Aged Ar/Ap Reduction Forecasting & Early Warning
Description
Forecast risk, aging, workload, backlog or balance behavior for aged AR/AP reduction, then alert owners before audit or fiscal deadlines are missed. The MVP would connect DLA EBS, Navy ERP, DEAMS, DWCF systems, customer orders, billing and cost data and produce read-only recommendations for DLA, DON, DAF, DFAS, OUSD(C).
AI / analytics pattern
time-series forecasting / classification
Automation level / stage
predictive analytics
Expected benefit
Earlier intervention before deadlines, lower aging/backlog, better resource allocation.
Audit / financial statement impact
WCF statements, revenue, expenses, inventory, FBWT, accounts receivable
Controls / human review
Human review for unusual/high-dollar items; policy citations; audit logs; role-based access; periodic accuracy testing.
Data needed
DLA EBS, Navy ERP, DEAMS, DWCF systems, customer orders, billing and cost data; master/reference data; audit logs; policy/control requirements; prior exceptions; relevant document evidence.
Possible metrics
forecast error; prevented deadline misses; backlog reduction; aging reduction
MVP scope
Start with one Component/reporting entity and one subprocess (aged AR/AP reduction) for two close/audit cycles; read-only outputs first.
Related material weakness / control objective
WCF audit opinions, cost visibility, revenue recognition and reimbursables