Izimfihlo Eziyi-10 Zokuhlaziywa Kwedatha Ezizoguqula Ibhizinisi Lakho

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Izimfihlo Eziyi-10 Zokuhlaziywa Kwedatha Ezizoguqula Ibhizinisi Lakho

Kuyini ukuhlaziya idatha?

Ukuhlaziywa kwedatha kuyisethi yamasu nezinqubo ezikuvumela ukuthi uhlaziye futhi ukhiphe inani kudatha eqoqwe ezindaweni ezahlukene zebhizinisi. Akukhona nje ngezinombolo; kuyithuluzi elinamandla lokwenza izinqumo zamasu, ukuthuthukisa izinqubo, kanye nokwenza ngcono imiphumela. Ngokuqonda ukuthi kuyini ukuhlaziywa kwedatha, izinkampani zingabona amaphethini, zibikezele izitayela, futhi ekugcineni zithuthukise iminikelo yazo nezinsizakalo.

Izimfihlo ezizoshintsha umbono wakho webhizinisi

1. Ukubaluleka kwedatha yesikhathi sangempelaEsikhathini sedijithali, isivinini sibalulekile. Izinkampani ezisebenzisa i- izibalo zedatha ngesikhathi sangempela bangenza izinqumo ezisheshayo nezisebenzayo. Lokhu kukuvumela ukuthi usabele ezinguqukweni emakethe noma ekuziphatheni kwekhasimende cishe ngokushesha. Ungacabanga ukwazi ukulungisa isu lakho lokumaketha ngokusekelwe kudatha yokuthengisa yosuku? Sebenzisa amathuluzi we izibalo zedatha ngesikhathi sangempela angakunika leyo nzuzo yokuncintisana.
2. Ukubikezela okuthrendayo nokuhlaziyaLa izibalo zedatha Akusivumeli nje kuphela ukuhlaziya okwamanje, kodwa futhi nokubikezela ikusasa. Ngenxa yamamodeli ezibalo nama-algorithms okufunda komshini, izinkampani zingalindela amathrendi emakethe nokuziphatha. Lokhu kusho ukuthi ungakwazi ukulungiselela amasu akho ngokuqhubekayo. Izibonelo zezibalo zedatha kulokhu zifaka phakathi ukuqagela kwesidingo, okusiza ukuthuthukisa uhlu nokunciphisa izindleko.
3. Ukuhlukaniswa kwekhasimende okuthuthukileUkuqonda amakhasimende akho kubalulekile. Sebenzisa i- izibalo zedatha ukuhlukanisa isisekelo samakhasimende akho abe ngamaqembu athile kukuvumela ukuthi wenze okunikezwayo kube ngokwakho futhi uthuthukise ulwazi lomsebenzisi. Ngokuhlaziya idatha yokubalwa kwabantu, ukuziphatha, kanye nedatha yokwenziwayo, ungaqondisa imikhankaso esebenza ngempumelelo futhi wandise ukugcinwa kwamakhasimende. Isibonelo esihle ukusebenzisa idatha yokuthenga ukuze unikeze izaphulelo eziqondene nawe.
4. Ukuthuthukisa izinqubo zangaphakathiLa izibalo zedatha Akusebenzi nje ekukhangiseni noma ekuthengisweni. Kubalulekile futhi ekuthuthukiseni izinqubo zangaphakathi. Ukuhlaziya ukusebenza kahle kwabasebenzi kanye nokusebenza kahle kungaveza izici ezibalulekile okufanele zithuthukiswe. Ukusebenzisa indlela eqhutshwa yidatha kungaholela ekwehliseni izindleko kanye nokwanda kokukhiqiza.
5. Umuzwa othuthukisiwe wamakhasimendeUkwaneliseka kwekhasimende kuyinkomba ebalulekile yempumelelo yanoma yiliphi ibhizinisi. Ukusebenzisa izibalo zedatha, ungakwazi ukuqoqa impendulo futhi uhlole ukuzizwisa kwekhasimende kuyo yonke indawo yokuthinta. Lokhu kufaka phakathi yonke into kusukela ekuzulazuleni kwewebhusayithi kuya kusevisi yangemuva kokuthengisa. Izibonelo zokuhlaziya idatha kulo mongo izinhlolovo zokwaneliseka nokuhlaziywa kwenkundla yezokuxhumana.           
6. I-automation ehlakaniphileI-automation iqhutshwa yi izibalo zedatha ingaguqula ibhizinisi lakho. Ngama-algorithms ahlaziya idatha yokusebenza, izinkampani zingakwazi ukuzenzela izinqubo ezifana nokumaketha nge-imeyili noma ukuphathwa kwe-inventory, ngaleyo ndlela zehlise umthwalo womuntu futhi zikhulise ukusebenza kahle.
7. Ukwenziwa kwezinqumo zamasu ezingconoAbaholi bamabhizinisi bavame ukubhekana nezinqumo ezinzima. I izibalo zedatha inikeza isisekelo esiqinile sokwenza izinqumo ezinolwazi. Ngokufinyelela imibiko yokuhlaziya enemininingwane, ungakwazi ukuhlola ukusebenza kwezindawo ezahlukene zebhizinisi lakho futhi wenze izinguquko njengoba kudingeka. Idatha ehlaziywe kahle ingasebenza njengemephu eqondisa abaholi empumelelweni.
8. Ukuhlonzwa kwezingozi namathubaThrough the izibalo zedatha, kungenzeka ukuhlonza izingozi ezingase zibe khona ngaphambi kokuba zibe izinkinga. Lokhu kuhlanganisa yonke into kusukela ezingozini zezimali kuya ezinsongweni zesithunzi. Ngesikhathi esifanayo, ungase uthole amathuba amasha emakethe okungenzeka awuzange uwacabangele. Amathuluzi okuhlaziya idatha akuvumela ukuthi ubone lezi zici ngeso lengqondo ngokucacile.
9. Umthelela enzuzweniUkusetshenziswa ngempumelelo kwe- izibalo zedatha ingahumushela ngokuqondile ekwenzeni inzuzo eyengeziwe. Ngokwenza lula izinqubo, ukunciphisa izindleko nokuthuthukisa ukwaneliseka kwamakhasimende, amabhizinisi angabona imbuyiselo ebalulekile ekutshalweni kwezimali kubuchwepheshe bedatha. Ukwengeza, ukuhlonza nokuqeda ukungasebenzi kungakhulula izinsiza ezibalulekile.
10. Ukukhuthaza isiko ledathaUkusebenzisa isiko ledatha enhlanganweni yakho kubalulekile empumelelweni yesikhathi eside. Lokhu kubandakanya ukuqeqesha abasebenzi bakho ku- izibalo zedatha futhi ikhuthaze indawo lapho izinqumo zisekelwe kudatha. Imfundo nokuqeqeshwa kuyisihluthulelo sokuqinisekisa ukuthi wonke amalungu eqembu ayaqonda ukubaluleka kwedatha kanye nendlela yokuyisebenzisa ukuze athuthukise umsebenzi wawo.

Izibonelo zokuhlaziya idatha ezisebenzayo

Ukuze siqonde kangcono ukuhlaziywa kwedatha , ake sicabangele izibonelo ezithile ezisebenzayo. Izinkampani ezifana neNetflix zisebenzisa idatha yokubuka ukuncoma okuqukethwe kubasebenzisi bazo, okungagcini nje ngokuthuthukisa ulwazi lwamakhasimende kodwa futhi kwandisa isikhathi abasebenzisi abasichitha epulatifomu. Esinye isibonelo ukusetshenziswa kokuhlaziywa kwedatha embonini yezempilo, lapho izibhedlela zisebenzisa idatha ukubikezela ukwanda kwesidingo nokuthuthukisa izinsiza.

Nazi ezinye izibonelo zokuhlaziywa kwedatha ezichazwe ngokuningiliziwe:

1. Ukuhlaziywa Kwemizwa Kumanethiwekhi Omphakathi

Incazelo: Lolu hlobo lokuhlaziya luhilela ukuhlola amazwana kanye nokuthunyelwe ezinkundleni zokuxhumana ukuze kutholakale umbono womphakathi ngomkhiqizo, umkhiqizo, noma isevisi. Lusebenzisa amasu okucubungula ulimi lwemvelo (i-NLP) ukuhlukanisa imizwa njengemihle, emibi, noma engathathi hlangothi.

Isebenza kanjani:

• Ukuqoqwa kwedatha: Idatha iqoqwa ezisekelweni ezifana ne-Twitter, Facebook noma Instagram.
• Ukuhlaziywa Kombhalo: Ama-algorithms ahlaziya umbhalo wamagama angukhiye nemishwana ekhombisa imizwa.
• Imiphumela: Izinkampani zithola umbiko obonisa umbono ojwayelekile mayelana nomkhiqizo wazo, ozivumela ukuthi zilungise amasu azo okumaketha noma esevisi yamakhasimende.

Isibonelo Esiwusizo: Inkampani yokudla ingasebenzisa ukuhlaziywa kwemizwa ukuqonda ukuthi imikhiqizo yayo emisha ibhekwa kanjani. Uma impendulo ingeyona elungile, inkampani inganquma ukuguqula umkhiqizo noma ukushintsha umkhankaso wayo wokukhangisa.

2. I-E-Commerce Purchase Prediction

Incazelo: Lolu hlobo lokuhlaziya lusebenzisa idatha yokuthenga yomlando ukubikezela ukuziphatha kwamakhasimende esikhathini esizayo, okuvumela izinkampani ukuthi zinikeze izincomo ezenzelwe umuntu ngamunye.

Isebenza kanjani:

• Ukuqoqwa kwedatha: Imisebenzi yangaphambilini yamakhasimende iyahlaziywa, kanye nedatha yezibalo zabantu kanye nokuphequlula.
• Ukumodela okuqagelayo: Ama-algorithms wokufunda komshini asetshenziselwa ukukhomba amaphethini aphakamisa ukuthi ikhasimende lingathenga ini ngokuzayo.
• Imiphumela: Izitolo ze-E-commerce zingenza okuhlangenwe nakho komsebenzisi kube ngokwakho ngokubonisa imikhiqizo okungenzeka ithakazelise ikhasimende.

Isibonelo Esiwusizo: I-Amazon idume ngohlelo lwayo lokuncoma. Ngokuhlaziya ukuthenga kwakho kwangaphambilini kanye nokusesha, i-algorithm yayo iphakamisa imikhiqizo engase ikuthakazelise, okwandisa amathuba okuthenga.

3. Ukuthuthukiswa Kwentengo Yesikhathi Sangempela

Incazelo: Lokhu kuhlaziywa kulungisa amanani omkhiqizo ngokusekelwe ezicini ezahlukahlukene, njengesidingo, ukuncintisana, kanye nokuziphatha kwabathengi.

Isebenza kanjani:

• Ukuqoqwa kwedatha: Ukuthengisa, ithrafikhi yewebhusayithi, nezintengo zezimbangi ziyagadwa.
• Ukuhlaziywa kwedatha: Ama-algorithms ahlaziya lolu lwazi ukuze anqume inani elifanele nganoma yisiphi isikhathi.
• Imiphumela: Izinkampani zingakhuphula amamajini enzuzo yazo ngokulungisa izintengo ngokuguqukayo.

Isibonelo Esiwusizo: Izindiza namahhotela zisebenzisa le ndlela ukushintsha amanani azo ngokuya ngesidingo sesikhathi sangempela. Uma indiza igcwele, zingakhuphula amanani; uma ingenalutho, zinganikeza izaphulelo.

4. I-Churn Analysis noma Ukulahlwa Kwekhasimende

Incazelo: Lokhu kuhlaziywa kusetshenziselwa ukuhlonza amakhasimende asengozini yokushiya isevisi noma umkhiqizo. Ukuqonda izizathu zokungatholakali kwemikhiqizo kubalulekile ekuthuthukiseni ukugcinwa kwayo.

Isebenza kanjani:

• Ukuqoqwa kwedatha: Ukuziphatha kokusetshenziswa, ukusebenzisana kwesevisi yekhasimende, nezinhlolovo zokwaneliseka kuyahlaziywa.
• Ukumodela okuqagelayo: Amasu okufunda ngomshini asetshenziswa ukukhomba amaphethini abonisa ukulahlwa okuseduze.
• Imiphumela: Izinkampani zingasebenzisa amasu athile okugcina lawa makhasimende.

Isibonelo Esiwusizo: Inkampani yezokuxhumana ingabona abasebenzisi abangazange basebenzise isevisi yayo isikhathi eside bese ibanikeza isaphulelo noma ukuthuthukiswa ohlelweni lwabo ukuze ibakhuthaze ukuthi bahlale.

5. Ukubuka Kwedatha Kokwenza Izinqumo

Incazelo: Amathuluzi okubona idatha aguqula idatha eyinkimbinkimbi ibe amashadi namathebula aqondakalayo, okwenza kube lula ukwenza izinqumo ezinolwazi.

Isebenza kanjani:

• Ukuqoqwa kwedatha: Idatha ihlanganiswa kusuka emithonjeni eminingi, njengokuthengisa, ukumaketha, nemisebenzi.
• Ukudala Amadeshibhodi: Amadeshibhodi asebenzisanayo ayakhiwa avumela abaholi bebhizinisi ukuthi bahlole idatha futhi bathole imininingwane ngesikhathi sangempela.
• Imiphumela: Isiza ukuhlonza izitayela, izinkinga namathuba okwenza ngcono.

Isibonelo Esiwusizo: Inkampani ingasebenzisa amathuluzi afana neTableau noma iPower BI ukubona ngeso lengqondo ama-KPI ayo (Izinkomba Zokusebenza Eziyinhloko) futhi ilungise isu layo lebhizinisi ngokusekelwe kulokho okuvezwa yidatha.

Isiphetho salezi zibonelo zokuhlaziya idatha

Lezi zibonelo zokuhlaziya idatha zibonisa indlela izimboni ezahlukene ezisebenzisa ngayo idatha ukuthuthukisa imisebenzi yazo nokwenza izinqumo ezinolwazi oluthe xaxa. Ukusebenzisa amasu okuhlaziya kungaba yinto eshintsha kakhulu kunoma yiliphi ibhizinisi, okuvumela ukuzivumelanisa nezimo ngokushesha nangokuphumelelayo nezidingo zemakethe.

Imibuzo Evame Ukubuzwa mayelana ne-Data Analytics ezoguqula ibhizinisi lakho

Yimaphi amathuluzi abalulekile okuhlaziya idatha?
Amathuluzi asetshenziswa kakhulu afaka i-Google Analytics, i-Tableau, kanye ne-Power BI. Lezi zinkundla zenza kube lula ukubonwa kwedatha nokuhlaziya.

Ukuhlaziya idatha kungenziwa kanjani ebhizinisini elincane?
Qala ngokuqoqa idatha eyisisekelo yekhasimende neyokwenziwe. Ukusebenzisa amathuluzi afinyelelekayo nokuqeqesha ithimba lakho ukuthi angawasebenzisa kanjani kungaba isinyathelo esihle sokuqala.

Zithini izindleko zokuqalisa ukuhlaziya idatha?
Izindleko ziyahlukahluka kuye ngethuluzi nobunkimbinkimbi bokuhlaziya, kodwa izixazululo eziningi zinezinketho ezingaka zamabhizinisi amancane.

Ingabe izibalo zedatha zezinkampani ezinkulu kuphela?
Cha, i izibalo zedatha Ifinyeleleka ngokulinganayo kumabhizinisi amancane naphakathi nendawo, futhi inganikeza izinzuzo ezibalulekile.

Imaphi amakhono adingekayo ukuze usebenze ekuhlaziyeni idatha?
Kudingeka ulwazi lwezibalo, amakhono okuhlela kanye nekhono lokuhumusha idatha. Imfundo eqhubekayo ibalulekile kulo mkhakha.

Ingaqinisekiswa kanjani ikhwalithi yedatha?
Kubalulekile ukusungula izinqubo zokuhlanza nokuqinisekisa ngaphambi kokuhlaziya idatha ukuze kuqinisekiswe imiphumela enembile.

Isiphetho: Izimfihlo eziyi-10 zokuhlaziya idatha ezizoguqula ibhizinisi lakho

Ukuhlaziywa kwedatha akuyona nje into edlulayo, kodwa kuyinto edingekayo endaweni yebhizinisi yanamuhla. Ukusebenzisa lawa maqhinga kungashintsha indlela osebenza ngayo futhi kukuvumele ukuthi uzivumelanise nomhlaba oshintsha njalo. Ngokuqonda okucacile kokuthi kuyini ukuhlaziywa kwedatha nokuthi kungasetshenziswa kanjani, ibhizinisi lakho lisesimweni esingcono sokuchuma. Unganqikazi ukuqala ukuhlola la mathuluzi namasu; ikusasa lebhizinisi lakho lingancika kulo.