From banking
Activate for: IFRS 9, ECL, expected credit loss, PD, LGD, EAD, loan loss provision, impairment, 12-month ECL, lifetime ECL, post-model adjustment, PMA, IFRS 7, provision movement, forward-looking. NOT for: US GAAP CECL calculation (ASC 326), hedge accounting under IFRS 9, classification and measurement of financial instruments.
npx claudepluginhub panaversity/agentfactory-business-plugins --plugin bankingThis skill uses the workspace's default tool permissions.
ECL is FORWARD-LOOKING and PROBABILITY-WEIGHTED.
Activate for: macro overlay, macroeconomic scenarios, PIT PD, point-in-time PD, credit cycle adjustment, scenario weighting, forward-looking information, satellite model, GDP, unemployment, house price index, IFRS 9 scenarios, scenario probability. NOT for: ECL calculation mechanics (use ifrs9-ecl), staging assessment (use ifrs9-staging), stress testing for capital adequacy (use stress-testing).
Builds financial models for business cases including ROI, NPV, IRR, scenario analysis, TCO, DCF, break-even, and EVA. Useful for investment recommendations, strategic decisions, and cost-benefit analysis.
Suggests manual /compact at logical task boundaries in long Claude Code sessions and multi-phase tasks to avoid arbitrary auto-compaction losses.
Share bugs, ideas, or general feedback.
ECL is FORWARD-LOOKING and PROBABILITY-WEIGHTED. It is NOT the incurred loss. It is the probability-weighted expectation of credit losses given ALL reasonable and supportable information, including future economic conditions. Never wait for objective evidence of impairment to recognise a loss.
| Stage | Trigger | ECL Horizon | Interest Income |
|---|---|---|---|
| Stage 1 | No SICR since origination | 12-month ECL | On GROSS carrying amount |
| Stage 2 | SICR since origination — see ifrs9-staging.md | Lifetime ECL | On GROSS carrying amount |
| Stage 3 | Credit impairment occurred | Lifetime ECL | On NET carrying amount (gross - ECL) |
CRITICAL: Stage 3 interest is on the NET amount. Recognising Stage 3 interest on the gross amount is a material accounting error.
12-Month ECL (Stage 1): ECL_12 = PD_12 x LGD x EAD
Lifetime ECL (Stage 2 and 3): ECL_life = Sum_t [ PD_marginal_t x LGD_t x EAD_t x DF_t ] where t = each future period until maturity DF_t = discount factor at the asset's effective interest rate
Scenario-Weighted ECL (REQUIRED): ECL = Sum_s ( Weight_s x ECL_scenario_s ) Weights must sum to 1.0 and reflect management's genuine scenario probability assessment
The discount factor (DF_t) is calculated using the asset's effective interest rate (EIR). For floating-rate instruments: use current EIR at the reporting date. For fixed-rate instruments: use the EIR at initial recognition.
DF_t = 1 / (1 + EIR)^t
Discounting matters because:
Example: A 1% marginal PD at year 20 with LGD 30% and EAD 100k: Undiscounted: 1% x 30% x 100k = 300 Discounted at 4% EIR: 300 / (1.04)^20 = 137 The discount effect reduces the contribution by more than half.
TTC PD: Long-run average over a full economic cycle — starting point only. PIT PD: REQUIRED for IFRS 9. PIT PD = TTC PD x Credit Cycle Adjustment (CCA). CCA > 1.0 in recession (PDs higher than long-run average) CCA < 1.0 in expansion (PDs lower than long-run average) CCA derived from macroeconomic satellite model — see ifrs9-scenarios.md
MUST use downturn/stressed collateral values. NOT current market values. Mortgage LGD: LGD = MAX(0, EAD - Forced Sale Value) / EAD Forced Sale Value = Market Value x (1 - forced sale haircut 15-25%) Rule of thumb: LGD ~ 25-30% for LTV <= 80%; LGD ~ 35-50% for LTV > 80% Unsecured consumer: LGD ~ 65-80% Corporate unsecured senior: LGD ~ 40-60%
ECL models must be segmented by portfolios with homogeneous risk characteristics:
| Segment | Typical PD Model | LGD Approach | Key Drivers |
|---|---|---|---|
| Retail mortgages | Behavioural scorecard | Property collateral + forced sale | LTV, income, employment |
| Consumer unsecured | Behavioural scorecard | Statistical cure rate model | Utilisation, bureau score |
| SME | Application/behavioural scorecard | Collateral-dependent | Revenue, leverage, age |
| Corporate | Rating model (PD master scale) | Workout LGD | Financial ratios, sector |
| Commercial real estate | Rating model | Property collateral | LTV, DSCR, vacancy |
Term loans: EAD = scheduled outstanding balance at default Revolving facilities: EAD = Drawn balance + (CCF x Undrawn committed amount) CCF: unconditionally cancellable ~ 0-10%; committed revolving corporate ~ 50-75%
Minimum: base + 1 upside + 1 adverse. Best practice: 4 scenarios. Weights must reflect genuine management view — equal weights rarely defensible. Common structure: Upside 15%, Base 40%, Adverse 30%, Severe 15%. See ifrs9-scenarios.md for full satellite model framework.
Required when known model limitation would cause material under/overstatement. Common types: pandemic PMA, sector concentration PMA, new product PMA, climate PMA. Each PMA must be: documented, committee-approved, time-limited, reviewed quarterly. Aggregate PMA amount must be disclosed in IFRS 7 notes. NEVER use PMAs to substitute management conservatism for model output.
Build every quarter. Every line must trace to a documented source: Opening provision -> New business -> Stage 1->2 migration -> Stage 2->3 migration -> Cures -> Repayments -> Write-offs -> Model parameter changes -> Macro scenario changes -> PMA movements -> FX -> Closing provision
ECL CALCULATION SUMMARY
Entity: [Bank / Group name]
Reporting Date: [YYYY-MM-DD]
Portfolio: [Segment name]
INPUTS:
Gross Carrying Amount: [Amount]
Stage Distribution: Stage 1: [X%] | Stage 2: [Y%] | Stage 3: [Z%]
PD (12-month, base): [X.XX%]
LGD: [X%]
EAD: [Amount]
Discount Rate (EIR): [X.XX%]
SCENARIO ECL:
Upside ([W1]%): [Amount]
Base ([W2]%): [Amount]
Adverse ([W3]%): [Amount]
Severe ([W4]%): [Amount]
WEIGHTED ECL: [Amount]
of which PMA: [Amount] ([description])
PROVISION MOVEMENT:
Opening: [Amount]
Change this period: [+/- Amount]
Closing: [Amount]
ALL OUTPUTS REQUIRE REVIEW BY A QUALIFIED PROFESSIONAL BEFORE USE IN REGULATORY FILINGS OR BUSINESS DECISIONS.