E tele fa'amaumauga au'ili'ili fa'amaumauga i luga ole laiga ae o nisi taimi e matua faigata lava ona fa'ailoa nisi o mea e sili ona lelei mai nei fa'amaumauga fa'amaumauga i luga ole laiga.
Fa'amaumauga o fa'amaumauga o se tasi lea o pisinisi e sili ona vave fa'atupulaia ma sili ona mana'omia i aso nei. Fai mai le kamupani su'esu'e maketi Gartner o tupe fa'aalu pisinisi i fa'amaumauga ma au'ili'ili fofo o le a o'o atu i le $189 piliona i le 2022, mai le $150 piliona i le 2019.
E oʻo atu i le 2025, o le maketi o faʻamatalaga tetele a le lalolagi e faʻamoemoe e $ 103 piliona.
Ole faatupulaia ole mana'omia mo fa'apolofesa fa'asaienisi fa'amatalaga o lona uiga e to'atele tagata o lo'o faia a'oa'oga fa'amaumauga i luga ole laiga. I le avea o se faʻamanuiaga faʻaopoopo, o le tele o nei kosi e ofoina atu se tusi faamaonia poʻo se faʻamaoniga e fesoasoani ia te oe e tu matilatila ai.
Afai o loʻo e mafaufau e ave se tusipasi tusi pasi, matou te puipuia oe. Ua matou tu'ufa'atasia se lisi o fa'amaumauga sili ona lelei e 20 fa'amaumauga i luga ole laiga e fesoasoani ia te oe e amata ai. Ae a'o le'i faia lena mea, ia tatou mautinoa ua tatou i ai i le itulau e tasi.
Lisi o Mataupu
O le a le Data Analytics?
O le fa'agaioiina ma le fa'avasegaina o fa'amaumauga o fa'amaumauga o lo'o iai o le autu lea o fa'amaumauga fa'amaumauga. O lo'o taula'i le au su'esu'e i le atina'eina o auala mo le pu'eina, fa'agaioiina, ma le fa'atulagaina o fa'amaumauga ina ia maua ai fa'amatalaga e mafai ona fa'atino mo fa'afitauli o lo'o iai nei, fa'apea fo'i ma le fuafuaina o le auala sili e feso'ota'i ai nei fa'amatalaga.
I se fa'amatalaga faigofie, o fa'amaumauga ma au'ili'ili e popole i le su'eina o fofo i lu'itau ia tatou te le o mautinoa i tali. E fa'amoemoe fo'i i le tu'uina atu o fa'ai'uga e mafai ona maua vave ai fa'amanuiaga.
O fa'amaumauga o fa'amaumauga e aofia ai fo'i nisi lala o fa'amaumauga tetele ma au'ili'iliga e fesoasoani i le tu'ufa'atasia o fa'amaumauga tu'ufa'atasi ma le mauaina o feso'ota'iga a'o fa'afaigofie i'uga.
Fa'amanuiaga o Fa'amaumauga Fa'amaumauga
E tele fa'amanuiaga mo pisinisi i aso nei.
Fa'amatalaga Fa'amatalaga fesoasoani i:
- Lelei le faia o filifiliga,
- Fa'ataga lelei le pulea lelei o tulaga lamatia,
- Faaleleia le poto masani o tagata faatau, ma
- Fa'ateleina le tau fa'ailoga.
I le va'ai atu i nei tulaga lelei, o lo'o fa'atupula'ia le mana'oga mo tagata tomai fa'apitoa i le tulaga o fa'amaumauga fa'amaumauga.
O nei tagata tomai faʻapitoa e faʻamoemoe e le gata ina maua le poto faʻapitoa ae faʻapea foʻi le poto faʻapitoa e uiga i faʻamatalaga tetele faʻamaumauga.
Ina ia mautinoa lenei mea, o loʻo sailia e tagata e ana galuega ni sui ua maeʻa aʻoaʻoga poʻo aʻoaʻoga faʻamaonia e maua ai le faʻaalia o le mataupu.
I le faʻaopoopoga i le mafai ona suʻeina faʻamaumauga, e tatau foi i nei tagata tomai faapitoa ona mafai ona faia ni faʻamatalaga faʻamatalaga o ia faʻamatalaga ina ia mafai ai e tagata e le o ni faʻainisinia ona malamalama i ai. O le mea lea e fa'aoga ai meafaigaluega e pei o le Tableau. O meafaigaluega nei e mafai ai ona e faia ni siata fegalegaleai, kalafi, kalafi, ma laulau e faamatala ai se tala e uiga i le faatinoga a lau faalapotopotoga e faavae i luga o ana faailoga autu o faatinoga (KPIs).
Fa'amatalaga Fa'amatalaga Versus Fa'asaienisi Fa'amatalaga
Science Science ma Fa'amaumauga Fa'amaumauga e lua uma fa'atasi ma Big Data, ae i auala eseese. Fa'amatalaga Fa'asaienisi ose fa'aupuga lautele e tu'ufa'atasia uma fa'amaumauga fa'amaumauga ma fa'asaienisi fa'amaumauga.
Matematika, Fuainumera, Saienisi komepiuta, Fa'amatalaga Saienisi, Masini A'oa'oga, ma Fa'amatalaga Fa'amatalaga o lo'o aofia uma i Fa'amatalaga Saienisi.
Fa'amatalaga fa'amatalaga, fa'amatalaga fa'amatalaga, fa'ata'ita'iga fa'ata'ita'i, ma masini a'oa'oga algorithm atina'e o lo'o fa'aogaina uma e su'e ai fa'ata'ita'iga mai fa'amaumauga tetele ma fa'aliliuina i ni ta'iala tau pisinisi. Fa'amaumauga o fa'amaumauga, i le isi itu, e tele lava ina popole i Fa'amaumauga, Mathematics, ma Fa'amaumauga Fa'amaumauga.
Fa'amatalaga Fa'amatalaga e fa'atatau e fa'aalia ai fa'amatalaga fa'apitoa na maua mai, ae o Fa'amatalaga Saienisi e taula'i i le fa'ailoaina o feso'ota'iga taua i le va o fa'amaumauga tetele.
I se isi itu, Data Analytics o se vaega o Faʻamatalaga Saienisi e taulaʻi i faʻamatalaga sili atu ona auiliili i faʻafitauli o loʻo lagaina e Faʻamatalaga Science.
Fa'asaienisi Fa'amatalaga e fa'amoemoe e su'e mataupu fou ma manaia e ono fesoasoani i pisinisi e fa'afou. Ole su'esu'ega o fa'amaumauga, i le isi itu, e fa'amoemoe e su'e tali i nei fesili ma fuafua pe fa'apefea ona fa'atinoina i totonu o se kamupani e fa'amalosia ai fa'amatalaga fa'afou.
Lisi o Fa'amaumauga Sili Fa'amaumauga Fa'amaumauga i luga ole laiga
Lalo o se lisi o faʻamaumauga sili ona lelei i luga ole laiga i luga ole laiga:
- SAS Advanced Analytics Tusipasi Tomai Fa'apitoa
- SAS Fa'amaonia Fa'amatalaga Fa'atonu Tomai Fa'apitoa
- DASCA: Saienitisi Sinia Faʻamaumauga
- Microsoft Fa'amaonia: Azure Data Scientist Associate
- Tusipasi Fa'apolofesa Fa'asaienisi Fa'amatalaga IBM
- Tusipasi Fa'apolofesa Fa'asaienisi Fa'amatalaga a HarvardX
- Coursera: Fa'amatalaga Fa'asaienisi Fa'apitoa a le Iunivesite o John Hopkins
- EdX Big Data MicroMasters polokalame
- Udacity Business Analytics Nanodegree
- DataCamp Su'esu'ega Fa'amatalaga i Excel.
10 Fa'amaumauga fa'amaumauga sili ona lelei ile initaneti
1. SAS Advanced Analytics Tusipasi Tomai Fa'apitoa
Ole tulaga maualuga lea fa'amaumauga fa'asaienisi ofo mai e le SAS Academy mo Fa'asaienisi Fa'amatalaga, ma e aofia ai le tele o mataupu e pei o fa'amaumauga, su'esu'ega va'aia, fa'asologa o fa'amaumauga, fa'avae Hadoop, fa'amatalaga fa'amatalaga, ma isi mea.
E tatau i tamaiti aoga ona i ai ia le itiiti ifo ma le ono masina o polokalame faʻapolokalame aʻo leʻi talosaga mo le tusipasi, lea e aofia ai vasega e iva ma suʻega e tolu.
Ona o le tulaga fa'atulafonoina ma le tele o fa'amatalaga o le tele o mataupu fa'asaienisi fa'amaumauga, e to'atele e manatu o le fa'ailoga sili lea mo fa'amatalaga faasaienisi.
2. SAS Fa'amaonia Fa'amatalaga Fa'atonu Tomai Fa'apitoa
Ina ia fetaui ma sitaili eseese o tagata auai, o le SAS Big Data Certification o loʻo ofoina atu aʻoaʻoga e taʻitaʻia e faiaʻoga ma auala e aʻoaʻo ai le tagata lava ia.
A'o le'i lesitala, e tatau i tamaiti a'oga ona i ai se malamalamaga malosi i polokalame, e aofia ai fa'amatalaga fa'aogaina metotia ma SQL.
Meafaigaluega faʻatonutonu faʻamatalaga ma Hadoop o loʻo i ai i autu o loʻo aofia ai. E fa a'oa'oga ma na'o le tasi le su'ega i totonu o lenei afifi.
O le Fa'amaumauga o Fa'amaumauga, pei o isi tusipasi a le SAS, o se tautua fa'avae e tu'uina atu ia te oe le avanoa i le ao mo le tausaga ae e te le'i fa'afouina.
3. DASCA: Saienitisi Sinia Faʻamaumauga
O le Data Science Council of America, poʻo le DASCA, o le punavai autu lea o faʻamaumauga faʻasaienisi faʻavaomalo aloaia. O lona SDS (Senior Data Scientist) ma le PDS (Principal Data Scientist) faʻamaonia o loʻo i ai i le sili ona taʻutaʻua i le lalolagi mo saienitisi faʻamatalaga. Siaki pe faapefea avea ma se saienitisi faʻamatalaga ma se tikeri o le tagata malaga.
O sui mai matata eseese, e aofia ai le pulega o pisinisi, tupe, fuainumera, ma tekinolosi, e mafai ona fa'aogaina le tele o polokalame fa'amaonia a le kamupani fa'atau-neutral data science certification.
4. Microsoft Fa'amaonia: Azure Data Scientist Associate
E te manaʻo e malamalama pe faʻapefea ona fatuina ma faʻatautaia galuega aʻoaʻoga masini? O le tusipasi a le Azure Data Scientist Associate mai Microsoft e mo oe.
O le vaega pito sili ona lelei e uiga i lenei tusipasi a Microsoft o le mafai lea ona e su'esu'e mo le leai o se totogi e fa'aaoga ai meafaigaluega a'oa'oga a Microsoft, peita'i, e iai fo'i mea fa'apitoa, fa'atonu e ta'ita'ia filifiliga avanoa. O le tusipasi e aofia ai fofo AI, faʻaogaina gagana masani, ma aʻoaʻoga masini.
5. Tusipasi Fa'apolofesa Fa'asaienisi Fa'amatalaga IBM
O le IBM Data Science Professional Certificate o se isi fa'amatalaga aoga fa'amaumauga i luga ole laiga. O sui o lo'o mana'o e amata a latou galuega fa'asaienisi fa'apolofesa fa'apolofesa e ono mafaufau i le polokalame fa'amaonia fa'asaienisi tulaga amata.
O le tusipasi e aofia ai se folasaga i suʻesuʻega faʻamatalaga ma aʻoaʻoga masini, python, meafaigaluega tatala-puna, ma SQL i luga o le vasega e iva vasega.
E mafai ona fa'amae'a a latou kosi i lou lava taimi, a'o fautuaina e le au fai kosi e fa'amae'aina i le tolu masina.
6. Tusipasi Fa'apolofesa Fa'asaienisi Fa'amatalaga a HarvardX
E ofoina atu e HarvardX le tele o kosi i luga ole laiga ua fuafuaina e fesoasoani i polofesa faʻaleleia aʻoaʻoga ma aʻoaʻoga e ala i luga ole lotoa ma luga ole laiga.
Faatasi ai ma le HarvardX's Data Science Professional Certificate, e te aʻoaʻoina ai faʻamatalaga faʻasaienisi faʻavae e pei o le R ma le aʻoaʻoina o masini e ala i suʻesuʻega moni o le lalolagi.
O le HarvardX fa'amaumauga fa'asaienisi fa'asaienisi e tu'uina atu ai i tagata talosaga fa'amatalaga ma agava'a latou te mana'omia e fo'ia ai lu'itau su'esu'ega o fa'amaumauga o le lalolagi moni.
O kosi e iva o lo'o fausia ai le tusipasi fa'asaienisi fa'apolofesa fa'apolofesa e aofia ai matā'upu e aofia ai le va'aiga, a'oa'oga masini, fa'asologa o laina, fa'alavelave, femisa'i fa'amatalaga, ma isi mea.
7. Coursera: Fa'amatalaga Fa'asaienisi Fa'apitoa a le Iunivesite o John Hopkins
O lenei tusi pasi Coursera, ofo mai e le Iunivesite o John Hopkins, e lelei mo tagata fou o loʻo fia aʻoaʻoina pe faʻapefea ona fausia se oloa faʻamaumauga, faʻatupuina faʻamaumauga faʻamaumauga, ma faʻataʻitaʻi le aʻoaʻoina o masini.
Aʻo leʻi auai, e tatau i tamaiti aʻoga ona iai se masani masani ile Python.
O kosi e leai se totogi, ae o tagata ta'ito'atasi e fia maua tusipasi e ono totogi sina totogi, aua o le tele o tusipasi a Coursera e amata ile $50.
8. EdX Big Data MicroMasters polokalame
O lenei kosi o se vaega o le Big Data MicroMasters program ma o le a fesoasoani ia te oe e faʻaleleia au polokalame ma tomai faʻa-matematika aʻo e aʻoaʻo e uiga i faʻamaumauga tetele.
I lenei vasega, o le a e aʻoaʻo ai pe faʻafefea ona teu, taulimaina, ma auʻiliʻili faʻamaumauga ina ia mafai ai ona faia ni filifiliga sili atu pisinisi i le lalolagi numera o aso nei.
O le ae aʻoaʻoina pe faʻapefea ona faʻaogaina tekinolosi e pei o Apache Spark ma R, o meafaigaluega faʻapitoa taua. O le a mafai ona e fa'alatalata atu i lu'itau fa'asaienisi fa'amatalaga tetele ma le sogasoga ma le fa'amoemoe i le fa'ai'uga o lenei kosi.
9. Udacity Business Analytics Nanodegree
E te a'oa'oina tomai fa'amaumauga autu e mafai ona fa'aoga i galuega ma alamanuia i lenei polokalame. E te a'oa'oina le fa'aogaina o le Excel e su'esu'e ai fa'amaumauga ma fau fa'ata'ita'iga, SQL e su'esu'e ai fa'amaumauga, ma Tableau e fai ai fa'amatalaga fa'amatalaga fa'amatalaga.
E leai ni mea e mana'omia muamua mo lenei mataupu aoaoina.
Ua fautuaina e le Udacity e iai sau tomai fa'akomepiuta muamua ma ia mafai ona la'u mai ma fa'apipi'i le polokalame ina ia manuia.
10. DataCamp Su'esu'ega Fa'amatalaga i Excel
I lenei vasega, o le a e aʻoaʻoina ai pe faʻapefea ona faʻaogaina ala pupuu keyboard e teu ai le taimi, faʻaliliu ma mama faʻamaumauga faʻamaumauga e pei o tusitusiga, taimi, ma aso, ma fatuina galuega faʻapitoa ma faʻapipiʻi tuʻutuʻuga aʻo aʻoaʻo pe faʻapefea ona faʻaogaina ala pupuu keyboard sefe taimi.
E sili atu i le 35 galuega fou Excel, e aofia ai CONCATENATE, VLOOKUP, ma AVERAGEIF(S), faʻapea foʻi ma le galue i faʻamatalaga Kickstarter i le lalolagi moni e iloilo ai mea e manuia ai se poloketi, e ala i faʻataʻitaʻiga lima.
Fesili e masani ona fesiligia e uiga i luga ole laiga i luga ole laiga ole Online Data Analytics Online Certificate
O le a le tau o se tusi faamaonia o Data Analytics?
E aoga se tusipasi Fa'amaumauga Fa'amaumauga, Ioe! pe afai o lo'o e su'eina se galuega ile su'esu'eina o fa'amaumauga. O le fa'amaoniaina o fa'amaumauga o fa'amaumauga o le a tu'uina atu ai ia te oe tomai uma ma le poto e mana'omia e maua ai se galuega o se su'ega fa'amaumauga.
E mafai e se tagata su'esu'e fa'amaumauga ona galue i luga ole tulaga tuto'atasi?
Freelancing o se tasi lea o filifiliga sili mo suʻesuʻega faʻamaumauga i aso nei, mo tagata fou ma tagata atamamai. I le avea ai ma faʻamaumauga faʻasaienisi freelancer, e tele naua lou fetuutuunaʻi i tulaga o filifiliga o poloketi, pulega taimi, ma totogi. Ose filifiliga mata'utia fo'i mo tagata amata o lo'o mana'o e maua atili le poto masani e ala i le galue i galuega fa'alelalolagi.
O Fa'amaumauga Fa'amaumauga ose auala manuia galuega?
Ioe, au'ili'ili fa'amaumauga ose filifiliga atamai galuega aua o fa'amaumauga ua avea ma itu taua o so'o se faiga fa'ai'uga a le alamanuia. O le iʻuga, o suʻesuʻega faʻamaumauga e maualuga le manaʻomia, ma avea ai i latou ma se tasi o filifiliga pito i luga o galuega.
E i ai se mana'oga mo fa'ailoga i fa'amaumauga fa'amaumauga?
Latou te le faia, ia faamaoni. E le mana'omia e tagata su'esu'e fa'amaumauga le fa'ailoga o se vaega o latou tiute i lea aso ma lea aso. O galuega su'esu'e fa'amatalaga faigofie, e pei o le su'esu'eina o fa'asologa o fa'amaumauga a Google Analytics, e le masani ona mana'omia ai le faia o se code.
O le a le matafaioi a le SQL i le auiliiliga o faʻamatalaga?
O le SQL o le 'aano o manufasi ma pateta' o su'esu'ega o fa'amaumauga mo le tele o tagata-e fa'aaogaina e maua ai, fa'amama, ma au'ili'ili fa'amaumauga o lo'o i totonu o fa'amaumauga. E faigofie ona malamalama, ae o loʻo faʻaaogaina e kamupani maualuluga a le lalolagi e foia ai faʻafitauli faigata tele.
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iʻuga
O fa'amaumauga o fa'amaumauga o le va'aiga tele lea o tomai i le lua tausaga talu ai, ma o lo'o fa'aauau pea.
O pisinisi o loʻo aoina faʻamaumauga mo le tele o tausaga, ae o le toʻatele e le iloa pe faʻapefea ona faʻaogaina na faʻamatalaga e fai ai filifiliga sili atu pisinisi.
O le iʻuga, o loʻo sailia e kamupani tagata taʻitoʻatasi e mafai ona suʻeina ma faʻamatalaina ia faʻamatalaga. E manaʻomia e pisinisi tagata e mafai ona malamalama i faʻamaumauga ma faʻaliliu i se faʻamatalaga malamalama mo le pulega ina ia mafai ai ona latou faia ni filifiliga sili atu pisinisi. O tagata taʻitoʻatasi e iai nei faʻamatalaga auʻiliʻili tomai e mafai ona taʻua o suʻesuʻega faʻamaumauga poʻo suʻesuʻega atamai pisinisi (BI).
