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Turn sparse identifiers and incomplete records into reporting-ready data.

Source systems rarely deliver every field a report needs. Datox can augment incomplete records with reference data, classifications, derived attributes and contextual fields inside the same controlled reporting workflow, from entity and instrument attributes through to currency, geography and calculated values.

The enrichment path

From incomplete record to reporting-ready record

  1. Source record

    the fields the source system actually provides

  2. Resolve

    available keys or identifiers checked against reference data

  3. Enrich

    reference, classification and contextual attributes appended

  4. Derive

    calculated and normalised fields added where rules require them

  5. Map

    enriched data mapped to the reporting model or taxonomy

  6. Validate

    rules and reconciliations run on the prepared record

  7. Reuse

    the same enriched record available to multiple reporting workflows

Scenarios

Common enrichment scenarios

Entity & counterparty attributes

Complete partial entity, customer or counterparty records with governed reference attributes.

Classifications & hierarchies

Standardise categories, cost centres, product or account hierarchies across inconsistent sources.

Currency & geography

Normalise currency codes, apply rates and assign geographic attributes for consistent aggregation.

Instrument reference data

Where financial instruments arrive as little more than identifiers, ISINs can be resolved against an integrated third-party Security Master and instrument attributes appended, one enrichment scenario among many.

Derived & calculated fields

Add ratios, allocations, period comparisons and other values the report needs but the source does not carry.

External reference data

Bring in benchmark, rate or other contextual data so figures can be presented in the context reporting requires.

In the workflow

Enrichment without building another reference-data process

Most teams close data gaps with lookup workbooks, ad-hoc provider requests or scripts maintained outside the reporting process. Datox integrates enrichment into the reporting workflow itself, so the enriched record is produced, controlled and evidenced in the same place as the report.

How enrichment is handled

  • Resolve available keys and identifiers against governed reference data.
  • Add reference and contextual attributes before mapping and calculation.
  • Keep the original source value and enrichment result linked for lineage.
  • Route unmatched or ambiguous records to review rather than guessing.
  • Reuse the enrichment result across entities, periods and report types where appropriate.
Impact

Why enrichment matters

Less source dependency

Reporting does not require every source system to deliver a complete field set alongside its data.

Consistent categorisation

Common reference data helps standardise treatment across sources, entities and periods.

Faster onboarding

Incomplete data can be completed inside the configured workflow rather than through a separate data project.

Cross-report reuse

Enriched records can support multiple reporting models, including adjacent regulatory regimes, where the underlying data overlaps.

Reference-data coverage depends on the identifiers supplied and the data available from the integrated provider. Unmatched or ambiguous records remain visible exceptions for review; Datox does not silently infer a match.