DG-BankScan IFRS™: A Deeper Approach to Analysing Banks Under IFRS 9 and IFRS 7

Executive Summary

Banks sit at the centre of the financial system, transforming deposits into loans and risk into return. Their IFRS financial statements are packed with data – staging, expected credit losses, fair values, capital ratios and liquidity disclosures – yet many readers still struggle to answer a basic question: How healthy is this bank, really?

Traditional analysis often focuses on headline profitability, a handful of capital and liquidity ratios, and high-level commentary. It rarely unpacks the judgements embedded in IFRS 9 expected credit loss (ECL) models, the composition of Stage 2 and Stage 3 exposures, the real drivers of net interest income, or the interaction between capital, liquidity and funding under stress. As a result, boards, regulators, investors and even management teams can miss early warning signs or underestimate resilience.

Dawgen Global’s DG-BankScan IFRS™, a specialist module within our DG-IFRS Insight Suite™, is designed to change this. Built on our 9-step DG-IFRS Insight Engine™, DG-BankScan IFRS™ provides a structured, proprietary approach to analysing banks’ IFRS financial statements. It brings together tools such as the BankScan Asset Quality Heatmap™, BankScan Capital & Liquidity Compass™, DG-Financial Resilience Radar™ and DG-Stress Resilience Score™ to translate complex disclosures into clear insights on earnings quality, asset quality, capital strength, liquidity, and risk.

This article explains how DG-BankScan IFRS™ turns IFRS-compliant bank financial statements into a decision-ready view for boards, executive management, regulators, lenders and investors. It shows how Dawgen Global uses the framework to reveal hidden vulnerabilities, validate resilience, and support better strategic and risk decisions – particularly in emerging and developing markets where transparency and confidence are essential.

1. Why Bank Financial Statements Are So Difficult to Read

Banks do not operate like typical corporates. Their “inventory” is loans and financial assets, their “suppliers” and “customers” are depositors and borrowers, and their business model is deeply intertwined with regulation and macroeconomic conditions. IFRS has significantly increased the information available to stakeholders, but it has also added complexity:

• IFRS 9 introduces forward-looking expected credit losses and staging.

• IFRS 7 and IFRS 13 expand risk and fair value disclosures.

• IFRS 16 and IAS 19 affect operating costs and obligations.

• IFRS 15 touches on fee and commission recognition.

The result is a set of financial statements with:

• Dense credit risk tables

• Detailed ECL reconciliations

• Complex fair value hierarchies

• Extensive risk management narratives

For many non-specialist readers – and even for some inside the bank – these disclosures are hard to connect to a simple, decision-ready view:

• Are earnings sustainable, or flattered by model assumptions and one-off gains?

• Is asset quality genuinely robust, or slowly deteriorating behind stable NPL ratios?

• Is capital truly sufficient, given the risk profile and business model?

• Is liquidity resilient in stress, or dependent on a handful of volatile funding sources?

Traditional ratio analysis is not enough. What banks and their stakeholders need is a structured IFRS-aware lens that can decode complexity without losing nuance. That is what DG-BankScan IFRS™ is built to provide.

2. IFRS Challenges Specific to Banking

Before introducing the framework, it is important to recognise the IFRS areas that make bank analysis unique:

• IFRS 9 – Financial Instruments

  • Classification and measurement (amortised cost, FVOCI, FVTPL).

  • Three-stage ECL model (Stage 1, Stage 2, Stage 3) with 12-month vs lifetime expected credit losses.

  • Significant increase in credit risk (SICR) criteria and macroeconomic overlays.

• IFRS 7 – Financial Instruments: Disclosures

  • Credit risk, liquidity risk, market risk, and sensitivity analyses.

  • Collateral information and concentration of exposures.

• IFRS 13 – Fair Value Measurement

  • Three-level fair value hierarchy.

  • Valuation techniques and unobservable inputs, especially for complex and illiquid instruments.

• Other Relevant Standards

  • IFRS 15 for fee and commission income (e.g., advisory, structuring, asset management).

  • IFRS 16 for leases (branches, offices, data centres).

  • IAS 12 for deferred tax impacts of ECL and fair value changes.

These standards do not operate in isolation. They interact with regulatory capital frameworks, internal risk models, and management judgement. DG-BankScan IFRS™ is designed to interpret these interactions and present them in an integrated way.

3. Introducing DG-BankScan IFRS™

DG-BankScan IFRS™ is Dawgen Global’s proprietary framework for analysing banks and similar financial institutions that report under IFRS. It sits within our broader DG-IFRS Insight Suite™ and is built on the 9-step DG-IFRS Insight Engine™.

The objectives of DG-BankScan IFRS™ are to:

1. Provide a clear view of earnings quality – including net interest income, fee income, trading results and one-offs.

2. Offer a granular, forward-looking perspective on asset quality, staging and ECL.

3. Integrate capital adequacy, liquidity and funding into a single view of resilience.

4. Quantify stress resilience using realistic scenarios.

5. Translate complex disclosures into concise insights and recommendations for decision-makers.

To achieve this, DG-BankScan IFRS™ employs a set of proprietary tools, including:

• BankScan Asset Quality Heatmap™ – a structured visual of credit risk and ECL across portfolios.

• BankScan Capital & Liquidity Compass™ – a combined view of capital strength, funding mix and liquidity buffers.

• DG-Financial Resilience Radar™ – a multi-axis representation of key risk dimensions.

• DG-Stress Resilience Score™ – a quantitative indicator of how the bank performs under stress.

4. DG-BankScan IFRS™ Within the DG-IFRS Insight Engine™

Like all sector modules in the DG-IFRS Insight Suite™, DG-BankScan IFRS™ uses the 9-step DG-IFRS Insight Engine™, adapted to the banking context.

Step 1 – Business Model & Risk Profile

We start by understanding the bank’s:

• Core activities: retail, SME, corporate, investment banking, wealth management, treasury.

• Geographic footprint and exposure to specific sectors or regions.

• Funding model: retail deposits vs wholesale funding vs market instruments.

• Risk appetite and strategic focus.

We then align this with IFRS disclosures:

• Segment reporting

• Portfolio breakdowns (by sector, geography, product)

• Risk-weighted asset (RWA) composition

This ensures that all analysis is grounded in how the bank actually makes money and takes risk.

Step 2 – Banking IFRS Policy & Model Fingerprint™

Next, we build a Banking IFRS Policy & Model Fingerprint™, focusing on:

• Classification and measurement policies for loans, debt securities, and derivatives.

• Criteria for significant increase in credit risk (SICR) and Stage 2 transfers.

• Use of overlays and management adjustments in ECL models.

• Approaches to fair value measurement for complex instruments.

• Revenue recognition for fees and commissions (e.g., upfront vs over time).

We assess where the bank sits on a conservative–aggressive spectrum in its application of IFRS 9 and related standards. This helps stakeholders understand how much reported performance depends on model assumptions.

Step 3 – Earnings Quality & Core Profitability

Earnings quality analysis in DG-BankScan IFRS™ addresses:

• Composition and trends in net interest income (NII) – including net interest margin (NIM), structural hedging, and the impact of interest rate changes.

• Mix of fee and commission income, and its stability.

• Volatility of trading and fair value gains/losses.

• Operating cost dynamics (including IFRS 16 lease impacts).

• One-off items, such as gains on asset disposals, restructuring costs or litigation provisions.

We separate core, recurring earnings from volatile, market-driven or one-off items to show whether the bank’s profitability is truly sustainable.

Step 4 – Asset Quality & BankScan Asset Quality Heatmap™

Asset quality is central to any bank analysis. DG-BankScan IFRS™ uses the BankScan Asset Quality Heatmap™ to:

• Map loans and advances by portfolio (retail, SME, corporate, sovereign, etc.).

• Overlay staging (Stage 1, Stage 2, Stage 3) and changes over time.

• Analyse non-performing loans (NPLs), restructuring, and write-offs.

• Evaluate coverage ratios (ECL / gross exposure) across portfolios.

• Highlight concentrations in risky sectors or geographies.

The Heatmap helps answer key questions:

• Are Stage 2 exposures growing, and in which portfolios?

• Is coverage adequate, given the bank’s risk profile and environment?

• Are there pockets of emerging stress that headline NPL ratios do not capture?

Step 5 – Capital Strength & BankScan Capital & Liquidity Compass™

Capital adequacy is more than a regulatory ratio. DG-BankScan IFRS™ examines:

• Tier 1 and total capital ratios vs regulatory minima and internal targets.

• Composition of capital (common equity vs additional Tier 1 and Tier 2 instruments).

• Quality of capital – including the extent of deferred tax assets, goodwill or other intangibles.

• Leverage ratio (where applicable).

These insights are combined with liquidity and funding analysis (Step 6) to create the BankScan Capital & Liquidity Compass™ – a visual representation of:

• Capital adequacy

• Leverage

• Liquidity buffers

• Funding stability

This Compass enables boards and investors to see at a glance whether the bank is well-capitalised, marginal, or vulnerable.

Step 6 – Liquidity, Funding & DG-Financial Resilience Radar™

Funding and liquidity risk can bring down even seemingly profitable banks. DG-BankScan IFRS™:

• Analyses the funding mix: retail deposits, corporate deposits, interbank funding, wholesale market instruments, central bank facilities.

• Evaluates liquidity metrics (e.g., short-term maturity gaps, reliance on volatile funding).

• Reviews the stability and concentration of key funding sources.

• Interprets IFRS 7 liquidity risk tables and stress tests.

We then plot key dimensions – capital, liquidity, funding concentration, asset quality and earnings stability – on the DG-Financial Resilience Radar™, giving a multi-dimensional picture of risk.

Step 7 – Market, Interest Rate & Other Risks

Banks are exposed to:

• Interest rate risk in the banking book

• FX risk

• Market risk in trading portfolios

• Operational and conduct risks

DG-BankScan IFRS™ summarises these through:

• Sensitivity analyses from IFRS 7 disclosures.

• Composition of trading vs banking book exposures.

• Qualitative assessment of risk management frameworks and governance.

While detailed regulatory metrics may sit outside the IFRS financial statements, our framework uses what is available to form a holistic view.

Step 8 – Stress Testing & DG-Stress Resilience Score™

Using the data gathered, DG-BankScan IFRS™ runs tailored scenarios, such as:

• Moderate and severe economic downturns impacting default rates and ECL.

• Parallel shifts in interest rates affecting NII and fair values.

• Liquidity stresses, such as deposit outflows or market funding disruptions.

We assess the impact on:

• Profit and loss

• Capital ratios and leverage

• Liquidity buffers and funding gaps

The results are summarised in a DG-Stress Resilience Score™, which signals how well the bank can absorb shocks without breaching critical thresholds.

Step 9 – Bank Value Creation & Risk Governance Roadmap

Finally, DG-BankScan IFRS™ translates insights into a value creation and risk governance roadmap, highlighting:

• Areas where risk-return is attractive and can be scaled.

• Portfolios or products with poor risk-adjusted returns.

• Opportunities to strengthen capital or liquidity structures.

• Enhancements to disclosures and stakeholder communication.

The output is a concise set of prioritised actions for executive management and the board.

5. Illustrative Scenario: Solid Ratios, Emerging Risk

Consider a mid-sized regional bank whose IFRS financial statements show:

• Stable net interest margin and return on equity.

• Capital ratios comfortably above regulatory minima.

• Low and declining NPL percentage.

Traditional analysis might conclude that the bank is robust. However, DG-BankScan IFRS™ revealed:

• The BankScan Asset Quality Heatmap™ showed a significant shift of corporate exposures from Stage 1 to Stage 2, even though NPLs remained low. This indicated early stress not yet visible in headline ratios.

• ECL overlays had been reduced, boosting earnings, despite persistent macroeconomic uncertainty.

• The BankScan Capital & Liquidity Compass™ highlighted that while capital ratios were sound, the bank relied heavily on a small number of large corporate depositors for short-term funding.

• The DG-Stress Resilience Score™ under a moderate stress scenario showed material pressure on capital and liquidity if Stage 2 exposures deteriorated to Stage 3 and deposit concentration risk materialised.

On this basis, Dawgen Global’s recommendations included:

• Strengthening monitoring and provisioning policies for high-risk sectors.

• Diversifying funding sources and improving retail deposit gathering.

• Enhancing internal and external reporting to highlight Stage 2 trends and concentration risks.

Without DG-BankScan IFRS™, management and the board might have maintained an overly optimistic view of the bank’s resilience.

6. How Stakeholders Use DG-BankScan IFRS™

Boards and Board Risk Committees

• Gain a clear, integrated view of asset quality, capital, liquidity and earnings quality.

• Ask better questions of management and challenge underlying assumptions.

Executive Management (CEO, CFO, CRO)

• Use the framework as an internal “sense check” on regulatory and internal model outputs.

• Integrate DG-BankScan IFRS™ into strategic planning, risk appetite discussions and capital planning.

Regulators and Supervisors (where engagements permit)

• Obtain an independent, IFRS-grounded perspective on bank resilience.

• Compare institutions using a common analytical framework.

Investors, Analysts and Lenders

• Enhance credit and equity analysis with a deeper understanding of ECL, staging and funding risk.

• Identify banks with strong underlying resilience vs those relying on benign conditions.

7. How Dawgen Global Implements DG-BankScan IFRS™

When a bank or similar financial institution engages Dawgen Global for DG-BankScan IFRS™, we typically follow a structured process:

1. Scoping & Data Collection

   • Review IFRS financial statements, notes and management commentary.

   • Obtain additional risk and performance data where possible (portfolio breakdowns, regulatory disclosures, internal risk reports).

2. DG-IFRS Insight Engine™ Application

   • Build the Banking IFRS Policy & Model Fingerprint™.

   • Analyse earnings quality, asset quality, capital, liquidity and funding.

3. DG-BankScan IFRS™ Analytics

   • Develop the BankScan Asset Quality Heatmap™ and BankScan Capital & Liquidity Compass™.

   • Populate the DG-Financial Resilience Radar™ and calculate the DG-Stress Resilience Score™.

4. Insight & Strategy Session

   • Present findings to senior management and, where appropriate, the board or risk committee.

   • Agree key priorities for strengthening resilience and enhancing value creation.

5. Ongoing Support

   • Assist with implementing recommendations in risk management, capital planning, funding strategy and disclosure.

   • Provide periodic updates and refresh the analysis as conditions evolve.

Because Dawgen Global is an integrated multidisciplinary firm, we can connect IFRS technical analysis with risk management, strategy, governance and regulatory insights across the Caribbean and beyond.

8. Next Step: Put DG-BankScan IFRS™ to Work on Your Bank

If you are a bank director, executive, regulator, investor or lender, you know that numbers alone do not tell the full story. IFRS has made bank financial statements richer in data, but without the right lens, critical insights into risk and resilience remain buried in tables and footnotes.

DG-BankScan IFRS™ is designed to change that. By combining our DG-IFRS Insight Engine™ with banking-specific analytics and proprietary tools such as the BankScan Asset Quality Heatmap™ and BankScan Capital & Liquidity Compass™, we help you:

• Understand the true quality of earnings and the role of judgement and models.

• See emerging credit risk before it becomes visible in NPLs.

• Evaluate the strength and structure of capital and liquidity under normal and stressed conditions.

• Build a clear, actionable roadmap to enhance resilience and support sustainable growth.

At Dawgen Global, we don’t just verify IFRS compliance – we translate complex bank financial statements into decision-ready insights for governance, strategy and risk.

If you would like us to review or analyse your bank’s IFRS financial statements using DG-BankScan IFRS™, or to incorporate this framework into your board and risk committee processes, we invite you to contact us today under a secure and confidential engagement.

📧 Email: [email protected]
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At Dawgen Global, we help you make Smarter and More Effective Decisions.
Let’s start with your bank’s IFRS financial statements – and the story they are ready to tell.

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