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Published byAngel Preston Modified over 6 years ago
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Adopting a Risk-based, Data Driven Approach to Travel and Expense
Gordon Rule, Stanford University
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The Problem Limited resources for reviewing
No ability to systematically review based on award type (Federal, Grant, Univ. funds) No ability to review un-structured text (OCR) Reviewing off rules created last century No true strategies and analytics
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The Solution Partnered with FICO to implement a “Risk Based” approach to reduce manual intensive processes and identify fraud, waste, and abuse. We looked at everything in a new way and light. Couldn’t create the same system and expect different results. Started with Travel and Expense and expanded to entire procure to pay for University.
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Flipping the Script - A “Risk vs. Rules Based” Approach
T&E Reimbursement P-Cards Procurement (Req & PO) Invoices (Ext./Int billing) Internal Audit A Modular Approach Generally limited to T&E Reimbursement Traditional T&E Reviews & Audits Risk Based Management of T&E: Monitoring across Procure to Pay cycle Focused on Policy Compliance (e.g. Travel & reimbursement guidelines) Risk-based approach focusing on High Risk Areas first High volumes of Low-risk transactions Manageable Volumes of High-risk transactions Sponsored award monies (Fed) not differentiated during review Solution highlights sponsored dollars enabling risk-based review
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Risk Based Components High Risk / Dollar Areas Risk Based Focus Area
Compliance Risks (e.g. HIPAA, Data security/Privacy, PCI, Minors, DEA) Contractual Language, tracking & visibility PO Leakage Consultants, biologicals, software licenses, cloud accounts Funding sources – Unallowable Costs Fed vs. Non-Fed Spend, Grant T’s & C’s Excessive Travel & Non-business related Reimbursement Flagging abusers vs. one time, modest policy exceptions Risk Mitigation / Cost Savings Manual Review Rates / Costs
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Approved, Rejected, Sent Back for Additional Work
How does it work? Source Systems ERP Approved, Rejected, Sent Back for Additional Work Travel/ Expense Transaction Stored Case Generated (if applicable) Database Transaction/ Case Discovery Strategies, Rules, & Analytic Model(s) Procurement Reports Data Transformation (JSON) P-Card Case Review & Disposition
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P2P Summary Results – Likely Results
The Results P2P Summary Results – Likely Results Example University #1 Duplicate payments - $250k PO Spend – T&E, P-card ($60M) After the Fact PO (~$100M) Low-dollar, high-risk PO (100s) Example University #2 Duplicate payments - $150k PO Spend – T&E, P-card ($7M) After the fact PO ($2.3M) Circumvent University Procurement function Lack of price/cost analysis Lack of support for federal award sourcing decisions Non-competitive contracts Collusion with suppliers University incurs unnecessary expense (e.g. overpayments, dups) Addressable P2P Risks
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