Mijar
Topics at AI and Financial Model Risk: the pages in this section are listed below, each with its own scope and status.
- Weşanger
- The Global Risks Alliance
- War
- Artificial intelligence, Financial stability
Topics at AI and Financial Model Risk.
GRA is a nonprofit business league for the financial services industry. It does not lend, underwrite, rate, invest, advise on or arrange transactions, and readiness work is not approval.
AI and Financial Model Risk topics, and the question each answers.
- Model risk governance in financePirsModel risk is the potential for loss or harm from decisions based on models that are wrong or misused.
- Credit scoring and pricing model riskPirsCredit scores, probability of default models and insurance pricing models decide who gets credit or cover and at what price.
- Generative AI risk in financial servicesPirsFinancial firms use large language models to draft documents, answer customers, summarise research, write code and support analysts.
- Explainability and fairness in finance AIPirsCustomers, staff and supervisors need to understand why a model made a decision, and decisions must not discriminate unlawfully.
- Model monitoring and drift in financePirsA model validated at launch can fail later as customers, products, markets and data pipelines change.
- Human oversight of AI in financePirsHuman oversight is meant to catch model errors, handle exceptions and keep accountability with people.
- Third-party model risk in financePirsFirms use vendor credit scores, fraud models, catastrophe models, market data analytics and foundation models they did not build and cannot fully inspect.
- Stress and scenario model riskPirsStress and scenario models project how losses, capital and liquidity would change under adverse conditions.
Topic pages in AI and Financial Model Risk share one structure: mechanisms, indicators, sources, methods, decisions and limits, written for model risk managers and validators and data scientists in finance.
Where this page’s references lead.
Sazî û belgeyên ku ev rûpel li hember wan tê xwendin. Rewş û çap diguherin; her girêdan diçe ba saziya derxistinê.
Pages in Topics.
Model risk governance
Inventory, ownership and validation.
MijarCredit and pricing models
Finance-specific automated decisions.
MijarGenerative AI in finance
Use cases and failure controls.
MijarExplainability and fairness
Interpretation, bias and accountability.
MijarModel monitoring and drift
Changes over time and review thresholds.
MijarHuman in the loop controls
Authority and approvals.
MijarThird party models
Vendor dependencies and due diligence.
MijarStress and scenario models
Verification and uncertainty.
Ji vê rûpelê delîl bidin.
rêzeya Pergalên Stratejîk is the Consortium’s quarterly publication. What you know about this subject can become evidence, a case or a correction in the next edition, credited to you and published under CC BY 4.0 where it is your own work.
- E-nameGateway GW-GRAJi vê rûpelê bişîninDelîl, rastkirin, doz, rêbaz, nirxandin, wergerandin an têketina profîlê. Bi nîşana vê rûpelê digihîje, ji ber vê yekê edîtorê xwediyê wê wê bistîne.
- ZenodoDepoya vekirîWê razînin û ji civakê re bişîninTomara xwe li Zenodo bi ORCID iD ya xwe biweşînin, paşê wê li wir ji civaka Reports re bişînin. Kurator wê vedikolin; DOI ya we dimîne.
- rêzeya Pergalên StratejîkGlobal Risks AllianceHemû rêyên beşdariyê bibîneCureyên beşdariyê, her yek çawa tê nirxandin, tu çi navlêkirinê distînî, lîsans û tiştê ku qet nayê qebûlkirin.
Tu carî daneyên şexsî, hûrgiliyên binesaza hesas an tiştekî ku mafê we yê parvekirinê tune ne neşînin. Beşdarî berî bikaranînê tê nirxandin; şandina wê nivîskarî an mafên edîtorî nade û sponsorî tu carî encamekê nakire.
Bring an exposure or capital question to the Alliance.
Agahî û pirs îro vekirî ne. Pirsek referansekê distîne û gava piştî wê dide nasîn; serlêdan, drav, veqetandina hesabkirinê û tomarkirin tenê dema ku tîm, mercên wê û kapasîteya vekolînê hebin vedibin.
Belgeyên hiqûqî.
Nexşe, dane û jimarên vê malperê ji bo çarçoveyê û agahiyên giştî têne nîşandan. Ew ne şîret, ne pêşbînî û ne hişyarî ne; sînorên agahiyê di Daxuyaniyên Berpirsiyariyê û Daxuyaniyên Daneyê de hatine diyarkirin.