Uru:
- Ikike ịhọrọ usoro ndekọ akụkọ ziri ezi (GRI/ESRS/ISSB) wee nyochaa ihe onwunwe okpukpu abụọ n'ihe gbasara ma mmetụta ego na gburugburu ebe obibi.
- Ikike ịtụgharị ọtụtụ isi mmalite, nkeji data dị iche iche ka ọ bụrụ otu nkeji nwere koodu wee jikọọ metric ọ bụla na isi mmalite enwere ike ịchọpụta.
- Ikike ihicha ederede akụkọ sitere na ọgụgụ isi mmadụ mepụtara site n'asụsụ ikwubiga okwu ókè wee kwado ya na ọtụtụ ihe akaebe maka mmesi obi ike nke onwe.
N'agbanyeghị otú otu nzukọ si arụ ọrụ gburugburu ebe obibi dị mma, ọ bara oke uru ma ọ bụrụ na akọpụtaghị ya nke ọma. Ndị na-achụ ego, ndị na-achịkwa, ndị ahịa na ndị ọrụ chọrọ ugbu a ịhụ ụlọ ọrụ na-edepụta ọrụ ESG ha (Environmental, Social, Governance). N'ime nkeji a, ị ga-amụta isi usoro mkpesa, usoro nchịkọta data, automation na AI na-akọ, yana - nke kachasị mkpa - nyocha nke akụkọ ahụ.
Frames mbụ. GRI (Initiative Reporting Initiative) bụ ụkpụrụ mkpesa nkwado afọ ofufo zuru ebe niile n'ụwa. CSRD (Ntụziaka Ịkwado Sustainability Reporting Directive) bụ ntuziaka EU na-amanye nnukwu ụlọ ọrụ ịkọ akụkọ nkwado ma dabere na ụkpụrụ zuru ezu nke akpọrọ ESRS (European Sustainability Reporting Standards). ISSB/IFRS S1-S2 bụ ọkọlọtọ elekwasị anya na ego, ọkọlọtọ nkwado zuru ụwa ọnụ. Nkwekọrịta ahụ: ọ bụghị nkwupụta, mana ahaziri ahazi, data a na-enyocha.
Ugboro abụọ ihe onwunwe: kedu ihe ị ga-akọ?
Echiche dị n'obi CSRD bụ nyocha ihe onwunwe okpukpu abụọ. Nke a na-ajụ ụzọ abụọ: (1) Olee otú gburugburu ebe obibi / ọha mmadụ si emetụta nzukọ (ihe gbasara ego)? (2) Kedu ka nzukọ a si emetụta gburugburu / ọha mmadụ (mmetụta ihe onwunwe)? Otu nzukọ ga-akọrịrị ọ bụghị naanị ihe dị mkpa ego maka onwe ya, kamakwa mmetụta ya nke dị mkpa n'ụwa. AI na-enyere aka ịkọwa ihe okwu nwere ike ịbụ ihe, mana mkpebi gbasara ihe onwunwe bụ ọrụ nke echiche na njikwa ndị otu.
NDỤMỌDỤ: Akụkọ ESG bara uru dị ka ntụkwasị obi nke data ya kachasị ike. Ederede AI na-eme nke ọma ga-ada na nyocha ma ọ bụrụ na enweghị ike iso nọmba dị n'okpuru ya. Mbụ, mee ka data na isi mmalite ya sie ike; Ahịrịokwu mara mma na-abịa ma emechaa.
Agbụ nchịkọta data
Akụkụ kacha sie ike nke akụkọ ESG abụghị ide ya, mana ịnakọta data: site na ọtụtụ saịtị, n'ụdị dị iche iche, na nkeji dị iche iche. Nke a bụ ebe AI na-abịa aka - na-atụgharị akwụkwọ ọnụahịa, tebụl na ụdị na-adịghị mma ka ọ bụrụ otu ihe owuwu, na-ejide otu mismatches, na-egosi data efu. Mana ọ nweghị ọnụọgụ nke AI mepụtara kwesịrị ịbanye na akụkọ ahụ na-ejikọghị ya na isi mmalite (akwụkwọ ọnụahịa, mita, asambodo).
Nzọụkwụ site na nzọụkwụ: ịmepụta akụkọ ESG
1. Họrọ etiti. GRI, CSRD/ESRS ma ọ bụ ISSB? Amanyere iwu ka ọ bụ nke afọ ofufo?
2. Mee nyocha ihe onwunwe. Kedu isiokwu a ga-akọ?
3. Anakọta ma hazie data. Atụgharịrị ka ọ bụrụ otu nkeji, gụnyere isi mmalite ya.
4. Gbakọọ metrik. Mgbapụta, mmiri, mkpofu, ike ike - nke ọ bụla nwere isi iyi ya.
5. Depụta ederede. Skeleton nwere AI, emezi mmezi mmadụ na ihe akaebe dabara.
6. Nyochaa ma nweta mmesi obi ike. Kwadebe maka njikwa ime + mmesi obi ike nke onwe.
Obere ikpe atọ
Ikpe 1 - Ọnụ ọgụgụ na-enweghị ike ịchọta. Otu ụlọ ọrụ nwere AI dere akụkọ ESG; "Anyị belatara oriri mmiri anyị site na 15%," ederede na-agụ. Onye nyocha ahụ jụrụ maka isi mmalite nọmba a; Ndị otu ahụ enweghị ike ịchọta ebe ọnụ ọgụgụ ahụ si - AI ewepụtala nọmba "ezigbo" site na ederede gara aga. E wepụrụ nọmba, jiri ezigbo data dochie ya (mbelata 9%). Ọnụọgụ ọ bụla na-enweghị ike ịchọta pụtara bọmbụ na-achịkwa.
Ikpe 2 — Unit akpaaka. Otu otu na-ejikọta data ike sitere na ụlọ ọrụ 30; ụfọdụ nọ na kWh, ụfọdụ na MWh, ụfọdụ na GJ. Ha nwere akara AI na koodu Python nke tụgharịrị data niile ka ọ bụrụ otu nkeji (MWh), gosipụtara ọnụọgụ ngbanwe, yana ọkọlọtọ enyo enyo. Ihe gaara eji aka were were were were were were were were were were were were were were were were were were were were were were were were were were were were were were were were were were ụbọchị ka awa; e dekọrọ ntụgharị ọ bụla wee nọgide na-enyocha ya.
Ikpe 3 - Ugboro abụọ pụtara. Otu nzukọ mere atụmatụ ịkọ akụkọ naanị ihe metụtara ego ya. Ha mere AI tinye usoro ihe dị mkpa okpukpu abụọ; Ọ na-apụta na mmetụta mmiri dị na ntinye aka nke nzukọ ahụ kwesịrị ịkọ banyere "ihe mmetụta" ọ bụrụgodị na ọ nwere mmetụta dị nta na ego nke ya. Nke a bụ iwu maka nnabata CSRD. A kwadoro mkpebi ahụ ọzọ site n'echiche ndị otu.
Ngwa ngwa adịghị ike / Ike siri ike
Ngwa ngwa adịghị ike:
Dee m akụkọ nkwado.
Ihe kpatara na ọ na-adịghị ike: Enweghị usoro, data, ihe onwunwe na ihe akaebe. AI na-emepụta ederede dị mma mana enweghị ike iso ya, ọ ga-adaba na nyocha.
Mgbasa ozi siri ike:
Ọrụ gị: Ọkachamara mkpesa ESG. Dezie ngalaba "Emissions" dịka ọkọlọtọ GRI siri dị. Naanị jiri data enwetara m nyegoro n'okpuru; nọmba ọzọ bụ FAKE. Jiri mkpado [isi iyi] chebe isi iyi n'akụkụ mbipụta ọ bụla. Iji asụsụ na-edoghị anya/okwu ikwubiga okwu ókè (dịka "eco-friendly"); Jiri asụsụ dabere na ihe akaebe. Kaa akara ebe data na-efu efu dị ka [DATA MISSING]. Data: [ebe a]
Ndebiri anọ enwere ike iṅomi
1) ngalaba akụkọ dabere na akaebe:
Ọrụ gị: ọkachamara ESG. Dee akwụkwọ [ngalaba] dị ka [Framework: GRI/ESRS]. Jiri naanị data akwadoro m na-enye; ime nọmba. Chebe isi iyi gị n'akụkụ hermetic. Iji okwu ikwubiga okwu ókè; Kaa akara na-efu [DATA MISSING]. Data: [ebe a]
2) Nhazi data ọtụtụ isi iyi (ya na koodu):
Tụgharịa data [ike/mmiri/ihe mkpofu] na nkeji na usoro dị iche iche ka ọ bụrụ otu nkeji na Python. Gosi ọnụọgụ ngbanwe ị jiri; emela ha. Ọkọlọtọ ụkpụrụ na-enyo enyo/oke oke. Debe ntughari ọ bụla ka enwere ike ịchọta ya. Data: [ebe a]
3) Nkọwapụta ihe onwunwe abụọ:
Depụta okwu ESG ihe nwere ike ime n'usoro ihe eji arụ ọrụ abụọ (mmetụta ego + mmetụta gburugburu ebe obibi / obodo) yana ozi ụlọ ọrụ na ụlọ ọrụ ndị a. Nyochaa mbipụta ọ bụla na anyụike abụọ. Nke a bụ DRAFT; Mkpebi ihe onwunwe ikpeazụ chọrọ nleba anya na nkwado njikwa, kwuo otu a. Ozi: [ebe a]
4) njikwa traceability tupu nyocha:
Weghachite nkwupụta ọnụọgụ ọ bụla na ederede akụkọ dị n'okpuru wee jụọ "e zoro aka na isi iyi?" Dee (ee/ee e). Kaa akara nọmba ọ bụla na-enweghị isi dị ka ihe ize ndụ nyocha. Gbanwee ederede; naanị lelee.Text: [ebe a]
Mmejọ ndị nkịtị
- Na-etinye nọmba enweghị ike ịchọta. Ekwesịrị ijikọ metrik ọ bụla na akwụkwọ.
- Na-ebipụta ederede AI na-enweghị ihe akaebe dabara adaba. Ahịrịokwu na-ada ụda abụghị ihe ngbanwe maka ntụkwasị obi data.
- Itinye mkpa okpukpu abụọ n'otu ụzọ. A na-akọ ma mmetụta ego yana mmetụta gburugburu ebe obibi.
- Na-eleghara mgbagwoju anya otu. A ghaghị ịdekọ ntụgharị kWh/MWh/GJ.
- Iji asụsụ ikwubiga okwu ókè. Akpaokwu dị ka "enyi na gburugburu ebe obibi" bụ ihe nleba anya na usoro iwu.
Akpachara anya: CSRD na usoro iwu amanyere ndị yiri ya chọrọ ka enyocha akụkọ ahụ site na mmesi obi ike nke onwe. Onye nyocha na-enyocha ihe akaebe dị n'azụ okwu ahụ, ọ bụghị ederede gị. AI na-eme ngwa ngwa ederede mana enweghị ike ịmepụta usoro ihe akaebe; Ị na-ewu ya.
Na nchịkọta
ESG akụkọ; Ọ na-achọ usoro ziri ezi, uru okpukpu abụọ, data enwere ike ịchọta na ederede a na-enyocha. AI; Ọ bụ ngwa ngwa dị ike na nhazi data, idepụta na njikwa ngbanwe. Otú ọ dị, ntinye nke mbipụta ọ bụla na isi iyi, mkpebi ihe onwunwe na nkwadebe maka mmesi obi ike nke onwe ya bụ nke ọkachamara. Akụkọ ahụ siri ike dị ka data kachasị ike ya; Gwakọta data mbụ, emesia ahịrịokwu ahụ.
Ọrụ ngwa
Depụta ọtụtụ metrik gburugburu otu nzukọ (mmụpụta, mmiri, ike) yana isi mmalite ha (ma ụma hapụ otu ma ọ bụ abụọ enwetaghị ya). Site na ndebiri 1, mee ka AI depụta ngalaba GRI “Emissions” wee chọpụta na akara data enwetaghị ya ka akara [DATA MISSING]. Mgbe ahụ, mee ka mbipụta nke ọ bụla nke ederede ị mepụtara na template 4 nyochaa maka ịchọta ya. Mee atụmatụ maka mbipụta ọ bụla na-enweghị isi.
ndetu
- [ ] Ahọpụtala m usoro mkpesa ziri ezi (GRI/ESRS/ISSB).
- [] Atụlere m ihe onwunwe abụọ n'ihe gbasara ego na mmetụta.
- [ ] Ejikọtara m metrik ọ bụla na ebe enwere ike ịchọta ya.
- [] Agbanwere m data ọtụtụ isi ka ọ bụrụ otu nkeji site na ịdekọ ọnụọgụgụ.
- [ ] Ewepụla m asụsụ ikwubiga okwu ókè/anaghị akwado ya na ederede.
- [] Ejirila m ọtụtụ ihe akaebe kwadoo akụkọ ahụ maka mmesi obi ike nke onwe.