DoD FM

Travel Fraud Risk Scoring Continuous Control Monitoring

High priorityHigh riskDerived/normalized from public DoD FM source and established financial-sector AI patternTier 1 — Material line-item executionMedium-High complexity

Description

Monitor key control points for travel fraud risk scoring; flag missing approvals, SoD conflicts, late postings, or incomplete evidence before month-end close. The MVP would connect ERP transactions, vendor master, travel, payroll, contract pay, public/exclusion lists, investigative data and produce read-only recommendations for DoD OIG, DFAS, Components, DCAA/DCMA where applicable.

AI / analytics pattern

process mining + rules + ML

Automation level / stage

continuous assurance

Expected benefit

More timely control issue detection, reduced repeat findings, stronger ongoing assurance.

Audit / financial statement impact

Expenses, accounts payable, accounts receivable, compliance reporting

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

ERP transactions, vendor master, travel, payroll, contract pay, public/exclusion lists, investigative data; master/reference data; audit logs; policy/control requirements; prior exceptions; relevant document evidence.

Possible metrics

control exceptions detected before close; SoD conflicts remediated; repeat findings reduced

MVP scope

Start with one Component/reporting entity and one subprocess (travel fraud risk scoring) for two close/audit cycles; read-only outputs first.

Related material weakness / control objective

Improper payment prevention; fraud risk management