Riba:
- Ikon yin bayanin rawar ƙwararrun Ma'aikatar Bayanai ta Gudanarwa azaman gada tsakanin sashin kasuwanci da IT da kuma inda hankali na wucin gadi ke samar da ƙima a cikin wannan gada.
- Ikon bambance waɗanne yanke shawara suka rage alhakin ɗan adam yayin amfani da AI azaman haɓakawa a cikin sadarwar kasuwanci-IT
- Ɗauki horon aiki wanda ke haɓaka kowane fitarwa na AI tare da ka'idodin kasuwanci, bayanan gaske, da ingancin masu ruwa da tsaki
Tsarin Bayanin Gudanarwa (MIS) tsari ne na tsarin da ke ba ƙungiyar damar aiwatar da ayyukanta na kasuwanci tare da fasahar bayanai (IT). Sau da yawa ana kiran gwani a wannan fanni da "gada": a gefe guda, akwai sashin kasuwanci (tallace-tallace, lissafin kuɗi, HR, ayyuka) wanda ke bayyana abin da yake so a cikin harshen kasuwanci, a gefe guda kuma, akwai software da ƙungiyoyin kayan aiki waɗanda ke fassara shi zuwa code da tsarin. Kwararren MIS yana fassara waɗannan duniyoyi biyu zuwa juna. Bayanin mai sarrafa tallace-tallace "Ina so in san abokan cinikina da kyau" ya zama buƙatu bayyananne wanda mai haɓakawa zai iya aiwatarwa; Mahimmancin wannan aikin shine fassara jumlar mai haɓakawa "dole ne wannan filin ya zama maɓalli na waje" zuwa bayanin da sashin kasuwanci zai iya fahimta.
Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙadda ) ya yi ya dace da shi a tsakiyar wannan aikin gada, saboda ya ƙunshi ƙirƙira, fassarar da tsara rubutu: bayanan hira, takardun buƙatu, ƙamus na bayanai, taswirar tsari, bayanan rahoto, gabatarwa. Waɗannan duk samfuran matsakaici ne waɗanda AI na iya haɓakawa. Amma akwai wata ka'ida da wannan tsarin ya bayyana a sarari tun farkon farawa: basirar wucin gadi yana hanzarta tsara waɗannan samfuran; Aiki ne na mutumin da ya san ƙa'idodin kasuwanci kuma yana da alhakin yanke shawara ko sun yi daidai ko a'a.
Duk bangarorin Gadar da Wurin AI
Ƙungiyar sashin kasuwanci shine duniyar menene kuma me yasa tambayoyi: wace matsala, wace manufa, wane fifiko. Bangaren IT shine duniyar yadda tambaya: wane tebur, wanne API (Ingilishi Application Programming Interface; daidaitaccen yanayin da software guda biyu ke amfani da shi don musayar bayanai), wanda haɗin kai. Ƙimar ƙwararren MIS shine cika sassan da suka ɓace da bangarorin biyu suka bayyana. Sashen kasuwanci yakan manta da ambaton keɓancewa ("haƙiƙa yana aiki daban don abokan ciniki na ketare"); Ƙungiyar IT kuma ba za ta iya ganin tasirin kasuwanci ba ("share wannan filin zai lalata rahotanni").
AI yana taimakawa a nan ta hanyoyi guda uku. Na farko shine daftarin gaggawa: yana fitar da jerin bukatu na farko daga bayanin hira a cikin mintuna. Na biyu yana haifar da tambayoyin da ba su cika ba: "Wane yanayi ne ba a bayyana a cikin wannan bukata ba?" Lokacin da aka tambaye mu, yana tunatar da mu abubuwan da mutane ke mantawa da su. Na uku, fassarar: yana fassara bayanin fasaha zuwa harshen kasuwanci, buƙatu a cikin harshen kasuwanci zuwa daftarin fasaha. Dukansu uku suna adana lokaci; amma babu daya daga cikinsu shi ne shawarar kanta.
Tukwici: Yi la'akari da AI kamar "mai horon da ke saurin sauri." Kullum kuna bitar abin da mai aikin ya fitar, ku gyara shi bisa ga ka'idar aiki, sa'annan ku sanya sunan ku a ƙarƙashinsa. Alhakin ya rage a gare ku.
Mataki-mataki: Nazarin Gadar AI-Powered
Mataki 1 - Tara mahallin. Rubuta matsalar sashin kasuwanci a cikin kalmomin ku; Menene tsarin, menene bayanai, menene ƙuntatawa akwai. Kada ku ba da wani abu ga AI tukuna a wannan matakin; gane farko.
Mataki 2 - Zane. Ta hanyar ba da bayanin kula da kuka tattara zuwa hankali na wucin gadi, ya zo tare da jerin abubuwan buƙatu na farko, tambayoyi masu yuwuwa da zato. Anan AI yana samar da "ƙara ta farko".
Mataki na 3 - Alama a sarari. Tattara kowane batu da aka yiwa alama a matsayin "marasa tabbas", "zato" da "yana buƙatar tabbaci" a cikin daftarin da aka samar da AI. Wannan jeri kwarangwal ne na tambayoyi don yin rukunin kasuwancin ku.
Mataki na 4 - Tabbatar da masu ruwa da tsaki. Ɗauki daftarin zuwa sashin kasuwanci, cika abubuwan da ba a ba su tare. AI ba zai iya yin wannan matakin ba; Domin ainihin ka'idodin kasuwanci suna cikin shugaban wanda ke yin wannan aikin.
Mataki 5 - Amintacce kuma canja wuri. Bincika abubuwan da aka tabbatar sau biyu akan ainihin bayanai da tsarin da ake dasu, sannan mika shi ga ƙungiyar IT.
Karamin Harkoki guda uku: Ta Lambobi
Case 1 - Ajiye lokaci, ana kiyaye daidaito. A wani kamfani mai siyarwa, ƙwararren MIS yakan shafe kwanaki 3 don ƙirƙirar takaddun buƙatu daga bayanin hira mai shafi 40. Tare da basirar wucin gadi, ya samar da daftarin farko a cikin rabin yini; duk da haka, an kama shi a cikin tabbacin masu ruwa da tsaki cewa 9 daga cikin buƙatun 62 a cikin daftarin sun saba wa ka'idar kasuwanci. Ribar yanar gizo: an rage lokacin daga kwanaki 3 zuwa kwanaki 1.5, amma ba a taɓa tsallake matakin tabbatarwa ba.
Case 2 - Kudin hallucination. A wani kamfani na dabaru, AI ya kara da jumlar "tsarin yana share bayanan ta atomatik bayan kwanaki 30" zuwa daftarin bukatun; Sai dai ba a tattauna irin wannan ba a yayin taron. Idan ba a lura da wannan jumlar ba, da an iya rubuta dokar shafewa wacce ta keta lokacin riƙe doka. Masanin ya ce, "Daga wane taro ne wannan doka ta fito?" Ya kama hallucination (samfurin ya samar da kwarin gwiwa na samar da bayanan da ba su wanzu a zahiri) ta hanyar tambaya.
Case 3 - Darajar fassarar. Ƙungiyar IT a wani kamfani na masana'antu ta ce, "Muna buƙatar cire bayanan maigidan." Tare da taimakon AI, ƙwararren MIS ya fassara wannan zuwa sashin kasuwanci kamar yadda "mai bayarwa ɗaya ya bayyana a cikin tsarin tare da bayanan 3 daban-daban, muna buƙatar haɗa su a cikin rikodin guda ɗaya." Sai bayan wannan fassarar sashin kasuwancin ya tuna da wani muhimmin keɓance: bayanan biyu a haƙiƙa rassa biyu ne na kamfani ɗaya tare da lambobin haraji daban-daban kuma bai kamata a haɗa su ba.
Rauni Mai Sauƙi / Ƙarfi Mai ƙarfi
Rawanin faɗakarwa:
Rubuta daftarin aiki daga waɗannan bayanan kula.[bayanin kula]
Wannan faɗakarwa yana ba samfurin 'yanci da yawa; Samfurin ya cika giɓi a kansa kuma haɗarin hallucinations yana ƙaruwa.
Ƙarfi mai ƙarfi:
Matsayin ku: Kai ƙwararren masanin harkokin kasuwanci ne na MIS.DRAFT buƙatu daga bayanin tambayoyin da ke ƙasa.Dokokin: - Yi amfani da bayanin da aka bayyana a sarari a cikin bayanin kula kawai; DO NOT make up what is missing.- Write each requirement as measurable, in the format "The system should...". - Lissafta kowane batu da ba a bayyana ba a cikin bayanin daban tare da alamar [UNCERTAIN] - Yi alama ga kowane zato da kuka yi a matsayin [TAMBAYA].- Ƙara sashin "Tambayoyi 5 don tambayi masu ruwa da tsaki" a karshen. Bayanin hira: [bayanin kula]
The powerful prompt keeps the model within the boundaries of the note, prohibits fabrication and makes visible points that need verification.
Samfura guda huɗu masu Kwafi
1) Fassara daga harshen kasuwanci zuwa daftarin fasaha:
Fassara buƙatun kasuwanci mai zuwa zuwa daftarin buƙatun fasaha. Kada ku ƙara kowane bayanan fasaha waɗanda ba a haɗa su cikin aikin ba; Hakanan lissafta kowane zato da kuka ƙara. Tambaya: [rubutu]
2) Fassara daga bayanin fasaha zuwa harshen kasuwanci:
Fassara bayanin fasaha da ke ƙasa zuwa Turanci bayyananne wanda manajan tallace-tallace wanda bai san bayanan bayanai ba zai iya fahimta. Hana tasirin kasuwanci a cikin jumla guda. Bayani: [rubutu]
3) Ƙirƙirar tambayoyin da ba su cika ba:
Bincika jerin buƙatun da ke ƙasa kuma cire yanayin da ba a bayyana ba (bangare, iyakoki, jihohin kuskure, izini) azaman tambayoyi. Kar a ba da amsa, kawai jera tambayoyin da ya kamata a yi. Jerin: [rubutu]
4) Ciro ayyuka daga taƙaitaccen taron:
Daga bayanin taron mai zuwa: (a) yanke shawarar da aka yanke, (b) batutuwan buɗe ido, (c) takamaiman ayyuka da ke da alhakin. Ba shi da alhakin rashin a cikin bayanin kula ko yin kwanan wata. Lura: [rubutu]
Chart kwatanta: Za a iya Bar shi zuwa AI?
nema
Shin AI yana sauri?
Wanene ya yanke shawara?
Daftarin farko daga bayanan hira
Ee, mai ƙarfi
Masanin MIS ya tabbatar
Bukatun rubutu mai aunawa
Ee
Mai ruwa da tsaki ya tabbatar
Daidaiton tsarin kasuwanci
a'a
sashin kasuwanci
Girma da fifikon yanke shawara
a'a
Ƙungiyar kasuwanci + gudanarwa
fassarar fasaha
Ee
Kungiyar IT ta tabbatar
Amincewar daftarin aiki na ƙarshe
a'a
Alamun ƙwararrun MIS
Kuskuren gama gari
- Isar da daftarin AI kamar yadda yake. Ana tunanin samfurin daidai ne saboda ya rubuta da kyau; Duk da haka, jimlolin da suka saba wa ka'idojin kasuwanci kuma na iya zama da kyau. Tace kowace jumla bisa ga ka'idar kasuwanci.
- Tambaya ba tare da mahallin ba. Faɗin "buƙatun rubuta" yana tilasta ƙirar ta dace da tazarar. Da ƙarin ainihin mahallin da kuke bayarwa, ƙarancin abin da za a iya gani zai kasance.
- Boye rashin tabbas. Kuskure mafi haɗari shine share alamun "[UNCERTAIN]" na samfurin kuma sanya takaddar ta zama mai tsabta; Rashin tabbas ba ya ɓacewa, kawai ya zama marar gani.
- Tsallake tabbacin masu ruwa da tsaki. Faɗin "gaskiya ne ko ta yaya" da tsallake tabbatarwa a ƙarƙashin matsin lokaci shine tushen kurakurai mafi tsada.
- Saka laifin akan AI. “Abin da samfurin ya rubuta ke nan” ba tsaro ba ne; Sa hannun nasa ne na masanin MIS.
Hankali: Abin da ƙwararren MIS ya samar shine tushen lambar da ke ƙasa cewa mutane da yawa za su rubuta a cikin wata guda. Ƙananan rashin fahimta a farkon ya juya zuwa wani babba kuma mai tsada a ƙarshe. Wannan shine dalilin da ya sa rage gudu a farkon gadar yana kara sauri a karshen.
A takaice
Kwararren MIS shine mai fassara tsakanin sashin kasuwanci da IT, kuma wannan aikin ya ƙunshi samarwa, fassarar, da tsara rubutu. AI yana hanzarta tsara waɗannan tsaka-tsaki: saurin tsarawa, tsararrun tambayoyin da ba ta cika ba, da fassarar hanyoyi biyu. Amma daidaiton ƙa'idar kasuwanci, iyakar yanke shawara, da amincewar ƙarshe koyaushe suna kasancewa tare da ɗan adam. Use AI like a “quick typing intern”: review its output, correct it against the business rule, keep ambiguities visible, and confirm with the stakeholder. AI baya maye gurbin ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun kuɗaɗe da bin doka.
Aikin aikace-aikace
Zaɓi buƙatun kasuwanci na gaske daga ƙungiyar ku (ko wani labari mai ƙima): misali, "ƙungiyar tallace-tallace na son karɓar rahoton jujjuyawar wata-wata tare da dannawa ɗaya". (1) Rubuta roƙon a cikin kalmominku a matsayin mahallin. (2) Samar da daftarin buƙatun tare da "ikon faɗakarwa" a sama. (3) Lissafa kowane tag [UNCERTAIN] da [TAMBAYA] wanda samfurin ya samar a cikin wani jeri daban. (4) Juya wannan jeri zuwa tambayoyi 5 da zaku yiwa masu ruwa da tsaki. (5) A ƙarshe, rubuta wani labari inda aƙalla jumla ɗaya a cikin daftarin zai iya karya dokar kasuwanci kuma ku bayyana yadda zaku lura.
jerin abubuwan dubawa
- [ ] Na fahimci bukatar aikin da kaina kuma na rubuta mahallin kafin in ba da shi ga AI.
- [ ] A cikin faɗakarwar na ba da ka'ida "babu gyara, yi alama da shubuha".
- [ ] Na tattara duk rashin tabbas da zato da samfurin ya samar daban.
- [ ] Ban kammala daftarin ba tare da tabbatar da shi tare da masu ruwa da tsaki.
- [ ] Na yarda cewa ni ke da alhakin daftarin aiki na ƙarshe.
- [ ] Ban bar duk wani yanke shawara na kuɗi / bin ƙa'idodi ga AI ba.