DDRS Forced-Balance Adjustment Prevention Monitor
Description
Detect potential forced-balance adjustments before posting and recommend source-level reconciliation steps.
AI / analytics pattern
rules + ML anomaly detection
Automation level / stage
assistive/analytics with human review
Expected benefit
Reduces unsupported/nonroutine adjustments and improves audit trail.
Audit / financial statement impact
Addresses GAO-documented accounting adjustment issues.
Controls / human review
Human approval required before posting, payment, denial, personnel action, or official audit response; model validation; drift monitoring; exception sampling; full prompt/data/output logging.
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.