Pali zambiri zotsimikizira kusanthula kwa data pa intaneti koma nthawi zina zimakhala zovuta kudziwa zina mwazabwino kwambiri pazitsimikizo zonse zapa intaneti.
Ma data analytics ndi amodzi mwamakampani omwe akukula mwachangu komanso omwe akufunidwa kwambiri masiku ano. Kampani yofufuza zamsika ya Gartner ikupanga kuti ndalama zomwe mabizinesi amawonongera pa data ndi ma analytics afika $ 189 biliyoni mu 2022, kuchokera pa $ 150 biliyoni mu 2019.
Pofika 2025, msika waukulu wapadziko lonse lapansi ukuyembekezeka kukhala wokwanira $ 103 biliyoni.
Kuwonjezeka kwakufunika kwa akatswiri a sayansi ya data kumatanthauza kuti anthu ambiri kuposa kale akuphunzira maphunziro a analytics pa intaneti. Monga phindu lowonjezera, ambiri mwa maphunzirowa amapereka satifiketi kapena mbiri yokuthandizani kuti muwoneke bwino.
Ngati mukuganiza kutenga a chitsimikizo, takupatsani inu. Tapanga mndandanda waziphaso 20 zabwino kwambiri zowunikira pa intaneti kuti zikuthandizeni kuti muyambe. Koma izi zisanachitike, tiyeni tiwonetsetse kuti tili patsamba lomwelo.
M'ndandanda wazopezekamo
Kodi data Analytics ndi chiani?
Kusanthula ndi kusanthula kwa ma dataset omwe alipo ndi nkhani ya kusanthula kwa data. Ofufuza amayang'ana kwambiri kupanga njira zojambulira, kukonza, ndi kulinganiza deta kuti apeze zidziwitso zomwe zingatheke pazovuta zomwe zikuchitika, komanso kudziwa njira yabwino yolankhulirana izi.
Mwachidule, ma data ndi ma analytics akukhudzidwa ndikupeza mayankho pazovuta zomwe sitikudziwa mayankho ake. Komanso predicated popereka zotsatira zimene zingabweretse phindu mwamsanga.
Kusanthula kwa data kumaphatikizansopo nthambi zina zingapo zazikuluzikulu zowerengera ndi kusanthula komwe kumathandizira kuphatikiza magwero a data osiyanasiyana ndikupeza maulalo pomwe kufewetsa zotsatira.
Ubwino wa Data Analytics
Kusanthula kwa data kwakukulu kuli ndi maubwino angapo kwa mabizinesi masiku ano.
Data Analytics imathandizira pa:
- Kupanga ziganizo zabwino,
- Imathandizira kuyendetsa bwino ngozi,
- Kupititsa patsogolo makasitomala, ndi
- Zimawonjezera mtengo wamtundu.
Poganizira zaubwinowu, pakukula kufunikira kwa akatswiri aluso pantchito yosanthula deta.
Akatswiriwa sakuyenera kukhala ndi chidziwitso chongopeka komanso chidziwitso chokhudza kusanthula kwakukulu kwa data.
Kuti awonetsetse izi, olemba anzawo ntchito akuyang'ana ofuna kulowa nawo maphunziro kapena maphunziro a certification omwe amapereka chidziwitso pankhaniyi.
Kuphatikiza pa kutha kusanthula deta, akatswiriwa ayeneranso kupanga zithunzi zowonetsera za detayo kuti ogwiritsa ntchito omwe si amisiri amvetse. Apa ndipamene zida monga Tableau zimayambira. Zida zimenezi zimakupatsani mwayi wopanga ma chart, ma graph, ma graph, ndi matebulo omwe amafotokoza nkhani ya momwe gulu lanu limagwirira ntchito potengera zizindikiro zake zazikulu (KPIs).
Data Analytics Versus Data Science
Data Sayansi ndi Data Analytics onse amachita ndi Big Data, koma m'njira zosiyanasiyana. Sayansi ya Data ndi liwu lalikulu lomwe limaphatikizapo kusanthula kwa data ndi sayansi ya data.
Masamu, Ziwerengero, Sayansi ya kompyuta, Information Science, Machine Learning, ndi Artificial Intelligence zonse zikuphatikizidwa mu Data Science.
Kupanga ma data, kuyerekezera kwa data, kulosera zam'tsogolo, komanso kupanga makina ophunzirira makina onse amagwiritsidwa ntchito kuti apeze mawonekedwe amitundu yayikulu ndikusandutsa njira zamabizinesi atanthauzo. Kusanthula kwa data, kumbali ina, kumakhudzidwa kwambiri ndi Statistics, Masamu, ndi Statistical Analysis.
Data Analytics cholinga chake ndi kuwulula zidziwitso zomwe zachotsedwa, pomwe Data Science imayang'ana pakuvumbulutsa kulumikizana kwakukulu pakati pa ma dataset ambiri.
Kunena mwanjira ina, Data Analytics ndi kagawo kakang'ono ka Data Science komwe kamayang'ana kwambiri mayankho atsatanetsatane kuzinthu zomwe Data Science imadzutsa.
Data Science ikufuna kupeza zatsopano komanso zosangalatsa zomwe zingathandize mabizinesi kupanga zatsopano. Kusanthula kwa deta, kumbali ina, kumafuna kupeza mayankho a mafunsowa ndikuwona momwe angagwiritsire ntchito mkati mwa kampani kulimbikitsa zatsopano zoyendetsedwa ndi deta.
Mndandanda Wama Satifiketi Abwino Kwambiri pa Data Analytics Pa intaneti
Pansipa pali mndandanda wazidziwitso zabwino kwambiri pa intaneti za Data Analytics:
- SAS Advanced Analytics Professional Certification
- SAS Certified Data Curation Professional
- DASCA: Senior Data Scientist
- Microsoft Certified: Azure Data Scientist Associate
- IBM Data Science Professional Certificate
- HarvardX's Data Science Professional Certificate
- Coursera: Data Science Specialization yolembedwa ndi John Hopkins University
- Pulogalamu ya EdX Big Data MicroMasters
- Udacity Business Analytics Nanodegree
- DataCamp Data Analysis mu Excel.
10 Zitsimikizo zabwino kwambiri za data analytics pa intaneti
1. SAS Advanced Analytics Professional Certification
Ichi ndi chapamwamba satifiketi ya sayansi ya data zoperekedwa ndi SAS Academy for Data Science, ndipo ili ndi mitu yambiri monga ziwerengero, kusanthula kowonera, kuwongolera zinthu, maziko a Hadoop, migodi ya data, ndi zina zambiri.
Ophunzira ayenera kukhala ndi maphunziro osachepera miyezi isanu ndi umodzi asanalembetse chiphaso, chomwe chimakhala ndi maphunziro asanu ndi anayi ndi mayeso atatu.
Chifukwa cha kuvomerezeka kwa nsanja komanso kufalitsa nkhani zambiri za sayansi ya data, ambiri amawona kuti ichi ndi chiphaso chachikulu kwambiri cha sayansi ya data.
2. SAS Certified Data Curation Professional
Kuti zigwirizane ndi masitaelo osiyanasiyana ophunzirira omwe akutenga nawo mbali, SAS Big Data Certification imapereka maphunziro motsogozedwa ndi aphunzitsi komanso njira zophunzirira pawokha pa e-Learning.
Asanalembetse, ophunzira ayenera kumvetsetsa bwino za mapulogalamu, kuphatikiza njira zosinthira deta ndi SQL.
Zida zowongolera deta ndi Hadoop ndi ena mwa mitu yomwe yafotokozedwa. Pali maphunziro anayi ndi mayeso mmodzi yekha phukusili.
Satifiketi ya Data Curation, monga ziphaso zina za SAS, ndi ntchito yolembetsa yomwe imakupatsani mwayi wofikira pamtambo kwa chaka chimodzi musanayikonzenso.
3. DASCA: Senior Data Scientist
Data Science Council of America, kapena DASCA, ndiye gwero lotsogola la ziphaso zasayansi zodziwika padziko lonse lapansi. Maupangiri ake a SDS (Senior Data Scientist) ndi PDS (Principal Data Scientist) ndi ena mwa odziwika kwambiri padziko lonse lapansi kwa asayansi a data. Onani momwe mungachitire kukhala wasayansi wa data ndi digiri ya bachelor.
Otsatira ochokera m'machitidwe osiyanasiyana, kuphatikiza kasamalidwe ka bizinesi, zachuma, ziwerengero, ndiukadaulo, atha kutengerapo mwayi pamapulogalamu otsimikizira zaukadaulo a mavenda-neutral data science certification.
4. Microsoft Certified: Azure Data Scientist Associate
Kodi mukufuna kumvetsetsa momwe mungapangire ndikuyendetsa ntchito zophunzirira makina? Satifiketi ya Azure Data Scientist Associate yochokera ku Microsoft ndi yanu.
Gawo labwino kwambiri pazatifiketi ya Microsoft ndikuti mutha kuliphunzira kwaulere pogwiritsa ntchito zida zophunzirira za Microsoft, komabe, palinso zosankha zotsogozedwa ndi aphunzitsi zomwe zilipo. Chitsimikizocho chimaphatikizapo mayankho a AI, kukonza zilankhulo zachilengedwe, komanso kuphunzira pamakina.
5. IBM Data Science Professional Certificate
IBM Data Science Professional Certificate ndi chidziwitso chinanso chofunikira pa intaneti. Omwe akufuna kuyambitsa ntchito zawo zasayansi yaukadaulo angaganizire pulogalamu ya satifiketi ya sayansi ya data yoyambira.
Chitsimikizocho chimaphatikizapo kuyambitsa kwa sayansi ya data ndi kuphunzira makina, python, zida zotsegula, ndi SQL pamaphunziro asanu ndi anayi.
Maphunziro awo atha kumalizidwa nthawi yanu, pomwe opanga maphunzirowo amalimbikitsa kuti amalize m'miyezi itatu.
6. HarvardX's Data Science Professional Certificate
HarvardX imapereka maphunziro osiyanasiyana a pa intaneti opangidwa kuti athandize aphunzitsi kupititsa patsogolo kaphunzitsidwe ndi kuphunzira kudzera pasukulu ndi pa intaneti.
Ndi HarvardX's Data Science Professional Certificate, muphunzira zoyambira za sayansi ya data monga R ndi kuphunzira pamakina kudzera mu maphunziro a zochitika zenizeni padziko lapansi.
Satifiketi ya sayansi ya data ya HarvardX imapatsa olemba ntchito chidziwitso ndi kuthekera komwe amafunikira kuti athane ndi zovuta zakusanthula kwapadziko lonse lapansi.
Maphunziro asanu ndi anayi omwe amapanga certification yaukadaulo wa data amaphimba mitu yophatikizira kuwona, kuphunzira pamakina, kutsika kwa mzere, kuthekera, kukangana kwa data, ndi zina zambiri.
7. Coursera: Data Science Specialization yolembedwa ndi John Hopkins University
Satifiketi ya Coursera iyi, yoperekedwa ndi John Hopkins University, ndiyabwino kwa oyamba kumene omwe akufuna kuphunzira kupanga chinthu cha data, kupanga ziganizo zoyendetsedwa ndi data, ndikuyeserera kuphunzira pamakina.
Asanalowe, ophunzira ayenera kudziwa bwino Python.
Maphunziro ndi aulere, koma anthu omwe akufuna kutsimikiziridwa amayenera kulipira pang'ono, popeza zambiri za Coursera zimayambira pa $50.
8. Pulogalamu ya EdX Big Data MicroMasters
Maphunzirowa ndi gawo la pulogalamu ya Big Data MicroMasters ndipo adzakuthandizani kupititsa patsogolo luso lanu la mapulogalamu ndi masamu pamene mukuphunzira za kusanthula deta.
M'maphunzirowa, muphunzira kusunga, kusunga, ndi kusanthula deta kuti mupange zisankho zabwino zamabizinesi m'dziko lamakono la digito.
Muphunzira kugwiritsa ntchito matekinoloje monga Apache Spark ndi R, omwe ndi zida zowunikira. Mudzatha kuthana ndi zovuta zazikulu za sayansi ya data ndiukadaulo komanso kuchitapo kanthu pakutha kwa maphunzirowa.
9. Udacity Business Analytics Nanodegree
Mudziwa maluso ofunikira a data omwe angagwiritsidwe ntchito pazonse ndi mafakitale mu pulogalamuyi. Muphunzira momwe mungagwiritsire ntchito Excel kusanthula deta ndi kupanga zitsanzo, SQL kuti mufufuze nkhokwe, ndi Tableau kuti mupange zithunzi zowonetsera deta.
Palibe zofunikira pamaphunziro oyambira awa.
Udacity adakulimbikitsani kuti mukhale ndi ukadaulo wapakompyuta ndipo mutha kutsitsa ndikuyika pulogalamuyo kuti muchite bwino.
10. DataCamp Data Analysis mu Excel
M'maphunzirowa, muphunzira kugwiritsa ntchito njira zazifupi za kiyibodi zopulumutsa nthawi, kutembenuza ndi kuyeretsa mafayilo amtundu monga zolemba, nthawi, ndi madeti, ndikupanga magwiridwe antchito odabwitsa komanso kuphatikizika koyenera pamene mukuphunzira kugwiritsa ntchito njira zazifupi za kiyibodi zopulumutsa nthawi.
Mudzadziwa bwino ntchito zatsopano za Excel 35, kuphatikiza CONCATENATE, VLOOKUP, ndi AVERAGEIF(S), komanso kugwira ntchito ndi chidziwitso cha Kickstarter chapadziko lonse lapansi kuti muwone chomwe chimapangitsa projekiti yopambana, pogwiritsa ntchito manja.
Mafunso Omwe Amafunsidwa Kawirikawiri Okhudza Online Data Analytics Online Certificate
Kodi satifiketi ya Data Analytics ndi yotani?
Satifiketi ya Data Analytics ndiyofunika, Inde! ngati mukufuna ntchito mu data analytics. Chitsimikizo cha data analytics chidzakupatsani maluso ndi chidziwitso chonse chofunikira kuti mupeze ntchito ngati wosanthula deta.
Kodi ndizotheka kuti wosanthula deta azigwira ntchito pawokha?
Freelancing ndi imodzi mwa njira zabwino kwambiri za asayansi masiku ano, kwa omwe angoyamba kumene komanso akatswiri. Monga freelancer science science, mumakhala ndi zosinthika zambiri posankha projekiti, kasamalidwe ka nthawi, ndi malipiro. Ndi njira yabwino kwambiri kwa oyamba kumene omwe akufuna kudziwa zambiri pogwiritsa ntchito ntchito zenizeni padziko lapansi.
Kodi Data Analytics ndi njira yabwino yopezera ntchito?
Inde, kusanthula kwa data ndi chisankho chanzeru pantchito chifukwa deta yakhala gawo lofunikira pakupanga zisankho zamakampani aliwonse. Zotsatira zake, akatswiri ofufuza deta akufunika kwambiri, zomwe zimawapangitsa kukhala amodzi mwa zisankho zapamwamba za ntchito.
Kodi pali kufunikira kolemba ma data analytics?
Iwo satero, kunena zoona. Osanthula deta safunikira kuti alembe ngati gawo la ntchito zawo zatsiku ndi tsiku. Ntchito zosavuta zowunikira deta, monga kuwunika momwe data ya Google Analytics ikuyendera, nthawi zambiri sizimafunikira kupanga ma code.
Kodi SQL imagwira ntchito yanji pakusanthula deta?
SQL ndi 'nyama ndi mbatata' yosanthula deta kwa anthu ambiri - yomwe imagwiritsidwa ntchito kupeza, kuyeretsa, ndi kusanthula deta yomwe ili m'madatabase. Ndizosavuta kumvetsetsa, koma zimagwiritsidwa ntchito ndi mabungwe apamwamba padziko lonse lapansi kuthana ndi mavuto ovuta kwambiri.
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Kutsiliza
Kusanthula kwa data kunali kusiyana kwakukulu kwa luso zaka ziwiri zapitazo, ndipo kukupitirizabe.
Mabizinesi akhala akusonkhanitsa deta kwazaka zambiri, koma ambiri sadziwa momwe angagwiritsire ntchito detayo kupanga zisankho zabwino zamabizinesi.
Zotsatira zake, makampani akuyang'ana anthu omwe angathe kusanthula ndi kutanthauzira deta. Mabizinesi amafunikira anthu omwe atha kumvetsetsa zomwe datayo ndikuimasulira m'njira yomveka bwino kwa oyang'anira kuti athe kupanga zisankho zabwinoko zamabizinesi. Anthu omwe ali ndi luso losanthula deta amatha kutchedwa osanthula deta kapena akatswiri azamaluso abizinesi (BI).
