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ALM · Essay
NII under the EBA methodology — what the re-pricing and behavioural caps really do to the projection
The EBA NII methodology is constant balance sheet, volume constant and behaviourally capped. Banks that run stress NII like an internal IRRBB exercise get floored by the top-down: the EBA challenger typically reads 150-300 bps worse than a bank's internal model, and the gap is almost always explained by one of three bank-side errors.
Audience: Head of ALM, Group Treasurer, Head of IRRBB Modelling, Head of Behavioural.
1. The headline
The EBA EU-wide stress test runs NII on a constant balance sheet — no new lending, no new deposits, no asset rotation through the horizon. Volumes are held constant. Behavioural assumptions are constrained by caps the EBA methodological note specifies explicitly. A bank that treats the EBA exercise like its internal IRRBB run — with dynamic rebalancing, full behavioural freedom and asymmetric deposit-beta — gets a submission that the top-down methodological challenger flags as “materially below peer.”
The challenge cycle is brutal. The EBA reads the bank's NII projection, compares it against the top-down benchmark (built from aggregated COREP, FINREP and macro inputs), and writes a methodology challenge when the gap is unexplained. In 2023 and 2025, roughly 40% of the major NII methodology critiques concerned one of three bank-side errors we document below.
2. The three rails of the EBA NII projection
Every EBA cycle runs NII on three constraints that interlock. Understanding which constraint binds first — and on which book — is the fastest diagnostic for a projection that looks weak.
1
Re-pricing gaps
Every asset and liability is projected by contractual re-pricing date under the scenario interest-rate path. No rebalancing. A 5-year fixed-rate mortgage re-prices once at maturity, regardless of the bank's internal expectation of refinance. Floating-rate positions re-price on their schedule. Basis spreads (OIS vs IBOR vs risk-free) are held.
Methodology ref: EBA methodological note of the cycle — re-pricing gap section; sets the contractual treatment.
2
Behavioural assumptions (constrained)
Behavioural pass-through on non-maturity deposits is governed by the deposit-beta cap. The EBA sets a floor on beta under rising rates (to prevent banks under-shocking) and a ceiling on beta under falling rates (to prevent banks over-claiming NII benefit). Prepayment is also capped — a bank cannot assume retail mortgage prepayment responds as aggressively to rate shocks as the internal model might suggest.
Methodology ref: EBA methodological note — behavioural floor/ceiling caps on deposit beta and retail prepayment.
3
Volume-constant rails
Total assets held constant at T-0 in volume terms, across the horizon. No growth, no deleveraging, no strategic shift. When a loan amortises, it is replaced at the contractual re-pricing rate — not the market rate, not the bank's strategic pricing. When a deposit runs off, it is replaced at the EBA assumed rate. This is the constraint most banks under-respect.
Methodology ref: EBA methodological note — constant balance-sheet assumption; static rails.
3. Peer benchmarking — 2023 and 2025 cycles
Drawn from EBA public transparency disclosures for both cycles. The figures below are bank-level NII cumulative deviation vs the 2022 baseline (2023 cycle) and vs the 2024 baseline (2025 cycle), across the 3-year adverse horizon. Full dataset downloadable at our public stress-test dataset.
| Quartile |
2023 cycle (3-yr cumulative) |
2025 cycle (3-yr cumulative) |
Pattern |
| Best quartile |
−5% to −6% |
−5% to −6% |
Well-hedged floater books, modest deposit beta |
| Sector median |
−8% to −9% |
−8% to −9% |
Reasonable hedging, central methodology |
| Worst quartile |
−10% to −12% |
−10% to −12% |
Concentration in fixed-rate assets, asymmetric deposit beta |
Source: EBA 2023 and 2025 EU-wide stress test bank-level transparency disclosures, NII projection under adverse. Cross-checked in the Ezelman EU G-SIB stress-test dataset.
The sector median has been remarkably stable across the two cycles — roughly 300 bps of NII cumulative loss over 3 years under adverse. A bank whose 2025 projection was materially outside this range (either much worse, or much better) should have a specific diagnostic to run before 2027 templates land.
4. The three most common bank-side errors
Every NII submission we review for a client shows at least one of these three errors. In 2025, across the 20+ bank-level transparency templates we benchmarked, all three appeared in the worst-quartile cohort.
Replication-portfolio drift
The bank builds a replication portfolio for non-maturity deposits in the internal IRRBB framework — typically a ladder of 1-to-5-year bonds with dynamic rebalancing. When the adverse scenario hits, the internal model continues to rebalance the ladder, locking in higher forward-rates as they arise. The EBA constant-balance-sheet constraint does not permit this. The replication must be frozen at T-0 and allowed to run off naturally. The projection gap is often 50-120 bps of NII across the 3-year horizon.
Diagnostic: if the bank's internal ALM committee runs quarterly replication-portfolio rebalancing, the EBA submission is at risk unless the T-0 freeze is explicit.
Deposit-beta under-shock
Historical deposit-beta is measured over cycles where retail rates were generally falling or stable. The resulting beta is low (typically 20-40% for retail current accounts in the euro area). The bank applies the same low beta under the adverse rising-rate scenario — but retail competition is asymmetric: deposit betas accelerate as rates rise (depositors notice competitor offers) and are sticky as rates fall. Under-shocking the rising-rate beta is the single largest contributor to the EBA NII challenge.
Diagnostic: if the bank uses a single symmetric beta number rather than asymmetric rising/falling betas, and the rising-beta is < 50% for retail current accounts, the EBA will challenge it.
Error 3
Severity: medium-high
Swap-book netting assumption
Under the internal IRRBB framework, the bank typically nets macro hedges (interest-rate swaps) against the underlying book — the hedges are treated as permanently effective. Under the adverse scenario, basis moves (OIS vs IBOR, euro-area vs US$, vanilla vs inflation-linked) can break the effectiveness. The bank that assumes full hedge effectiveness across the 3-year adverse horizon is over-stating the hedged-NII offset. Typical projection gap: 30-80 bps.
Diagnostic: if the bank does not run an explicit hedge-effectiveness test under the stress basis paths (and document it in the submission), the EBA will ask, and the bank will be unable to defend.
Error 4 · bonus
Severity: medium
Non-maturity deposit run-off under-modelled
The EBA requires a non-maturity deposit run-off profile under stress. Most banks use their internal operational assumption (typically 5-10% annual run-off for stable retail). Under adverse macro — rising unemployment, falling HPI — run-off accelerates. The EBA expects the bank to apply a stressed run-off (often 15-25% for non-core retail). Under-modelling the run-off means under-modelling the funding cost hit.
Diagnostic: if the non-maturity deposit run-off under adverse is the same as under baseline, it will be flagged.
5. How Ezelman fixes each
In the mandates we run, each of the three core errors is addressed through a named workstream with explicit deliverables. These are not theoretical remediations — they are what we ship.
Fix 1 — Replication-portfolio freeze protocol
We produce a T-0 replication-portfolio snapshot, signed by the Head of ALM, that is frozen for the full stress horizon. Every quarterly internal rebalancing is excluded. A separate “EBA-view” replication portfolio runs in parallel to the internal model, documented and reconciled monthly. Written into the ANCHOR-Harmonise pillar of our framework.
Fix 2 — Asymmetric deposit-beta calibration
We rebuild the behavioural engine on asymmetric betas: rising-rate beta is calibrated to the 2022-2024 rate-rise experience (where empirical retail betas in the euro area were 45-65% on current accounts, 60-80% on savings); falling-rate beta calibrated separately. This produces two numbers, not one, and the difference is documented in the methodology pack. Also runs through a peer-benchmark gate: if the rising-beta is materially below peer median, a challenger note is triggered.
Fix 3 — Explicit hedge-effectiveness testing under stress basis
We run the swap book through the full EBA adverse macro path — including basis shocks (OIS vs IBOR vs inflation-linked) — and measure effectiveness quarter by quarter. Where effectiveness breaks, the hedged-NII offset is reduced accordingly. The resulting adjustment is typically 20-60 bps on NII, and it is documented in the submission rather than discovered in the EBA challenge.
6. The 2027 read
The 2025 EBA methodology carried the 2023 treatment forward with only technical refinements — tighter behavioural caps on deposit beta, revised prepayment tables, a more explicit treatment of cross-currency funding. The 2027 cycle is expected in the same direction: the EBA is unlikely to loosen the constant-balance-sheet rails or the behavioural caps. Banks that had a 2025 submission materially below peer median should run a specific diagnostic before the 2027 templates land.
The three diagnostics we recommend:
- Replication portfolio — frozen at T-0? Check the 2025 submission: is the replication ladder rebalanced or frozen? If rebalanced, 50-120 bps of the gap is here.
- Deposit beta — asymmetric? Is the rising-beta materially above the falling-beta? If not, this is the single biggest fix available before 2027.
- Hedge effectiveness — tested? Is there an explicit quarter-by-quarter effectiveness test in the submission pack? If not, the 2027 EBA challenge will ask for it.