DoD FM

DWCF Consolidation and TAS 97X4930 Entity Mapper

Very High priorityMedium-High riskV2 strategic addition based on audit-priority reassessment and OMB AI pattern reviewTier 1 — Material line-item executionMedium-High complexity

Description

Map component activity into the DWCF reporting entity, detect misclassified TAS/entity activity, and flag consolidation/elimination exceptions.

AI / analytics pattern

rules + entity resolution + exception analytics

Automation level / stage

assistive / analyst-in-the-loop / auditor-ready evidence support

Expected benefit

Supports the new DWCF reporting entity structure and FY27 clean-opinion milestone.

Audit / financial statement impact

Improves DWCF consolidated statement completeness and mapping accuracy.

Controls / human review

Human review required for AI recommendations; cite source records/documents; retain prompt/output logs, model/version metadata, reviewer approval, and exception rationale; monitor accuracy and bias/adverse impact where applicable.

Data needed

Advana-FM governed data products, source system extracts, transaction populations, GL/subledger detail, supporting documents, reviewer actions, data-quality rules, lineage metadata

Possible metrics

coverage %, completeness %, source-to-statement traceability %, sample package cycle time, first-pass acceptance %, exception aging, reviewer override rate, evidence gap closure rate

MVP scope

Build read-only MVP for one DWCF reporting entity / one line-item action team; validate data completeness, source links, exception queues, and human-review controls before production workflow integration.

Related material weakness / control objective

Material line-item support; source-to-statement traceability; data completeness; evidence reliability; large-sample testing support.