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Explore the imperative need for incorporating data intelligence in anti-corruption strategies to mitigate risks and enhance compliance. Understand the role of big data, predictive analytics, and visualization in managing high-risk activities efficiently. Gain insights on identifying anomalies, escalating issues, and evolving audit and operational processes for proactive risk management. Learn about Sackett's rules for an effective data intelligence program and how to communicate value through audits and investigations. Equip yourself with the tools to drive effective anti-corruption practices and stay ahead in a rapidly evolving landscape.
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Managing Anti-Corruptionwith Data IntelligenceDuston Sackett, CFE, CIA, CISA, CISSPAudit Manager: Data Intelligence, Legal & HR
Objectives E V O L V E !
What is your Occupation? Internal Auditor Lawyer 1 5 Regulators Internal Investigator 6 2 Others? Private Investigator 7 3 External Auditor Key Questions? 8 4
Insanity Doing the same thing over and over, expecting different results
Literature Big Data CA/CM Prediction Unstructured Visualization
Anti-Corruption Imperatives Priority Risk-Based Follow the Money
What is Data Intelligence? Big Data Unstructured Data Value Right data Criteria Predictive Analytics Visualization Effective Efficient
Data Intelligence Strategy ACDD Program ERM HR & T&E AP Revenue Inventory Accounting IT & IP • Airfare • Expenses • Credit Cards • Relocation • Commissions • Referrals • Master Data • Invoices • Payments • Authority • Master Data • Sales • Credits • Rebates • Discounts • Master Data • High Value • Samples • Hand Adjust. • Shipping • Logistics • Cash activity • Admin Access • Email • WIN A.D. • Backups Threat Reporting (ex: Anti-Corruption; COI, SOD, etc) Conflict of Interest between EE, Supplier or Customer
Anti-Corruption Data Intelligence Maturity Model None Some Full One Many Silos X-Org Data & Automation Risks Mitigation
My Architecture Strategy Automated Feeds Automated Analysis Statistics & Drill-Downs Results are as real-time as the data source allows Report out: Anomalies, Aggregations, etc.
Scoping AC: High-Risk Activity Step 2 Step 1 • Where • When • Step 3Why On-Going Feedback
Data Intelligence Strategy ERM Big Data Unstructured Data Always Reference Your Strategy Take 1 Step at a Time K.I.S.S. HR & T&E AP Revenue Inventory Accounting IT & IP • Airfare • Expenses • Credit Cards • Relocation • Commissions • Referrals • Master Data • Invoices • Payments • Authority • Master Data • Sales • Credits • Rebates • Discounts • Master Data • High Value • Samples • Hand Adjust. • Shipping • Logistics • Cash activity • Admin Access • Email • WIN A.D. • Backups Predictive Analytics Visualization Threat Reporting (ex: Anti-Corruption; COI, SOD, etc) Conflict of Interest between EE, Supplier or Customer
Data Intelligence: Identifying High Risk Activities Examples: Who do you care about? What do you care about? Think Bigger!
Escalation Matrix Continuously Monitor / Evolve Audit & Operations Legal Investigations Escalate? Escalate? Anomalies are not all equal
Advantages • 100% • Can be Visual • Value: Hindsight Insight Foresight • Compliance Risks & Costs • Detect and Resolve Issues • Collaboration • Efficient • Effective
Challenges Balancing Act: • Everything Evolves • Expectations / Eyes • Budget • Resources • Data • Worldwide Operations • False-Positives
Sackett’s Rules The Program (always ROI-Based): • Cheap, Easy, Risk-Based, Show Value • Velocity & Agility • Show Value, Catch Idiots • Win Advocates; Sell it to them • Take Time / Strategize / QA The Team: • Strong End-to-End • Crook Mentality Communicate, Communicate, Communicate…..
Value Examples Audits: • Push-button reporting • More efficient & effective planning/fieldwork • Data creating unplanned audits. • 5+ control gaps to date • $10M actual; $7M in additional anomalies Investigations: • Push-Button Reporting: COI Reporting, DD • “One-Stop Shop” • “Never had this level of detail before” Enable the Business
Data Inertia Internal Audit - Intel Confidential
Call to Action Trust Yourself Push the Limits Possibility Think Work Hard Teach Others
Conclusion E V O L V E !
Conclusion “Don’t be encumbered by history, go off and do something wonderful”. Robert Noyce
Contact Information I’d love to hear from you: Email: duston.sackett@gmail.com Not just a data geek; let’s chat fitness Follow Me: @DrSack www.twitter.com/DocSack www.facebook.com/duston.sackett