Credit Risk
Where Credit Risk Expertise Creates Value
IFRS 9 Policy, Governance & Controls
Build robust IFRS 9 governance frameworks that strengthen model oversight, controls, and regulatory readiness.
IFRS 9 Model Development & Validation
Develop, validate, and benchmark ECL models with robust methodologies aligned to regulatory expectations.
ECL Optimization & Regulatory Remediation
Improve ECL methodologies, address regulatory observations, and strengthen model performance and governance.
Portfolio Monitoring & Early Warning
Identify emerging credit deterioration through portfolio analytics, early-warning indicators, and risk monitoring frameworks.
IFRS 9 Policy, Governance & Controls
A sound IFRS 9 framework requires more than accurate ECL models. AFS helps financial institutions establish the policies, governance structures, controls, and oversight mechanisms needed to ensure ECL estimates are consistent, transparent, auditable, and aligned with regulatory expectations.
Our work covers IFRS 9 accounting policies, staging and SICR governance, management overlays, model change controls, data quality, provisioning reconciliation, and reporting governance. We help institutions build robust frameworks from the ground up or remediate gaps identified through internal audit and regulatory reviews.
What AFS Delivers
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IFRS 9 accounting policy and governance framework.
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SICR thresholds and staging governance.
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Management overlay and approval framework.
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Model change control and governance integration.
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Data quality and provisioning reconciliation controls.
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Provisioning committee governance and reporting.
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Regulatory, audit, and central bank examination support.
IFRS 9 Model Development & Validation
AFS develops and validates PD, LGD, EAD, and ECL models across retail, SME, corporate, financial institution, and sovereign portfolios. Our models combine rigorous statistical methodologies with regional market expertise to produce accurate, transparent, and regulator-ready IFRS 9 frameworks.
Our expertise spans the full IFRS 9 modelling lifecycle—from PD, LGD and EAD development through SICR calibration, ECL aggregation, staging, validation, and model benchmarking. We also develop benchmark and proxy models for institutions with limited historical data, including greenfield portfolios.
What AFS Delivers
- PD model development — TTC, PIT, and macroeconomic term structures.
- LGD estimation — workout, market, and collateral-dependent approaches.
- EAD modelling — CCF and behavioural utilization models.
- SICR calibration and staging framework design.
- ECL aggregation and provisioning engine design.
- Benchmark and proxy models for limited-data portfolios.
- Independent model validation — statistical, qualitative, and regulatory.
- Central bank submission documentation and examiner support.
ECL Optimization & Regulatory Remediation
ECL adequacy is a critical area of regulatory scrutiny. AFS helps financial institutions identify and remediate weaknesses in ECL coverage, model performance, management overlays, SICR frameworks, and staging outcomes building defensible solutions that stand up to internal audit and regulatory review.
Our remediation programmes combine benchmarking, model recalibration, parameter refresh, overlay governance, SICR review, and Stage 2/Stage 3 migration analysis to address identified weaknesses and strengthen the overall IFRS 9 framework.
What AFS Delivers
ECL adequacy and provision coverage benchmarking.
PD, LGD, and EAD model recalibration and parameter refresh.
Management overlay redesign and governance.
SICR threshold review, calibration, and back-testing.
Stage 2 and Stage 3 migration analysis.
Central bank observation remediation and re-submission support.
Accelerated remediation programmes with defined delivery milestones.
Portfolio Monitoring & Early Warning
Early identification of credit deterioration gives financial institutions the opportunity to act before risk becomes impairment. AFS designs portfolio monitoring and Early Warning frameworks across retail, SME, and corporate portfolios, helping banks identify emerging vulnerabilities, prioritize action, and strengthen credit risk oversight.
Our frameworks combine financial and behavioural indicators, covenant monitoring, external ratings, arrears, utilization, portfolio trends, and IFRS 9 SICR indicators to create actionable early-warning signals. We help translate these signals into management information, escalation protocols, and credit committee reporting that support timely intervention.
What AFS Delivers
- SICR Early Warning Indicator (EWI) libraries and threshold calibration.
- Financial covenant and external rating surveillance.
- Arrears, utilization, and behavioural trigger monitoring.
- Credit watchlist and watchlist governance frameworks.
- Portfolio vintage and cohort performance analysis.
- Core banking integration and management information dashboards.
- Credit committee reporting and escalation protocols.
Build defensible credit ratings that support better risk and lending decisions.
AFS designs and implementsObligor Risk Rating (ORR)andFacility Risk Rating (FRR)frameworks for corporate, SME, financial institution, and sovereign portfolios across GCC and MENA markets. Our rating methodologies align with regulatory expectations and IFRS 9 requirements, producing consistent and transparent risk grades that supportcredit approval, pricing, provisioning, capital allocation, and portfolio management.
OUR APPROACH
Financial & Qualitative Risk Factors
Liquidity, leverage, profitability, debt service capacity, management quality, market position, ownership structure, country risk, and sector-specific considerations.
Regional Model Calibration
Models are calibrated to regional market conditions.
Override Governance
Robust override governance supporting rating outcomes.
Annual Rating Review
Annual review and watchlist criteria.
Back-Testing & Validation
Back-testing and validation frameworks.
Benchmark Rating Models
Benchmark rating models using external rating mappings and regional default data.
WHAT AFS DELIVERS
Obligor Risk Rating Frameworks
Corporate, SME, FI, and sovereign Obligor Risk Rating (ORR) frameworks.
Facility Risk Rating
Facility Risk Rating (FRR) and LGD-linked collateral scoring.
Financial & Qualitative Risk Models
Financial and qualitative risk factor models with sector-specific adjustments.
PD-Aligned Rating Calibration
PD-aligned rating scale calibration, including TTC and PIT approaches.
Rating Override Governance
Rating override governance and annual model review frameworks.
Benchmark Rating Models
For independent validation and challenge.
Back-Testing & Validation
Back-testing, validation, and regulatory examination support.
AFS combines deep analytical expertise, robust governance, and rigorous validation to deliver credit rating models that strengthen risk decisions and meet regulatory expectations.
Building Stronger, More Predictive Credit Portfolios
Our Credit Risk Advisory services help financial institutions strengthen portfolio quality, anticipate emerging credit risk, improve risk-adjusted returns, and make more confident lending decisions across the credit lifecycle.
Key outcomes
- More accurate and consistent credit risk assessment
- Earlier identification of portfolio deterioration and emerging risk
- Stronger IFRS 9 compliance and regulatory readiness
- Improved risk-adjusted pricing, provisioning, and capital allocation
- Greater visibility into portfolio performance and concentrations
- Stronger alignment between credit risk, risk appetite, and business strategy
- Reduced credit losses through proactive risk identification
- More effective portfolio monitoring and early warning capabilities
- Better-informed lending and portfolio management decisions
- Greater confidence from management, boards, and regulators
Ready to Build a Stronger Credit Risk Framework?
From IFRS 9 and credit modelling to portfolio monitoring, rating, and early warning, our experts can help you identify where your credit risk framework can be strengthened.
Advisory Expertise Built for Financial Institutions
We combine deep financial-services expertise with practical methodologies and technology-enabled delivery to help financial institutions strengthen risk management, improve lending performance, and prepare for emerging regulatory and business challenges.
Enterprise Risk Management
Build stronger, regulator-ready risk frameworks. We help financial institutions develop Capital Adequacy, Liquidity, Stress Testing, and Risk Appetite frameworks to strengthen risk management and support confident decision-making.
Emerging Mandates
Prepare for the risks shaping the future of financial services. We help institutions build practical frameworks for Climate Risk, ESG, AI Governance, Model Risk, and Tail Risk turning emerging requirements into effective risk management.
Credit Lending
Build smarter, more profitable lending strategies. We help financial institutions strengthen credit product design, scoring, portfolio strategy, and decisioning infrastructure to lend confidently and responsibly at scale.