Jonas Adam Mohamed Osman Abdelghafour

IFRS quantitative finance series

IFRS 9 Data Lineage: From Loan Systems to the General Ledger

A sophisticated credit model cannot rescue an allowance built on incomplete balances, stale collateral, missing origination dates or irreconcilable ledger mappings. Data lineage should make every material reported number traceable to source and transformation.

By Jonas Adam Mohamed Osman Abdelghafour · Published 1 September 2026 · Independent educational analysis

Control the population

The first reconciliation proves completeness: all in-scope financial assets, commitments and guarantees are identified, classified and mapped to a calculation treatment. Exclusions and manual records require explicit ownership.

Trace transformations

Lineage should record joins, filters, currency conversion, staging overrides, parameter assignment, scenario expansion and aggregation. Technical lineage becomes useful only when paired with business meaning and control evidence.

Close the reporting loop

Instrument-level allowance should reconcile to sub-ledger, general ledger and disclosure tables. Differences need categorisation by timing, scope, rounding or correction, with thresholds and sign-off appropriate to materiality.

Quantitative expression

Source exposure → controlled transformations → instrument ECL → ledger entry → IFRS 7 disclosure

Implementation controls

Important: This article explains quantitative and reporting architecture. Banks must apply the complete IFRS requirements, relevant jurisdictional rules and entity-specific accounting policies.

Primary references

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