Access Baseline Drift Monitoring Root Cause Classifier
Description
Classify exceptions and audit findings associated with access baseline drift monitoring into root-cause categories such as data quality, interface timing, manual error, policy gap, or system limitation. The MVP would connect ICAM, SailPoint, MyAuth, ERP roles, audit logs, control catalogs, system access reviews and produce read-only recommendations for DoD CIO, Component CIO/FM, System owners, OUSD(C).
AI / analytics pattern
NLP classification + clustering
Automation level / stage
analytics triage
Expected benefit
Better remediation targeting, fewer recurring errors, clearer NFR/CAP analytics.
Audit / financial statement impact
Control environment; reliability of financial systems and reports
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
ICAM, SailPoint, MyAuth, ERP roles, audit logs, control catalogs, system access reviews; master/reference data; audit logs; policy/control requirements; prior exceptions; relevant document evidence.
Possible metrics
root-cause coding accuracy; CAP targeting cycle time; recurring issue reduction
MVP scope
Start with one Component/reporting entity and one subprocess (access baseline drift monitoring) for two close/audit cycles; read-only outputs first.
Related material weakness / control objective
Systems control environment and IT access controls