Ulungiso lusoloko lusebenza njengesiseko sorhwebo olulungelelanisiweyo kunye nokhuseleko loluntu, kodwa isantya sokutshintsha kwezobugcisa, ezorhwebo, kunye nemfuno zemekobume ngoku zikhutshelwa ngaphandle kwemithetho yesithethe. Njengemiqobo yokulungisa kwakhona ushishino, ukubonelela okuzinzileyo, kunye nokunikezela ngemiqathango yomhlaba wonke, abenzi bemithetho baninzi, abazobeli-mthetho bajongene nocelomngeni olubini: ukugcina imithetho isebenza ngaphandle kokuphazamisa ukuphuhliswa kwenkqubela phambili. Eli nqaku lihlola indlela engundoqo yokuhlaziya imithetho eguqula imfuno, imiqobo ehambisana nayo, kunye namaqhinga asebenzayo abaqhubi bemi bezoshishino, iinkokeli zezoshishino, kunye nabemi abahamba ngezoshishino ezihambayo.

Ukutshintsha Kwemikhwa

Ukusingqongileyo okulawulayo kulungiswa ngamandla amaninzi. Ukuqonda ezi zimo linyathelo lokuqala ekwakheni izakhiwo ezinamandla nezilungelelaniswayo.

Umlinganiselo wogcino-lwazi

Inkqubela ekhawulezileyo yobuchule bokuzenzela, i-data enkulu enxulumene nobuchule bokuyila, i-tabchain, kunye ne-Internet yezinto inyanzela abalawuli ukuba bahambe ngaphaya kolawulo. I-OECD iveze imigaqo ye-II efuna ukubonakala, ukuphendula kunye nokuvavanya okunamandla, ngelixa i-Al Union iceba ubuchule obusekelwe kwi-III ithatha ubuchule obusekelwe kumngcipheko bokudibanisa izicelo ze-i-albots ukuya kwimithetho yezamayeza. I-gtek (ubugcisa obulawulayo) ngokwayo ivela njengesixhobo sokuzibophelela, isebenzisa umatshini wokuhlola ukuthengisa iflegi kunye ne-anomalie. I-AISChelchain iveza imingeni ekhethekileyo yokulawula i-Active translance trans transport i-octive transcel. I-ographic imele ilawule njengolawulo lobugcisa.

Ukugxininisa Ngqo Ekomelezweni

Oorhulumente ehlabathini lonke bazimisele ukukhusela imeko-bume kunye nokuzinzisa iinjongo zokuyilawula. I-Green Green Deal imisela amaxhoba asemthethweni obundilele bekharbon ngo-2050, ngeli xesha imithetho ye-octive yokwaphula imicimbi phantsi koMkhosi weMasa eMsebenzi kwi-SCP_revention Displaneal Dislosures (TFD) iyaqhubeka isebenza ngokungqongqo kwimiqathango yemiqathango ye-UK ukuya kwi-New Zealand. Iimfunothi zeKletheyiyunithi yeKniayibhini ([FL:] izibonelelo ze-Airbolorboard [KAB)[FLTY] iyaqhubeka imilinganiselo eqinileyo yokukhupha imoto nezibasongeleleka kumazwe ali-105.

Imithetho yehlabathi

Isivumelwano sorhwebo esinjenge-USMCA kunye ne-EUPAIN ESCII INUNICES SEKUQHUBELA iquka izahluko ezikwintengiso yamanani, ukuphuma kwedata, kunye nokulawula imigaqo-mthetho. Ukunyanzeliswa kwemilinganiselo ehambelanayo kuchazwa ngokukhethekileyo kwi-data, apho i-EU yeGeneral Data Protection Regastification (GR) ingumsebenzi wesigqeba sehlabathi lonke. Noko ke, ukuntywilisa kwe-intergence kuyaqhubeka: i-International Lent Lentmental Provice Law ithatha indlela eyahlukileyo yokudlulisela ulwazi lwe-662, ngoxa iMithetho ye-U ihlala ingumsebenzi wemithetho yesizwe. Izizwe ngezizwe njengentlangano yezizwe zonke ze-SUSCOSCOS isebenza ngokudibanisa imimiselo yemali eyinyaniso, kodwa iyaqhubeka i-empective protivectives systicial syst systiation i-19.

Ukukhuselwa Kwabantu Ngexesha Lokusebenzisa Amanani

I-EPAUMENTICE, iinkonzo zamanani, kunye ne-algoricc princics zizise izinto ezintsha ezisetyenziswa ngabathengi. Iimpendulo zolawulo ziquka uMthetho weeNkonzo zaMasipala ze-EU, obeka izibophelelo kumaqonga ukulwa nokususwa kolwazi olungekho mthethweni, kunye ne-Actrigionation Libacy Directive Directive ukucola umonakalo obangelwa zimveliso ze-AIIIP. IKhomishini “elungileyo yokulungisa” intshukumo ifumene ithawuthiwe, ngomthetho kwiEU kunye namazwe amaninzi ase-U afuna abenzi bolwazi olukhuselekileyo nokulungisa ulwazi. I-data ye-Biometric, ukubhengeza, ukukhuthaza ukhuseleko lwabantwana kwikhompyutha i-intanethi i-Frederal Trective inyusa ingqalelo engakumbi ngokuchasene neeprocesssss, imiqondiso esetyenziswa nge-octive.

Ucelomngeni Lokubuyela Kwizinto Zangaphambili

Ngoxa ezi zicwangciso zivula iindlela ezintsha zokukhusela, zikwavelisa nemiqobo emikhulu enokuthintela ulawulo oluphumelelayo.

Ubuchule bokuntsonkotha nokuhamba kwenkqubela yotshintsho

I-algorithm ye-Algoriths yenzeka ngokukhawuleza kunemijikelo yowiso-mthetho enokuthi iphendule. Umgaqo ocetyiweyo namhlanje ungathetha ngobugcisa obuza kuphelelwa kwiminyaka emibini. Umzekelo, iimodeli ezizii-III ezifana nemodeli yolwimi olukhulu zavela ngokukhawuleza kangangokuba abalawuli kumazwe amaninzi kwakufuneka banikezele ukhokelo longxamiseko ngexesha loxa kusenjalo iisiseko sobume besaxutyushwa. Ngokufanayo, i-quantanum computing, imidibaniso yemiqum, kunye ne-bhayoloji eyilayo iya kufutshane kodwa ihlala iqondwa kakubi ngabalawuli abaninzi. Umgama wobuchule phakathi kwamaziko alawulayo. /awenziwa zizandla ezimbalwa ezinamava okuzoba ne-6egeged techtimenti. ngaphandle kwengcali kunye nezixhobo ezisetyenziswa ngumthetho, imimiselo eyingozi okanye ezisetyenziswayo engekho mthethweni.

Ukulungelelanisa uHlahlo kunye noNcedo

Ukulinganisa umlinganiselo olungileyo phakathi kokukhuthaza nokukhusela uluntu kukuxinezeleka okungapheliyo. Imithetho egqithisileyo yokubhalwa ingatyumza ishishini elikwiqondo eliphezulu; phantsi kojikelezo ingakhokelela kwiintlekele ezinjengengxaki yemali yowama-2008 okanye ukwanda kwezixhobo ezingakhuselekanga. Ukulawula izixhobo zokusingqongileyo zokuvavanya izinto ezintsha. Ngokunjalo, abalawuli bamele balumkele kakhulu ekufumaneni iimveliso ezintsha, kodwa impumelelo yabo ixhomekeke kwimilinganiselo ecacileyo yokuphuma nokunyuka kwendlela. Isitshixo kukwenza imigaqo esekelwe kwiziphumo zemali eziziziphumo kunokumisela ubugcisa obuthile obuthile, ukuvumela iinkampani ukuba zifumane ezona ndlela zisebenzayo zokuthobela. Sekunjalo, ii-galelo-mthetho zimele zilinde ekuphathweni kwakhona, apho kwiminxelo yeminxelo encinane.

Iingcinezelo Zezobupolitika Nezoqoqosho

Ulungiso alukho kwi-athom; ludla ngokubunjwa yimijikelo yezobupolitika, ukuphembelela, kunye neemeko zezoqoqosho. Ngexesha lobunzima boqoqosho, oorhulumente bangayithoba imithetho yemekobume okanye yokusebenza ukuze bakhuthaze ukukhula, kodwa bawaqinise. Intshukumo yepopulist ingaphembelela ukulwa nomthetho olawulayo, ukulibazisa iintambo ezifunekayo kwimimandla efana ne-data-mzams okanye ubugqwethal. Ii-reagetment zorhwebo lwezizwe ngezizwe zimele zibe nemicimbi enzima ngakumbi: umzekelo, ukuxambulisana kwe-US\\CECINA yezobugcisa iye yabangela ukunyuswa kwemilinganiselo yemiqathango yemiqathango kunye nezixhobo ezi-5, inyanze ukuba izizwe ezininzi zigcine iintambo eziphindiweyo. I-gququmrhu liyimfuneko kodwa lithambile. Ii-Regalder kufuneka zibe ne-odventine, imali, kunye nokukhuselwa nxamnye kwezobupolitika.

Ukubuyisela Nokugcina Intembelo Kawonke - wonke

Ukuthemba amaqumrhu alawulayo kuye kwaphela kumazwe amaninzi, ingakumbi ukulandela ukungaphumeleli okuphezulu njengee-Boeing 737 zeMAX, isifo esimaza, kunye nokusasazeka kogcino-lwazi kumaqumrhu amakhulu. Xa uluntu lubona abalawuli njengababanjiweyo okanye abangasebenziyo, abaphulaphuli ababandezelekileyo nabahlali. Ukwakha intelekelelo kufuneka ukuba kubekho ukubonakala ngokucacileyo: ukwenziwa kwemithetho, iingcaciso ezicacileyo ze-659-LL, kunye nokunyanzeliswa kophawu lokuphendula. Ikomiti yolawulo kunye nabemi bolawulo lolawulo loluntu ziyakwazi ukunceda ibhulorho. Ngaphezu koko, ii-Regallerers kufuneka zinxibelelane ngokuphandle okuzenzekelayo ngokungenakuthenjwa, kunokuba ziqinisekise ukukhusela okugqibeleleyo abangenakukunikela. Ukuthemba kuyaphinda kuphinde kwenziwe ngesenzo esinye esilandelelana ngexesha.

Uphando lwemeko lwezindululo

Imizekelo ecacileyo ibonisa indlela abalawuli abaphambili abaluphumeze ngayo olu celomngeni ngobuchule.

Umgaqo-nkqubo wefilimu kunye neebhokisi zentlabathi

I-Monetary Authority of Singapore (MAS) yavelisa imodeli yesandbox ngo-2016, ivumela iinkampani ze-fintech ukuba zivavanye iimveliso kwixesha elifutshane phantsi kwemfuno ezidaliweyo. I-UK’S Financial Seare Are (FCA) yandisa le ngcamango “ngeefekthaliki yesanti ye-Cheasarialbox'. eye yangenisa iifektha ezilishumi, ukusuka kwi-i-ibharbosboskethi zokuthintela iqonga. Ezi sandbox zinika iinkcukacha ezixabisekileyo zombini iifemini kunye nee-erators, zinceda ukuchaza iingozi phambi kokuthunyelwa kwenqanawa. I-Abi, i-Malayha, kunye ne-Malay iye yalandela isuntsbay-sethiokethisss events (ie) kwiintlobo zemali ezininzi zezixhobo ze-e-equm) kodwa ezithentiyenzinzinzinzinzinzinzi yemithetho.

Ukhuseleko logcino-lwazi: GDPR kunye nempembelelo yayo

I-European Union Jikelele yoKhuselo logcino-lwazi lwe-LGPR [GFLPR] yasebenza ngoMay 2018 kwaye iye yaba yisikhokelo sehlabathi lonke sokhuseleko lolwazi lwezobuqu. Imigaqo yayo i-GDPR'elula, ukuthoba ulwazi, ukuqinisekisa ngokufanelekileyo, ukuvala i-'exenition's', ukunyusa i-LGPDD, uMthetho woMgaqo-lwazi wobuqu wase-Indiya, kunye noMthetho we-Japan wokuKhuselwa kolwazi lobuqu. Imigaqo ye-GDPR'eterriotrial ifikelela kumlinganiselo ongaphaya kogcino-lwazi lwe-data, ithetha ukuba nayiphi nayiphi naleyo inkampani ye-EUU yoluntu imele ithobele ngokunempumelelo, kunye nokhupho lweziko lwezikomfazwe eliziweyo, ngokokuquka ukuchasana kwe-Amazonga, ngoko kuthe ukuchana kwemiqatha yemiqatha yemiqatha, nokungangeni.

Ukubuyiselwa Kwemeko - bume: Impembelelo YeKhalifoniya

IKhalifoniya ibiyiminyaka emininzi iyilebhu yokulawula imeko-bume. Inkqubo yeLow Carbon Feelsil Standard and Edroced Cec Cars iye yaqhubela abenzi beenqwelo-moya ukuba banciphise ngokuphawulekayo ukukhutshwa kwemibhobho yemibhobho ye-injini, kwanaxa inkqubo karhulumente iye yaphela. Ngo-202020, iKhalifoniya yavakalisa ukuvalwa kokuthengiswa kweenqwelo-petroli entsha ezinamandla ngo-2035, intshukumo eyathi amanye amazwe alishumi elinesithandathu ayisebenzisa. IClimate Dissourcessss, ifuna iinkampani zixele iinyawo zazo ngexabiso lekharbon, ithelela phambili kakhulu e-US. Le mithetho inegalelo elikhulu leenqwelo-mafutha nezoqoqosho, abavelisi bemicineyayo bamkela imilinganiselo yayo yelizwe lonke lonke ilizwe kunye nehlabathi, nto eyaziwayo njenge “Cliniadia."

Indima Ejikelezayo Yabaxhasi

Umthetho ophumelelayo awusengowolawulo kuphela lukarhulumente; ngoku ummandla ophangaleleyo wezinto eziphilayo zabadlali uyamila yaye uphumeze imithetho.

Urhulumente ongxamisekileyo: Ukusuka kuMyalelo ­ neControl ukuya kuLawulo

Abalawuli besithethe bayashenxiswa ukusuka kumthetho ophezulu ukuya kumsebenzi ohambelana. Uninzi ngoku lubandakanyeka ekuqhubeni phambilini ulawulo, apho ushishino luphuhlisa imilinganiselo exhaswayo yinkampani kwaye inyanzelise ukuba i-US Food and Drug Administration isebenzise “pre669crecter” inkqubo ye-software . Iqinisekisa ukuba abameli banezobugcisa noqingqo-mali, bavavanya iinkqubo zokuphuhlisa iinkampani kunokuba bahlaziye uhlaziyo ngalunye. I-Actroffation ixhomekeke ngakumbi kugcino-data lwezikomfakela-mfako, ukusebenzisa iimodelithi ezithe kratya ukuchaza iinkampani eziphezulu.

Imisebenzi: Ukusuka ekudibaniseni ukusa kulawulo olunempembelelo

Iinkampani ezazikhe zasebenzisa imithetho njengexabiso eliphantsi ngoku zivelise ulawulo olusebenzayo kunye namaqela emilinganiselo yokuziphatha. Abaninzi bamkela ngokuzithandela imilinganiselo enjenge-ISO 27001 ukwenzela ukhuseleko lwezoshishino okanye i-UN Guideting Principles on Business. I-techism efana neMicrosoft ne-Google ipapashe imigaqo yemigaqo yemigaqo yokuziphatha ye-IA kunye ne-oglot-e, nto leyo ebangela ukuba izithintele ngokwenxenye ukunyanzela ulawulo olungqongqo. Kwicandelo lemali, “regtch” izisombululo zokusebenzisa ikhompyutha ukuhlola, ukunciphisa iimpazamo kunye nokukhulula oovimba. Umngcipheko we-'spremigration' unokuba ligqabiso lohlobo lwe-AImpty, nto leyo ebangela ukuba izibhexeshi ezininzi ezisebenzayo zisebenzise ulawulo lwangaphandle lokhuphicotho lwe-o-odvoriccounting, isakhiwo sokuthemba kunye nabaxhasi.

Uluntu Lwasekuhlaleni

Amaqela athengiselanayo, imibutho yabathengi, kunye nabaxhasi boluntu banendima ebalulekileyo ekugcineni abalawuli abanoxanduva. Amaqela afana ne-Access Now Treeter Foundation aye adala iingxoxo ze-data eziyimfihlo, lo gama imekobume njenge-Complete World ithathe inyathelo elisemthethweni nxamnye noorhulumente ngenxa yokungalungelelani kwemozulu. Ukunyuka kwemigangatho ye-intanethi kwenza kube lula kubemi ukuba bathathe inxaxheba kwimicimbi kawonke wonke, kwaye abanye abalawuli basebenzisa izixhobo zokusebenza ngekhompyutha ukuhlanganisa igalelo lolwazi olubanzi. Noko ke, “indawo ejikelezayo i-Chombutho i-Adroiling i-atroffiling" //_a apho amaqela amaziko oshishino azenza abonakale njengemitshisi yemozulu engakwazi ukutshintsha inkqubo. Lo mgangatho wokudlala kwi-ontathothotho-ntle.

IAcademia kunye neMibutho yezizwe ngezizwe

Abaphandi banikela isiseko sokuba isiseko somgaqo wesandi, ukusuka kuphando lwendlela yokuziphatha yorhwebo kukhetho lwemichiza yokukhusela inzala. Izintlu ze-ovelence School of Florence University Institute of Regatection School yabaphathi be-Florence kunye nokupapasha uhlaziyo. Imibutho yezizwe ngezizwe efana [iBHANGE] ivelisa imigaqo kunye nezenzo ezingcono ezinceda ukuvisisana nemilinganiselo yoqeqesho kumazwe ngamazwe. IOECD's Regalitation Policy Open, umzekelo, ihlola indlela amalungu alawula ngayo imisebenzi elungileyo. Le mizimba ivumela ukuwela 09 ligorivelvel, kodwa icebiso lawo alikho ukuthatha intsingiselo ye-Atlanti, intsingiselo yesizwe nokuba ngaba ayamkele na.

Iindlela Zokulungiselela Ucelomngeni Lokulawula Kwixesha Elizayo

Ukuze baphumelele kule ndawo intsonkothileyo, abo bajongileyo bamele bathabathe iindlela eziphambili ezigxininisa ubulula, intsebenziswano nemfundo.

Yamkela Ulungelelwano Olulungeleleneyo

Ukwenziwa kwemithetho kulandelelana kwaye kuyacotha, kodwa ukuvela kwendlela yokulawula inkqubo eqhubekekayo. “Ubukhali bokulawula ukutshona kwelanga” kuthetha ukusebenzisa iingxelo eziziphinda-phindiweyo zemithetho emva kwexesha elibekiweyo, ezivumela ukuba ziphele okanye zihlaziywe. Amanye amasebe ngoku asebenzisa “ibhokisi kunye” iimodeli eziphumeleleyo ekulingeni ulawulo olusigxina. Abalawuli bangasebenzisa kwakhona ikhalenda ye-dmistyreary" ukucwangcisa ucwangciso lokuzilungisiswa kwemithetho engundoqo ngamaxesha athile, ukuqinisekisa ukuba bahambisana notshintsho lwemisika. UK noMphathiswano we-Market usebenzisa“ izifundo zemarket" ezincomela utshintsho olusekelwe kubungqina bokwenene behlabathi. Uglicle ifuna ukutshintsha impucuko phakathi koomeli, ukulandelela ngokulandelelana kwimimiselo.

Ubuxhakaxhaka bobuxhaka boncedo olungcono

Abalawuli ngokwabo bayakwazi ukusebenzisa ubugcisa obujongene nolawulo. Izixhobo zokuhlola ezinamandla zingabona ukuthengiswa okanye ukuthengiselwana ngaphakathi kwiimarike zemali. ISuptech (Ubugcisa bokuzikhusela) ivumela iibhanki ezisembindini ukuba zijonge iingozi zokungatywi, ngexesha lokwenene. Ii-operatellite kunye nezimvo ze-IoT zokuhlola ukukhutshwa nokugawulwa kwamahlathi. Noko ke, ukusebenzisa i-AIAI ukuxhasa ukugcinwa komthetho kunyusa inkxalabo yazo ngokusesikweni, inkqubo efanelekileyo, kunye nelungelo lobuqu. Nayiphi nayiphi na i-omatshini kufuneka icace, iphathelwe kwimiqathango yovavanyo, kwaye ikhatshwe zikhuselwe zikhuselwe zikhuselwe zizinto ezikhoyo ngaphandle kokuvelisa iindleko zophuhlisolwazi.

Ulawulo lwabathathi-nxaxheba

Imingeni entsonkothileyo enjengokhuseleko lwe-Al, ukhuseleko lwe-II, kunye nokutshintsha kwemozulu ayinakuconjululwa ngoorhulumente kuphela. Izinto ezininzi ezisetyenziswayo . "njengentsebenziswano kwi-III okanye i-Global Carbon Capture kunye ne-Tracment Institute" zidibanisa abalawuli, iinkampani, abantu kunye nabaphandi ukuphuhlisa izithethe kunye nemigangatho yokuzithandela. Le mibutho ingakwazi ukuqhubela phambili ngokukhawuleza kuneenkqubo zesivumelwano esisemthethweni kwaye idale isiseko sokuthembana oko ekugqibeleni okuyalela kumthetho. I-Geneganence Forum ngumzekelo omnye weqonga-m yehlabathi apho inkqubo yemimiselo eyahlukeneyo yemicimbi yemiciko-mi. Ukusebenzisa imigaqo ecacileyo kufuneka kulawule, inkxaso-mali ecacileyo, kunye nokuzinikela ekuququleni imimandla ephantsi kolawulo oluphantsi.

Ukuveliswa kwemali kwimfundo yolawulo

Ukwakha umbhobho wetalente ukwenzela abalawuli bexesha elizayo kubalulekile. Oorhulumente kufuneka bafake inkxaso yeenkqubo zoqeqesho olukhethekileyo kwinzululwazi yogcino-lwazi, imigaqo yobugcisa, kunye nohlalutyo lomngcipheko kubaphathi belizwe. Ulwandiso lwamaqumrhu obugcisa bobuteknoloji bazimeleyo lunganika abalawuli ulwamkelo lobuqu kwizinto ezintsha. “Ukujonga kwangaphambili” iiyunithi ezivavanya ubugcisa bokuvela kunye neziphumo zazo ze-socinethissss symbicals syn syndromes, . I-I-I-Intelligence i-Intelligences e-Integcul okanye i-Cententer ye-Ctegitecs(*) eSingapore zinokuqinisekisa iziphumo zazo. I-Acadetic , njenge Network of Economic Regators, yenza ukuba abantu bakwazi ukwabelana ulwazi kwimouse eluncedo kwikamva elingaziwayo.

Isiphelo

Ikamva lomthetho asilosiphelo kodwa lugcino oluqhubekayo. Njengokuba ubugcisa bunyusa, ukugcinwa kogcino-lwazi, nokukhula kobudlelane bomhlaba, imodeli endala yemithetho emileyo enyanzeliswe ngabameli abakude ayisasebenzi. Abenzi bolawulo kufuneka bathabathe izakhiwo ezilula, abagcini-mathiriyeli kufuneka benze umsebenzi oqhubekayo, kwaye abantu kufuneka bahlale bephaphile. Iinkqubo kunye neengxaki ezibekwe apha zikhombe kwiparadigm entsha: umgaqo njengomthetho osebenzisanayo, ugcino-data (ukwenziwa kwamalungu okhoyo), kunye nenkqubo ekhanyamekileyo elungelelanisayo ebeka umngcipheko ngethuba. Ngokufaka ubuchule, ukuthembana, nokufunda kwizifundo ezintsha, singenza iinkqubo zokulawula ezinokukhusela ngaphandle kokwenza ulwelo, ezenza ukuba kubekho okuzinzileyo kwikamva eliphumelelayo nelingenekayo.