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AI Agent Profile · LendingIQ · Frankfurt

Provisioning & EBA NPL classification standards Agent AI

Function: Provisioning AnalystInvoked via: CBS month-end batch + on NPL event triggerRuntime: AWS Bedrock · eu-west-1Model: Claude Sonnet 4Context window: 200K tokens

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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 trigger

INVOKED 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.
Output: NPL classification schedule — all classified accounts with classification category, DPD basis, classification date, and period in current category. Upgrade-eligible accounts flagged. Change summary (new NPLs, upgrades) for the authorised official's review and sign-off.

Provision Calculation

Per classification — on month-end run

INVOKED 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.
Output: Provisioning schedule — required provision per account with computation basis (outstanding, security deduction, net unsecured, applicable rate, required provision). Aggregate provision shortfall/surplus vs current GL balance. Shortfall flagged for CFO authorisation of GL entry.

EBA NPL classification standards Compliance Report

Quarterly for board + Regulatory submission

INVOKED 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.
Output: EBA NPL classification standards compliance report — board-ready format with NPL ratios, NPL movement table, provisioning coverage, and compliance confirmation. Regulatory submission appendix for ECB / EBA.

Hard guardrails

Will notPost provisioning entries to the general ledger. All GL entries require the authorised official's review and posting. The agent computes the required entry; the official authorises and posts it.
Will notClassify or declassify an NPL account without the authorised official's sign-off. Classification is a regulatory accounting act — the computation is the agent's output; the authorised act is the human official's.
Will notApply judgment on provisioning adequacy beyond the approved IFRS 9 ECL model and EBA expectations. The ECL model and policy floors are the baseline; any additional provisioning above the floor requires the board or credit committee's judgment and authority.

Known limitations

Security valuation freshness is critical for secured NPL provisioning accuracy.The provisioning calculation for secured NPLs depends on the current security valuation. An outdated security valuation — a property valued 2 years ago in a declining market — may produce a provision calculation that understates the actual net unsecured exposure. ECB / EBA requires that security valuations be updated annually for NPL accounts; where valuations are overdue, the agent flags them rather than using the stale value.
EBA NPL classification standards have been revised multiple times and continue to evolve.The agent applies the current version of the EBA NPL Guidelines corpus retrieved from the regulatory corpus at runtime. If the corpus is not updated promptly when ECB / EBA amends the norms, the agent will apply outdated rules. The Regulatory Change Monitor AI is configured to flag EBA NPL classification standards amendments immediately — but the gap between ECB / EBA notification and corpus update must be zero for provisioning accuracy to be maintained.
Agent Profile · Provisioning & EBA NPL classification standards Agent AI · LendingIQ · FrankfurtLast updated April 2026 · For internal use

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