AI Agent Profile · LendingIQ · Frankfurt
Provisioning & EBA NPL classification standards Agent AI
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What this agent does
The Provisioning & EBA NPL classification standards Agent AI computes the NPL classification and provisioning requirements for LendingIQ's loan portfolio under ECB / EBA's asset classification and IFRS 9 ECL provisioning standards (EBA NPL Guidelines) — identifying which accounts have crossed DPD thresholds that trigger classification, calculating the required provision for each classified account, and producing the EBA NPL classification standards compliance report for the board and ECB / EBA submission. It is the computation engine for the provisioning process; the authorised official is the accounting decision-maker.
Primary functions
NPL Classification
Month-end and on DPD event triggerINVOKED WHEN: month-end batch runs or CBS flags an account crossing a DPD threshold requiring classification review
- Reads the CBS DPD position for every active loan and applies the EBA NPL classification standards classification rules: accounts at 90 DPD or more are classified Sub-Standard; accounts that have remained Sub-Standard for 12 months are classified Doubtful; accounts that have remained Doubtful for prescribed periods or where the recovery prospect is remote are classified Loss. Each classification is based on the DPD count alone — the EBA NPL classification standards rules are mechanical, not judgment-based.
- Checks for upgrade eligibility: an account that was classified as NPL but has since regularised (all overdue amounts paid, account performing for at least the prescribed regularisation period under EBA NPL classification standards) is eligible for upgrade back to Standard. The agent identifies upgrade-eligible accounts and flags them for the authorised official's review — upgrading an NPL account is an equally regulated act as classifying one.
- Produces the classification schedule — every account's current classification, the DPD basis for classification, and the change from the prior period's classification (new NPL, upgrade, no change). The schedule is the authorised official's review document before sign-off.
Provision Calculation
Per classification — on month-end runINVOKED WHEN: NPL classification schedule is finalised and provisioning requirements need to be computed
- Computes expected credit loss provisions under IFRS 9 for each classified account — Stage 1 (12-month ECL), Stage 2 (lifetime ECL where credit risk has increased significantly), and Stage 3 (lifetime ECL for credit-impaired exposures). EBA NPL Guidelines inform NPL identification, forbearance, and workout expectations; provisioning is driven by the institution's ECL model, not fixed regulatory percentage schedules. The agent does not apply judgment beyond the approved IFRS 9 ECL model and institution policy.
- For secured accounts, reads the current security valuation from the security valuation store and computes the net unsecured exposure (outstanding balance minus current security value) — because the EBA NPL classification standards provisioning rate applies to the unsecured portion, and the provisioning requirement for a secured NPL with adequate collateral is materially lower than for an unsecured one.
- Computes the aggregate provisioning requirement and compares it to the current provisioning balance on the general ledger — identifying the provision shortfall or surplus. Where the required provision exceeds the current provision, flags the shortfall for the CFO to authorise a GL provisioning entry.
EBA NPL classification standards Compliance Report
Quarterly for board + Regulatory submissionINVOKED WHEN: quarterly board compliance reporting cycle or ECB / EBA regulatory submission is due
- Produces the formal EBA NPL classification standards compliance report: NPL ratios (Gross NPL, Net NPL) by portfolio segment and product, movement in NPL during the period (fresh NPLs, upgrades, write-offs, recoveries), provisioning coverage ratio, and a compliance note confirming that classification and provisioning have been applied in accordance with EBA NPL Guidelines and institution policy.
- Tracks changes in EBA NPL Guidelines through the ECB / EBA regulatory corpus — if ECB / EBA amends classification or ECL-related expectations, the agent flags the change and updates the computation methodology before the next month-end run. EBA NPL classification standards compliance is only as current as the regulatory corpus.
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Learn more about how to deploy Provisioning & EBA NPL classification standards Agent AI to your lending workflow.
