadetes \u00fche nupuvajutusega mis tahes armatuurlauda elemendile.<\/p>\n<p>Milliseid eeliseid Power BI kasutamine traditsioonilise l\u00e4henemise ees v\u00f5ib antud n\u00e4ites t\u00e4heldada?<\/p>\n<p>1 \u2013 Andmete hankimise protsessi automatiseerimine ja nende anal\u00fc\u00fcsiks ettevalmistamine. <br \/>\n2 \u2013 \u00c4rimudeli koostamine.<br \/>\n3 \u2013 Uskumatud visualiseerimised.<br \/>\n4 \u2013 Piiritletud juurdep\u00e4\u00e4s aruannetele.<\/p>\n<p>N\u00fc\u00fcd vaatame iga punkti eraldi.<\/p>\n<p>1 \u2013 Andmete ettevalmistamiseks aruande koostamiseks tuleb \u00fchekordselt m\u00e4\u00e4rata protseduur, mis teostab \u00fchenduse andmetega ja nende t\u00f6\u00f6tlemise, ning iga kord, kui on vaja saada aruannet teatud ajavahemiku kohta, suunab Power BI andmed loodud protseduuri kaudu. Nii automatiseeritakse suur osa andmete anal\u00fc\u00fcsi ettevalmistamisest. Kuid asi on selles, et Power BI teostab andmete ettevalmistamise protseduuri t\u00f6\u00f6riista abil, mis on saadaval klassikalisel Exceli versioonil, ja seda nimetatakse <noindex><a rel=\"nofollow\" href=\"https:\/\/support.microsoft.com\/ru-ru\/office\/power-query-%E2%80%94-%D0%BE%D0%B1%D0%B7%D0%BE%D1%80-%D0%B8-%D0%BE%D0%B1%D1%83%D1%87%D0%B5%D0%BD%D0%B8%D0%B5-ed614c81-4b00-4291-bd3a-55d80767f81d\">Power Query<\/a><\/noindex>. See v\u00f5imaldab \u00fclesannet Excelis t\u00e4pselt sama moodi teostada.<\/p>\n<p>2 \u2013 Siin on sama olukord. Power BI t\u00f6\u00f6riist \u00e4rimudeli loomiseks on saadaval ka Excelis \u2013 see on <noindex><a rel=\"nofollow\" href=\"https:\/\/support.microsoft.com\/ru-ru\/office\/%D0%B7%D0%B0%D0%BF%D1%83%D1%81%D1%82%D0%B8%D1%82%D0%B5-%D0%BD%D0%B0%D0%B4%D1%81%D1%82%D1%80%D0%BE%D0%B9%D0%BA%D1%83-power-pivot-%D0%B4%D0%BB%D1%8F-excel-a891a66d-36e3-43fc-81e8-fc4798f39ea8\">Power Pivot<\/a><\/noindex>.<\/p>\n<p>3 \u2013 Nagu te t\u00f5en\u00e4oliselt oletate, on visualiseerimise osas samuti sarnane olukord: Exceli laiendus \u2014 <noindex><a rel=\"nofollow\" href=\"https:\/\/support.microsoft.com\/ru-ru\/office\/power-view-%D0%B8%D1%81%D1%81%D0%BB%D0%B5%D0%B4%D0%BE%D0%B2%D0%B0%D0%BD%D0%B8%D0%B5-%D0%B2%D0%B8%D0%B7%D1%83%D0%B0%D0%BB%D0%B8%D0%B7%D0%B0%D1%86%D0%B8%D1%8F-%D0%B8-%D0%BF%D1%80%D0%B5%D0%B4%D1%81%D1%82%D0%B0%D0%B2%D0%BB%D0%B5%D0%BD%D0%B8%D0%B5-%D0%B4%D0%B0%D0%BD%D0%BD%D1%8B%D1%85-98268d31-97e2-42aa-a52b-a68cf460472e\">Power View<\/a><\/noindex> teeb sellega suurep\u00e4rast t\u00f6\u00f6d.<\/p>\n<p>4 \u2013 Tuleb veel lahendada juurdep\u00e4\u00e4s aruannetele. Siin ei ole k\u00f5ik nii roosiline. Asi on selles, et Power BI on pilveteenus, millele p\u00e4\u00e4seb ligi isikliku konto kaudu. Teenuse juhataja jagab kasutajad gruppidesse ja m\u00e4\u00e4rab neile erineva juurdep\u00e4\u00e4su taseme aruannetele. Nii saavutatakse \u00f5iguste eristamine ettev\u00f5tte t\u00f6\u00f6tajate vahel. Seega n\u00e4evad anal\u00fc\u00fctikud, juhid ja direktorid, k\u00fclastades sama lehte, aruannet enda jaoks sobivas vormingus. Juurdep\u00e4\u00e4s teatud andmestikule v\u00f5i kogu aruandele v\u00f5ib olla piiratud. Kui aga aruanne on Exceli formaadis failis, siis s\u00fcsteemiadministraatori abil on v\u00f5imalik juurdep\u00e4\u00e4su k\u00fcsimust lahendada, kuid see ei ole enam sama. J\u00f5uan tagasi selle k\u00fcsimuse juurde, kui kirjeldan ettev\u00f5tteportaali omadusi.<\/p>\n<p>Tasub m\u00e4rkida, et ettev\u00f5tte vajadus keerukate ja ilusate juhtpaneelide j\u00e4rele ei ole tavaliselt suur. Sageli kasutatakse andmeanal\u00fc\u00fcsiks Excelit ning p\u00e4rast \u00e4rimudeli koostamist ei kasuta nad Power View v\u00f5imalusi, vaid piiravad end lihtsalt kokkuv\u00f5tte tabelitega. Need pakuvad OLAP-funktsionaalsust, mis on enamasti piisav enamiku \u00e4rianal\u00fc\u00fcsi \u00fclesannete t\u00e4itmiseks.<\/p>\n<p>Seega v\u00f5ib Excelis \u00e4rianal\u00fc\u00fcsi teostamine rahuldada keskmise ettev\u00f5tte vajadusi v\u00e4ikese t\u00f6\u00f6tajate arvu korral, kes vajavad aruandeid. Siiski, kui teie ettev\u00f5tte n\u00f5udmised on ambitsioonikamad, \u00e4rge kiirustage kasutama t\u00f6\u00f6riistu, mis lahendavad k\u00f5ik koheselt.<\/p>\n<p>Pakun teile professionaalsemat l\u00e4henemist, mille abil saate oma isikliku, t\u00e4iesti hallatava ja automatiseeritud s\u00fcsteemi \u00e4rianal\u00fc\u00fcsi aruannete koostamiseks, kusjuures ligip\u00e4\u00e4s neile on piiritletud.<\/p>\n<h2>ETL ja DWH<\/h2>\n<p>\nVarasemates l\u00e4henemisviisides \u00e4riaruanne koostamisele toimus andmete laadimine ja ettevalmistamine anal\u00fc\u00fcsiks tehnoloogia Power Query abil. See meetod j\u00e4\u00e4b t\u00e4iesti \u00f5igustatuks ja t\u00f5husaks seni, kuni andmeallikaid on v\u00e4he: \u00fcks raamatupidamiss\u00fcsteem ja Exceli tabelitest p\u00e4rinevad registrid. Kuid andmes\u00fcsteemide arvu suurenedes muutub Power Query abil selle \u00fclesande lahendamine v\u00e4ga koormavaks ning hooldamise ja arendamise osas keeruliseks. Nendel juhtudel tulevad appi ETL-t\u00f6\u00f6riistad. <\/p>\n<p>Nende abil on v\u00f5imalik andmeid allikatest eksportida (Extract), need muuta (Transform), mis h\u00f5lmab puhastamist ja vastendamist, ning laadida need andmehoidlasse (Load). Andmehoidla (DWH \u2014 Data Warehouse) on tavaliselt relatsiooniline andmebaas, mis asub serveris. See andmebaas sisaldab anal\u00fc\u00fcsiks sobivaid andmeid. ETL-protsess k\u00e4ivitatakse ajakava j\u00e4rgi, et ajakohastada andmehoidlas olevaid andmeid. \u00dctlemata ei j\u00e4\u00e4, et kogu selle keerukuse haldamine toimub suurep\u00e4raselt Integration Services'i kaudu, mis kuuluvad MS SQL Serveri koosseisu.<\/p>\n<p>Nagu ikka, \u00e4rimudelite andmete ja visualiseerimise koostamiseks saab kasutada Excelit, Power BI-d v\u00f5i muid anal\u00fc\u00fcsit\u00f6\u00f6riistu, nagu Tableau v\u00f5i Qlik Sense. Enne seda soovin siiski juhtida t\u00e4helepanu veel \u00fchele v\u00f5imalusele, millest te v\u00f5isite mitte teadlik olla, kuigi see on teile ammu k\u00e4tte saadav. R\u00e4\u00e4gime \u00e4rimudelite koostamisest MS SQL Serveri anal\u00fc\u00fcsiteenuste abil, t\u00e4psemalt Analysis Services'i kaudu.<\/p>\n<h2>Andmemudelid MS Analysis Services'is<\/h2>\n<p>\nSee artikli osa on huvitavam neile, kes juba kasutavad MS SQL Serverit oma ettev\u00f5ttes.<\/p>\n<p>Praeguseks pakuvad Analysis Services kaks t\u00fc\u00fcpi andmemudeleid \u2013 need on mitmem\u00f5\u00f5tmelised ja tabelimudelid. Lisaks on need mudelid omavahel seotud ning mudeli n\u00e4itajate v\u00e4\u00e4rtused on eelk\u00f5ige agreggeeritud ja salvestatud OLAP-kuubikute rakkudesse, millele p\u00e4\u00e4seb ligi MDX- v\u00f5i DAX-p\u00e4ringute kaudu. Sellise andmete salvestamise arhitektuuri t\u00f5ttu tagatakse, et p\u00e4ringud, mis h\u00f5lmavad miljoneid kirjeid, saavad vastuse sekundite jooksul. Selline andmete juurde p\u00e4\u00e4semise viis on vajalik ettev\u00f5tetele, kelle tehingute tabelid sisaldavad miljonitest kirjed (\u00fclemine piir ei ole piiratud).<\/p>\n<p>Excel, Power BI ja paljud teised \u201ep\u00e4ris\u201c t\u00f6\u00f6riistad oskavad nende mudelitega \u00fchendada ning andmeid visualiseerida.<\/p>\n<p>Kui olete v\u00f5tnud \u201earenenud\u201c suuna: automatiseerinud ETL-protsessi ja loonud \u00e4rimudeleid MS SQL Serveri teenuste abil, siis olete igati v\u00e4\u00e4rt omaenda ettev\u00f5tte portaali.<\/p>\n<h2>Ettev\u00f5tte portaal<\/h2>\n<p>\nSelle kaudu saavad administraatorid j\u00e4lgida ja hallata aruannete koostamise protsessi. Portaali olemasolu v\u00f5imaldab ettev\u00f5tte registere \u00fchtlustada: teave klientide, toodete, juhtide ja tarnijate kohta on k\u00f5igile, kes seda kasutavad, \u00fches kohas saadaval, et neid v\u00f5rrelda, redigeerida ja alla laadida. Portaali kaudu on v\u00f5imalik rakendada erinevaid funktsioone raamatupidamiss\u00fcsteemide andmete muutmiseks, n\u00e4iteks hallata andmete replikatsiooni. Mis k\u00f5ige t\u00e4htsam, portaali abil lahendatakse t\u00f5husalt probleem, kuidas korraldada piiritletud juurdep\u00e4\u00e4su raportitele - t\u00f6\u00f6tajad n\u00e4evad vaid neid aruandeid, mis on ette valmistatud spetsiaalselt nende osakondade jaoks etten\u00e4htud vormis.<\/p>\n<p>Kuid hetkel ei ole selge, kuidas aruannete kuvamine portaali lehel korraldatakse. Sellele k\u00fcsimusele vastamiseks tuleb esmalt kindlaks teha tehnoloogia, mille alusel portaal \u00fcles ehitatakse. Soovitan v\u00f5tta aluseks m\u00f5ne raamistikku: ASP.NET MVC\/Web Forms\/Core v\u00f5i Microsoft SharePoint. Kui teie ettev\u00f5ttes on v\u00e4hemalt \u00fcks .NET arendaja, ei tohiks valik olla keeruline. N\u00fc\u00fcd saame valida rakendusse inteeritud OLAP-kliendi, mis suudab \u00fchenduda multidimensionaalsete v\u00f5i tabelimudelitega Analysis Services teenustes.<\/p>\n<h2>OLAP-kliendi valik visualiseerimiseks<\/h2>\n<p>\nV\u00f5rdleme m\u00f5ningaid t\u00f6\u00f6riistu integreerimise keerukuse, funktsionaalsuse ja hinna poolest: Power BI, Telerik UI for ASP.NET MVC komponendid ja RadarCube ASP.NET MVC komponendid.<\/p>\n<h3>Power BI<\/h3>\n<p>\nEt korraldada ettev\u00f5tte t\u00f6\u00f6tajatele juurdep\u00e4\u00e4s Power BI aruannetele oma portaali lehel, tuleb kasutada funktsiooni <noindex><a rel=\"nofollow\" href=\"https:\/\/docs.microsoft.com\/ru-ru\/power-bi\/developer\/embedded\/\">Power BI Embedded<\/a><\/noindex>.<\/p>\n<p>\u00dctlen kohe, et on vajalik Power BI Premium litsents ja lisanduv eraldi maht. Eraldi mahu olemasolu v\u00f5imaldab avaldada armatuurlaudu ja aruandeid organisatsiooni kasutajatele ilma nendele litsentside soetamiseta.<\/p>\n<p>Esmaltatud Power BI Desktopis genereeritud aruanne avaldatakse Power BI portaalis ning seej\u00e4rel integreeritakse, kasutades teatud keerukaid seadistusi, veebirakenduse lehele. <\/p>\n<p>Lihtsa aruande koostamise ja avaldamise protsessiga saab hakkama anal\u00fc\u00fctik, kuid integreerimisega v\u00f5ivad esineda t\u00f5sised probleemid. Samuti on keeruline m\u00f5ista, kuidas see t\u00f6\u00f6riist t\u00f6\u00f6tab: suure hulga seadistuste, tellimuste, litsentside ja mahutitega seotud asjaolud t\u00f5stavad oluliselt spetsialisti ettevalmistustaseme n\u00f5udeid. Seet\u00f5ttu on see \u00fclesanne parem usaldada IT-spetsialistile.<\/p>\n<h3>Telerik ja RadarCube komponendid<\/h3>\n<p>\nTelerik ja RadarCube komponentide integreerimiseks on piisav, kui valdad programmeerimistehnoloogiaid algtasemel. Seet\u00f5ttu piisab IT-osakonna \u00fchel programmeerijal professionaalsetest oskustest. K\u00f5ik, mis on vajalik, on komponent paigutada veebilehele ja kohandada neid vastavalt oma vajadustele.<\/p>\n<p>Komponent <noindex><a rel=\"nofollow\" href=\"https:\/\/demos.telerik.com\/aspnet-mvc\/pivotgrid\">PivotGrid<\/a><\/noindex> Telerik UI for ASP.NET MVC integreerub elegantse viisil Razoris ja pakub k\u00f5ige vajalikumaid OLAP-funktsioone. Kui aga vajate paindlikumaid liidese seadistusi ja arenenud funktsionaalsust, on parem kasutada komponente. <noindex><a rel=\"nofollow\" href=\"https:\/\/www.radar-soft.ru\/radarcube-aspnet-mvc-features\">RadarCube ASP.NET MVC<\/a><\/noindex>. Suur hulk seadistusi ja rikkalik funktsionaalsus koos selle \u00fcmberdefineerimise ja laiendamise v\u00f5imalustega v\u00f5imaldavad luua s\u00f5ltumatult keerulise OLAP-aruande.<\/p>\n<p>Allpool on toodud tabel, mis v\u00f5rdleb arutletavate t\u00f6\u00f6riistade omadusi madala-keskmise-k\u00f5rge skaalal.<\/p>\n<p>&nbsp;<br \/>\nPower BI<br \/>\nTelerik UI for ASP.NET MVC<br \/>\nRadarCube ASP.NET MVC<\/p>\n<p>Visualiseerimine<br \/>\nK\u00f5rge<br \/>\nMadalaim<br \/>\nKeskmine<\/p>\n<p>OLAP-funktsioonide komplekt<br \/>\nK\u00f5rge<br \/>\nMadalaim<br \/>\nK\u00f5rge<\/p>\n<p>Seadistamise paindlikkus<br \/>\nK\u00f5rge<br \/>\nK\u00f5rge<br \/>\nK\u00f5rge<\/p>\n<p>Funktsioonide \u00fcmberdefineerimise v\u00f5imalus<br \/>\n&#8212;<br \/>\n&#8212;<br \/>\n+<\/p>\n<p>Programmiline kohandamine<br \/>\n&#8212;<br \/>\n &#8212;<br \/>\n+<\/p>\n<p>Integreerimise ja seadistamise keerukuse tase<br \/>\nK\u00f5rge<br \/>\nMadalaim<br \/>\nKeskmine<\/p>\n<p>Minimaalne hind<br \/>\nPower BI Premium EM3<\/p>\n<p> 190 000 kr.\/kuu<br \/>\nLitsents \u00fche arendaja jaoks<\/p>\n<p>90 000 kr.<\/p>\n<p>Litsents \u00fche arendaja jaoks<\/p>\n<p>25 000 kr.<\/p>\n<p>\nN\u00fc\u00fcd v\u00f5ime liikuda anal\u00fc\u00fcsivahendi valimise kriteeriumide m\u00e4\u00e4ratlemise juurde.<\/p>\n<h3>Power BI valimise tingimused<\/h3>\n<p><\/p>\n<ul>\n<li>Teid huvitavad aruanded, mis sisaldavad mitmekesiseid n\u00e4itajaid ja andmetega seotud elemente.<\/li>\n<li>Soovite, et aruannetega tegelevad t\u00f6\u00f6tajad saaksid kiiresti ja lihtsalt vastuseid esitatud \u00e4rik\u00fcsimustele arusaadaval kujul.<\/li>\n<li>Ettev\u00f5ttes t\u00f6\u00f6tab IT-spetsialist, kellel on BI-arenduse oskused.<\/li>\n<li>Ettev\u00f5tte eelarves on suur summa kuise pilveteenuse arenduse maksmiseks.<\/li>\n<\/ul>\n<p><\/p>\n<h3>Telerik komponentide valimise tingimused<\/h3>\n<p><\/p>\n<ul>\n<li>Vajalik lihtne OLAP-klient ad hoc anal\u00fc\u00fcsi jaoks.<\/li>\n<li>Ettev\u00f5ttes on algtaseme .NET arendaja.<\/li>\n<li>V\u00e4ike eelarve litsentsi \u00fchekordseks ostmiseks ja edasistele uuendustele, mille allahindlus on alla 20%.<\/li>\n<\/ul>\n<p><\/p>\n<h3>RadarCube komponentide valimise tingimused<\/h3>\n<p><\/p>\n<ul>\n<li>Vajalik mitmek\u00fclgne OLAP-klient, millel on kasutajaliidese kohandamise v\u00f5imalus ja mis toetab oma funktsioonide integreerimist.<\/li>\n<li>Ettev\u00f5ttes on kesktaseme .NET arendaja. Kui sellist pole, pakuvad komponendi arendajad oma teenuseid, kuid t\u00e4iendava tasu eest, mis ei \u00fcleta ametliku programmeerija palka.<\/li>\n<li>V\u00e4ike eelarve litsentsi \u00fchekordseks ostmiseks ja edasistele uuendustele, mille allahindlus on 60%.<\/li>\n<\/ul>\n<p><\/p>\n<h2>Kokkuv\u00f5te<\/h2>\n<p>\nOma \u00e4rianal\u00fc\u00fcsi t\u00f6\u00f6riista \u00f5ige valik v\u00f5imaldab t\u00e4ielikult loobuda aruandluse koostamisest Excelis. Teie ettev\u00f5te saab j\u00e4rk-j\u00e4rgult ja valutult liikuda tipptasemel BI-tehnoloogiate kasutamisele ning automatiseerida anal\u00fc\u00fctikute t\u00f6\u00f6d k\u00f5ikides osakondades.<br \/>\n<br \/>Allikas: <a content=\"nofollow\" rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/post\/522632\/\">habr.com<\/a> <\/p>","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"rendered":"<p>\u041a\u0430\u043a\u043e\u0439 \u0443 \u0412\u0430\u0441 \u0432\u044b\u0431\u043e\u0440? \u0427\u0430\u0441\u0442\u043e \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u0434\u043e\u0440\u043e\u0433\u0438\u0445 \u0438 \u0441\u043b\u043e\u0436\u043d\u044b\u0445 BI-\u0441\u0438\u0441\u0442\u0435\u043c \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0437\u0430\u043c\u0435\u043d\u0435\u043d\u043e \u043f\u0440\u043e\u0441\u0442\u044b\u043c\u0438 \u0438 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u043d\u0435\u0434\u043e\u0440\u043e\u0433\u0438\u043c\u0438, \u043d\u043e \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u044b\u043c\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c\u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\u043c\u0438. \u041f\u0440\u043e\u0447\u0438\u0442\u0430\u0432 \u044d\u0442\u0443 \u0441\u0442\u0430\u0442\u044c\u044e, \u0412\u044b \u0441\u043c\u043e\u0436\u0435\u0442\u0435 \u043e\u0446\u0435\u043d\u0438\u0442\u044c \u0412\u0430\u0448\u0438 \u043f\u043e\u0442\u0440\u0435\u0431\u043d\u043e\u0441\u0442\u0438 \u0432 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0438 \u0438 \u043f\u043e\u043d\u044f\u0442\u044c \u043a\u0430\u043a\u043e\u0439 \u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u043b\u0443\u0447\u0448\u0435 \u043f\u043e\u0434\u043e\u0439\u0434\u0435\u0442 \u0434\u043b\u044f \u0412\u0430\u0448\u0435\u0433\u043e \u0431\u0438\u0437\u043d\u0435\u0441\u0430. \u0420\u0430\u0437\u0443\u043c\u0435\u0435\u0442\u0441\u044f, \u0432\u0441\u0435 BI-\u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0438\u043c\u0435\u044e\u0442 \u0447\u0440\u0435\u0437\u0432\u044b\u0447\u0430\u0439\u043d\u043e \u0441\u043b\u043e\u0436\u043d\u0443\u044e \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0443 \u0438 \u0438\u0445 \u0432\u043d\u0435\u0434\u0440\u0435\u043d\u0438\u0435 \u0432 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438, \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f [&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-96442","post","type-post","status-publish","format-standard","hentry","category-administrirovanie"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 4.9.10 - aioseo.com -->\n\t<meta name=\"description\" content=\"\u041a\u0430\u043a\u043e\u0439 \u0443 \u0412\u0430\u0441 \u0432\u044b\u0431\u043e\u0440? 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