Udindo wa sayansi ya deta ndi wofunira kwambiri ndi zochepa zomwe zatsimikiziridwa pa ntchitoyi, yomwe ikufunika kwambiri kwa zaka zambiri.
Mabungwe akugwiritsa ntchito ndalama zambiri chaka chilichonse polojekiti yawo kuti ikalandire, kusunga ndi kusanthula deta. Dipatimenti ya zamalonda imakhala yodzazidwa ndi akatswiri odziwa zamagetsi, odziwa deta komanso olemba ntchito.
Dziko la bizinesi ndi dziko lodziŵika bwino, komabe n'kofunika kuzindikira kuti deta si mapeto ake okha. Monga chirichonse chomwe timachigwira ntchito yathu, deta ndi chida chodzaza ndi lonjezano. Mu dzanja la manja ndi njira zoyenera, zomwe zingathetsere deta kuthandizira kupanga zisankho ndi zodabwitsa.
Komabe, musalowerere mu chikhulupiliro chonyenga kuti kupeza ndi kusanthula deta kulibe pangozi. Tiyeni tisiyepo mbali yotsutsana ndi lingaliro la deta monga mpulumutsi wa bizinesi ndikuthandizira kuzindikira zovuta zina zomwe zatsopanozi zikutipatsa ife tonse.
Kuwonetsedweratu kumapangidwira patsogolo.
Mavuto Aakulu Otsogolera ndi Makampani Akuyang'anizana ndi Data:
1. Chikhalidwe cha data nthawi zambiri chimakhala chosauka. Pamene tikuzolowereka kuganizira za ubwino pazinthu zakuthupi kapena zopangidwa, zimatuluka khalidwe la deta ndi nkhani yachinsinsi nthawi zonse.
Deta yosungidwa m'mabuku otsogolera kapena repositories nthawi zambiri samakwanira, osagwirizana kapena osakhalitsa. N'kutheka kuti mwakhala mukukumana ndi chitsanzo chophweka cha nkhani ya khalidwe la data.
Ambiri aife tikhoza kukumbukira kulandira mauthenga awiri kuchokera kwa amalonda omwe amamasuliridwa mosiyana kapena omasuliridwa mosiyana kwambiri ndi dzina lathu lenileni.
Msika wa msikawu uli ndi zolemba zolembera ndi adilesi yathu ndi zosiyana, nthawi zambiri zolakwika kapena zosiyana za dzina lathu. Timakonzanso makalata obwerezabwereza ngati opanda pake, ndipo wogulitsa amawononga ndalama zambiri polemba ndi kutumizira zonse chifukwa cha vuto losavuta la data. Lembani zolakwitsa izi ndi zolemba zambiri kapena zikwi zambiri ndi zolakwika zapamwamba za chidziwitsochi zimatembenuka mtengo.
Nkhani ya khalidwe la deta ikukula mofunika pamene tikuyesetsa kupanga zisankho pa njira, misika, ndi malonda mu nthawi yoyandikira. Ngakhale mapulogalamu ndi njira zothetsera vutoli zimathandizira kuwunika ndikuwongolera ubwino wa deta yolongosoledwa, njira yeniyeni ndiyo kudzipereka kwakukulu, ku bungwe lonse kuti athetse deta ngati chuma chamtengo wapatali. Mwachizoloŵezi, izi n'zovuta kukwaniritsa ndipo zimafuna kulangizidwa mwakuya ndi chitsogozo cha utsogoleri.
2. Timadziwidwa ndi deta. Deta ili paliponse mu bungwe. Ganizirani za deta zamtundu. Mabungwe ambiri atha kukhala ndi luso polemba zambiri za makasitomala ndi chiyembekezo.
- Makampani amasonkhanitsa deta kuchokera kwa anthu omwe amapita ku zochitika zamoyo kapena ma webusaiti kapena amene amasunga zolemba.
- Ogwira ntchito amagwiritsira ntchito deta kuti athandizire kapena kutanthauzira njira zatsopano.
- Malonda amasonkhanitsa deta za makasitomala omwe amagulitsa malonda.
- Othandizira Amakalata amatha kudziwa zambiri zokhudza mafoni ndi kuyankhulana.
- Magulu otsogolera akugwiritsira ntchito deta ndi zilembo zazikulu zamakalata .
- Dongosolo la kasitomala limagwiritsidwa ntchito powerengera malingaliro a ngongole ndi khalidwe ndi makasitomala omvetsetsa a makasitomala kuti ayang'ane kukhutira kwa kasitomala
Timagwiritsa ntchito makasitomala osiyanasiyana pa mapulogalamu osiyanasiyana, ndipo timasunga deta muzinthu zosiyana siyana. Nyuzipepala imodzi ya Global Fortune yomwe imadziwika kuti 10 peresenti ya kasitomala yawo imakhala ikugwiritsidwa ntchito ndi antchito pamakompyuta awo m'mapiritsi. Bungwe lina nthawi zonse limasankha oyimira malonda awo pa deta yamakalata a bizinesi musanayambe kuyambitsa malonda.
Mofanana ndi oyendetsa sitimayo m'nyanjayi popita sitima yake, madzi ali paliponse, koma palibe dontho kuti amwe.
Tili ndi zochitika zomwezo m'mabizinezi athu. Deta ili paliponse, ndipo deta yowonjezera imapezeka kuchokera kumagulu a anthu ndi osaka nthawi yeniyeni. Ngati chiwerengero sichipezeka mosavuta kapena, ngati tili ndi deta kapena zosakwanira, sitingathe kuigwiritsa ntchito chifukwa cha cholinga chake.
Mabungwe owonjezeka akuphatikizapo mapulogalamu awo osagwirizana ndi mapulojekiti ndi kuphweka njira yosonkhanitsira ndi kufalitsa deta kudutsa malonda. Kuphatikizana ndi khalidwe la deta, komabe khama limeneli ndi lamtengo wapatali, nthawi yambiri ndipo silitha.
3. Mawerengedwe a ma data akukula. Tikupanga deta yochulukirapo panthawi yovuta kumvetsa. Akatswiri amati zaka ziwiri zilizonse (ndi kuchepa) tikupanga deta yambiri kusiyana ndi zomwe zinalipo padziko lapansi pazitukuko zonse.
Zambiri za deta yatsopanoyi sizinapangidwe, kuphatikizapo deta yamtunduwu yomwe yalowa mwatcheru mu mapulogalamu athu ndi ma database. Mwachitsanzo, ma tweets onse okhudzana ndi katundu wanu kapena chizindikiro chake amaimira nzeru zamtengo wapatali, komabe deta iyi siinapangidwe, ikuwonjezereka zovuta kuzigwira ndikuzifufuza. Ngakhale pali mapulogalamu ambiri othandizira kuthana ndi vutoli, deta yosasinthidwa ikuimira mtsinje watsopano wa zokonzedwa bwino, ndi zovuta zonse zomwe zimaphatikizidwa mu nkhani ino.
4. Zilonda-mkati, zinyalala. Mapulogalamu odziwitsa data ndi abwino basi monga kudyetsa deta. Ulendo wamba pa nkhaniyi yopezeramo chidziwitso kwa ubwino ndi khalidwe. Ngakhale makampani ambiri akugwiritsa ntchito ndalama zambiri pazinthu zatsopano zogwiritsira ntchito deta, kudumpha deta kumatengera zosankha zolakwika. Samalani kuti musamakhulupirire mwakachetechete zotsatira za kuyesa deta. Muyenera kukhala otsimikiza kuti mutha kudalira deta yomwe ikugwiritsidwa ntchito mukusanthula.
5. Timavomereza zotsatira za ma data monga conclusive, koma si. Zoona, kusanthula deta nthawi zambiri kumawonetsa mgwirizano, osati kuwonetsa! Ndi zophweka kugwera mumsampha wodalira kuwonongeka kwa deta zomwe zimawerengedwa ndi kusokoneza chiyanjano ndi vuto.
Mgwirizano umawonetsa ubale, koma sizikutanthauza kuti Zomwe zimayambitsa B. Kukhazikitsa ubale wabwino ndi nirvana pochita zisankho zolondola, zogwira mtima. Ndizowonjezereka zovuta kuwonetsera. Ngati mumakhulupirira kwambiri zomwe mukuchita ndikuganiza kuti mulibe mgwirizano wokhazikika pomwe palibe, ziganizo zanu zidzasokonekera.
6. Zosowa zathu zamaganizo zimakhululukidwa pofufuza deta. Monga momwe wasayansi wina wochenjera wa deta kamodzi ananenera, "Pamapeto pa kusanthula kovuta kwambiri ndi deta, demobe munthu akadakali ndi zofunikira ndi kupanga chisankho." Ndipo tikafika pambali imeneyi, tifunikira kufufuza tanthauzo la kusanthula deta, zokhumba zathu zimayamba. Ambiri a ife timakonda kudalira kapena kudalira deta yomwe imathandizira malo athu ndi ziyembekezo zathu ndi kulepheretsa deta zomwe zimatsutsana nazo. Timakhulupiliranso deta kuchokera kuzinthu zomwe timakonda kapena, timadalira pa data yomwe ili yatsopano kwambiri. Zonsezi zimayambitsa zovuta ndi zomwe zingatheke kuti tipeze zolakwika kuchokera ku deta yathu.
Mmene Mungayambire Kulemba Zomwe Mukugwiritsa Ntchito monga Mtsogoleri:
Kukhazikitsa ndondomeko ya deta yamagulu ndizofunikira kwa bizinesi iliyonse, komatu izi sizingatheke pa nkhaniyi. M'malo mwake, apa pali malingaliro asanu ndi awiri omwe mungagwiritse ntchito monga manejala kuti musinthe kugwiritsa ntchito deta yanu pakupanga chisankho tsiku ndi tsiku.
1. Dziwani ndikuchepetsa zomwe zingatheke . Fufuzani deta yomwe imawonjezera chithunzi kapena mikangano ndi deta patsogolo panu. Limbikitsani munthu wowonerera kunja kuti ayese maganizo anu pafupi ndi deta.
2. Limbikitsani kumvetsa kwanu kayendetsedwe ka deta. Pali zowonjezera zamagulu zowunikira pa intaneti, ndipo mabungwe ambiri amapereka masemina kapena ma workshop pa data analytics ndi bizinesi intelligence. Amayunivesite ambiri awonjezera maphunziro a munda umenewu. Limbikitsani luso lanu.
3. Dzifunseni nokha kapena gulu lanu, "Ndi deta yanji yomwe tifunika kupanga chisankho?" Nthaŵi zambiri, timadalira deta yomwe ili pafupi ndikunyalanyaza kufunikira kopeza deta zambiri kuti timalize chithunzichi.
4. Dziwani bwino kusiyana pakati pa mgwirizano ndi zochitika . Monga tafotokozera poyamba, kusokoneza izi ndizoopsa zomwe zingakhale zoopsa pakupanga zisankho.
5. Luso - fufuzani deta yanu. Ngati chitsimikizo chanu sichikhala ndi khalidwe la deta kapena kudzipereka kwadzidzidzi, khalani ndi nthawi yopenda deta yanu zolakwika, kuphatikizapo zolemba, zosakwanira kapena zolakwika. Pali malonda ambiri ogulitsira mapulogalamu kapena kuthandizira ntchitoyi ndi makampani ambiri amalandira luso la akatswiri a deta kuti afufuze ndikuyesa khalidwe la deta. Komanso, taganizirani opereka chithandizo kunja omwe angathandize kuthana ndi deta yanu. Chofunika kwambiri, onetsetsani kuti mupitirizebe kupititsa patsogolo deta yanu.
6. Limbikitsani mphamvu zapamwamba za deta komanso zoyendetsera ntchito yanu. Ntchitoyi nthawi zambiri yakhala yolamulira za IT kapena akatswiri apadera, komabe deta ili ndi mwayi wogwira ntchito. Woyang'anira aliyense ayenera kusamala za luso lawo lokhazikitsa bwino chidziwitso cha kupanga chisankho ndi kukonza njira .
7. Onjezerani talente yeniyeni ndi data-yeniyeni ku timu yanu. Dipatimenti ya malonda ndi zamalonda imamvetsetsa mphamvu yokhala ndi anthu omwe ali ndi luso la zamakono zamakono komanso omwe ali ndi luso loyendetsa zovuta zambiri zomwe zafotokozedwa m'nkhaniyi. Technology ndi deta sizinayambe kulamulira kapena udindo wa ntchito imodzi palimodzi.
Mfundo Yofunika Kwambiri:
Makampani ndi maofesi omwe amaphunzira kuwonetsa deta kuti apange zisankho zabwino adzapambana pamsika. Mabungwe awa adzatha kuyang'anira ndikuyankhira kusintha kwazomwe akufunikira komanso makasitomala omwe akubwera akufulumira kuposa momwe deta yawo ikutsutsira ochita masewerawa. Iwo adzakhala oyamba kusonkhanitsa chidziwitso kuchokera ku zokambirana zamagulu a anthu, ndipo iwo adzapambana nkhondoyi kuti adziwe ndikugwirizanitsa makasitomala pamlingo wozama-zonse zochokera pa deta. Ichi si fade, koma ndizo zatsopano zenizeni za kuyendetsa ndi kupikisana m'dziko la lero. Tangoganizirani zovuta pa ulendowu.