Twenty current analyses of regulatory, market and modelling developments.
By Jonas Mohamed Osman Abdelghafour
How banks and insurers should interpret NGFS Phase V scenarios, known limitations and governance expectations before using the outputs in decisions.
By Jonas Mohamed Osman Abdelghafour
What the NGFS warning on physical-risk estimates means for financial institutions, model limitations, capital decisions and independent validation.
By Jonas Mohamed Osman Abdelghafour
A practical governance guide to using the NGFS Climate Impact Explorer for physical-risk screening without confusing public indicators with portfolio loss estimates.
By Jonas Mohamed Osman Abdelghafour
How the 2025 NGFS short-term climate scenarios complement long-term pathways for credit, market, liquidity and business-planning decisions.
By Jonas Mohamed Osman Abdelghafour
The main governance lessons from the updated NGFS guide to climate scenario analysis for supervisors, banks and insurers.
By Jonas Mohamed Osman Abdelghafour
What the December 2025 IFRS S2 amendments mean for greenhouse-gas disclosures, data controls and climate-risk governance.
56 articles
By Jonas Mohamed Osman Abdelghafour
How banks and insurers should interpret NGFS Phase V scenarios, known limitations and governance expectations before using the outputs in decisions.
By Jonas Mohamed Osman Abdelghafour
What the NGFS warning on physical-risk estimates means for financial institutions, model limitations, capital decisions and independent validation.
By Jonas Mohamed Osman Abdelghafour
A practical governance guide to using the NGFS Climate Impact Explorer for physical-risk screening without confusing public indicators with portfolio loss estimates.
By Jonas Mohamed Osman Abdelghafour
How the 2025 NGFS short-term climate scenarios complement long-term pathways for credit, market, liquidity and business-planning decisions.
By Jonas Mohamed Osman Abdelghafour
The main governance lessons from the updated NGFS guide to climate scenario analysis for supervisors, banks and insurers.
By Jonas Mohamed Osman Abdelghafour
What the December 2025 IFRS S2 amendments mean for greenhouse-gas disclosures, data controls and climate-risk governance.
By Jonas Mohamed Osman Abdelghafour
How financial institutions can move from TCFD-aligned reporting to IFRS S2 while preserving controls, comparability and decision usefulness.
By Jonas Mohamed Osman Abdelghafour
Why the Basel Committee’s 2025 voluntary framework still matters for climate-risk data, comparability and bank governance.
By Jonas Mohamed Osman Abdelghafour
A practical review of governance, risk appetite, controls and scenario analysis under the Basel climate-risk principles.
By Jonas Mohamed Osman Abdelghafour
What a 2025 BIS working paper contributes to the debate on physical climate risk, borrower default and credit portfolio modelling.
By Jonas Mohamed Osman Abdelghafour
What insurers can learn from EIOPA’s Fit-for-55 exercise about transition losses, second-round effects, ORSA and capital planning.
By Jonas Mohamed Osman Abdelghafour
A climate-risk maturity checklist based on EIOPA’s 2025 monitoring exercise for insurance risk management and ORSA teams.
By Jonas Mohamed Osman Abdelghafour
What the Federal Reserve pilot exercise still teaches banks about data, governance, scenario interpretation and climate-risk measurement.
By Jonas Mohamed Osman Abdelghafour
How changing US federal climate-disclosure policy affects financial institutions that still face state, investor and international requirements.
By Jonas Mohamed Osman Abdelghafour
How climate litigation can affect borrowers, lenders and financial institutions through credit, conduct, operational and reputational channels.
By Jonas Mohamed Osman Abdelghafour
How nature-related dependencies and impacts are converging with climate-risk assessment, disclosure and financial decision-making.
By Jonas Mohamed Osman Abdelghafour
What 2025 insured catastrophe losses and the growing importance of secondary perils mean for portfolio risk, pricing and capital.
By Jonas Mohamed Osman Abdelghafour
How adaptation, insurance design and public-private action can narrow the climate protection gap in a higher-loss world.
By Jonas Mohamed Osman Abdelghafour
How debt pressure and climate vulnerability interact in sovereign, banking and investment risk analysis.
By Jonas Mohamed Osman Abdelghafour
What BIS Project Symbiosis reveals about using AI for climate data, transition finance and financial-risk analysis responsibly.
By Jonas Mohamed Osman Abdelghafour
Explains how climate narratives are converted into risk factors, exposures, shocks, losses, and capital metrics.
By Jonas Mohamed Osman Abdelghafour
Covers flood, wind, heat, wildfire, drought, and coastal risk modelling for credit, insurance, and market portfolios.
By Jonas Mohamed Osman Abdelghafour
Shows how climate transition pathways affect sectors, balance sheets, asset values, credit risk, and profitability.
By Jonas Mohamed Osman Abdelghafour
Explains how NGFS scenarios can be mapped to macroeconomic variables, sector pathways, and financial risk models.
By Jonas Mohamed Osman Abdelghafour
Reviews public and institutional data sources for European climate risk, including hazard, exposure, macro, sector, and insurance data.
By Jonas Mohamed Osman Abdelghafour
Explains flood maps, return periods, depth-damage curves, insured loss modelling, and validation.
By Jonas Mohamed Osman Abdelghafour
Covers wind hazard intensity, spatial correlation, vulnerability curves, event sets, and portfolio loss aggregation.
By Jonas Mohamed Osman Abdelghafour
Links heat stress to health impacts, labour productivity, operational disruption, real estate, and credit quality.
By Jonas Mohamed Osman Abdelghafour
Covers drought indicators, crop stress, hydropower impacts, food supply chains, and insurance loss modelling.
By Jonas Mohamed Osman Abdelghafour
Explains wildfire risk components and their relevance for property, insurance, mortgage and infrastructure portfolios.
By Jonas Mohamed Osman Abdelghafour
Covers coastal exposure, storm surge, sea-level pathways, property valuation, and infrastructure risk.
By Jonas Mohamed Osman Abdelghafour
Explains how vulnerability curves convert hazard intensity into damage ratios, losses, and financial impacts.
By Jonas Mohamed Osman Abdelghafour
How assumptions in climate risk models should be owned, evidenced, challenged and reviewed so that outputs withstand independent validation.
By Jonas Mohamed Osman Abdelghafour
Discusses proxy backtesting, event validation, sensitivity testing, stress testing, and benchmarking.
By Jonas Mohamed Osman Abdelghafour
Covers scenario uncertainty, model uncertainty, parameter uncertainty, data gaps, and governance treatment.
By Jonas Mohamed Osman Abdelghafour
Explains how climate shocks flow into PD, LGD, EAD, collateral values, income, liquidity, and capital planning.
By Jonas Mohamed Osman Abdelghafour
Covers underwriting risk, reserve risk, asset risk, reinsurance, catastrophe losses, and ORSA climate scenarios.
By Jonas Mohamed Osman Abdelghafour
Shows how climate scenarios can affect macro overlays, staging, PD term structures, LGD, and provision sensitivity.
By Jonas Mohamed Osman Abdelghafour
Explains climate scenario design, underwriting impacts, asset impacts, capital planning, and board-level ORSA reporting.
By Jonas Mohamed Osman Abdelghafour
Explains how climate scenarios can be embedded into ICAAP, liquidity stress testing, concentration risk, and capital adequacy.
By Jonas Mohamed Osman Abdelghafour
Covers flood, heat, energy efficiency, collateral value, EPC data, mortgage risk, and regional concentration.
By Jonas Mohamed Osman Abdelghafour
Explains sector pathways, emissions intensity, transition vulnerability, credit rating migration, and default risk.
By Jonas Mohamed Osman Abdelghafour
Reviews sector sensitivities to carbon pricing, regulation, technology substitution, and demand changes.
By Jonas Mohamed Osman Abdelghafour
Explains how carbon price pathways affect operating costs, margins, creditworthiness, and equity valuation.
By Jonas Mohamed Osman Abdelghafour
Shows how climate shocks can affect equity, bonds, property, infrastructure, credit spreads, and liquidity premia.
By Jonas Mohamed Osman Abdelghafour
Covers aggregation across geography, asset class, counterparty, hazard type, and scenario horizon.
By Jonas Mohamed Osman Abdelghafour
Explains why location dependence matters for flood, wind, heat, wildfire, and portfolio concentration.
By Jonas Mohamed Osman Abdelghafour
How institutions govern extreme climate and catastrophe exposure — tolerance setting, stress testing, reinsurance and capital implications.
By Jonas Mohamed Osman Abdelghafour
Why climate perils do not diversify as portfolio models assume, and what dependency risk means for aggregation, capital and risk appetite.
By Jonas Mohamed Osman Abdelghafour
Explains how AI can support hazard classification, exposure mapping, loss estimation, scenario generation, and documentation.
By Jonas Mohamed Osman Abdelghafour
Covers explainability, audit trails, model documentation, validation, and governance controls.
By Jonas Mohamed Osman Abdelghafour
Why climate data quality, lineage, ownership and control standards determine whether climate risk output is usable for capital and disclosure.
By Jonas Mohamed Osman Abdelghafour
Explains how assets, properties, counterparties, facilities, and insured locations can be mapped to hazard layers.
By Jonas Mohamed Osman Abdelghafour
Shows how technical climate model outputs can be translated into decision-useful KPIs, heatmaps, and risk appetite metrics.
By Jonas Mohamed Osman Abdelghafour
Defines governance roles, model inventory, limitations, validation cycles, change control, and approval workflows.
By Jonas Mohamed Osman Abdelghafour
How climate scenario analysis becomes a governed decision process — ownership, risk appetite, challenge, disclosure and board-level accountability.
A structured, governed workflow by Jonas Mohamed Osman Abdelghafour.
Modular engines that make up an end-to-end climate risk platform.
Physical hazard intensity, event sets, and return periods across perils.
Assets, counterparties, locations, and facilities mapped to hazard layers.
Damage functions linking hazard intensity to asset-level loss ratios.
Event, annual, and scenario loss aggregation across portfolios.
NGFS and bespoke pathways translated into risk factors and shocks.
Translation of shocks into PD, LGD, valuation, reserves, and capital.
Backtesting, sensitivity, benchmarking, and expert challenge.
KPIs, dashboards, and disclosures for executives, boards, and supervisors.