DEAMS Reporting Requirement Traceability Assistant
Description
Trace reporting requirements to DEAMS dashboards, data fields, and report logic, then flag gaps or stale mappings.
AI / analytics pattern
metadata graph + LLM explanation
Automation level / stage
assistive/analytics with human review
Expected benefit
Improves report reliability and user confidence.
Audit / financial statement impact
Supports financial reporting controls and dashboards.
Controls / human review
Human review for exceptions and recommendations; maintain evidence packages, lineage, source citations, model cards, data-quality checks, and periodic QA sampling.
Data needed
source transactions, reference tables, audit evidence, user/action logs as applicable
Possible metrics
cycle time, match rate, exception aging, NFR closure, audit support effort, data quality score
MVP scope
Pilot with one reporting entity, one fiscal quarter, and read-only outputs before workflow integration.
Related material weakness / control objective
Directly tied to cited DoD FM/audit priority or system mission.