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I am a Platform Integrity & AI Risk Governance Lead with 10+ years of experience guiding fraud detection and abuse-prevention strategies for high-velocity digital platforms. I excel at turning complex risk signals into clear, scalable controls and operational playbooks that protect users and maintain trust. I recently completed an MSc in Artificial Intelligence & Machine Learning, focusing on adversarial robustness and governance of ML-driven decision systems under extreme class imbalance. My expertise spans platform integrity strategy, adversarial behaviour analysis, and ownership of automated decisioning, with a proven track record of leading large risk operations across multiple regulatory regimes.…I am a Platform Integrity & AI Risk Governance Lead with 10+ years of experience guiding fraud detection and abuse-prevention strategies for high-velocity digital platforms. I excel at turning complex risk signals into clear, scalable controls and operational playbooks that protect users and maintain trust. I recently completed an MSc in Artificial Intelligence & Machine Learning, focusing on adversarial robustness and governance of ML-driven decision systems under extreme class imbalance. My expertise spans platform integrity strategy, adversarial behaviour analysis, and ownership of automated decisioning, with a proven track record of leading large risk operations across multiple regulatory regimes.

SEB S

AI Strategy Consultant, AI Ethics Consultant, Data Scientist, +2

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I am a Platform Integrity & AI Risk Governance Lead with 10+ years of experience guiding fraud detection and abuse-prevention strategies for high-velocity digital platforms. I excel at turning complex risk signals into clear, scalable controls and operational playbooks that protect users and maintain trust. I recently completed an MSc in Artificial Intelligence & Machine Learning, focusing on adversarial robustness and governance of ML-driven decision systems under extreme class imbalance. My expertise spans platform integrity strategy, adversarial behaviour analysis, and ownership of automated decisioning, with a proven track record of leading large risk operations across multiple regulatory regimes.…I am a Platform Integrity & AI Risk Governance Lead with 10+ years of experience guiding fraud detection and abuse-prevention strategies for high-velocity digital platforms. I excel at turning complex risk signals into clear, scalable controls and operational playbooks that protect users and maintain trust. I recently completed an MSc in Artificial Intelligence & Machine Learning, focusing on adversarial robustness and governance of ML-driven decision systems under extreme class imbalance. My expertise spans platform integrity strategy, adversarial behaviour analysis, and ownership of automated decisioning, with a proven track record of leading large risk operations across multiple regulatory regimes.

Available to hire

I am a Platform Integrity & AI Risk Governance Lead with 10+ years of experience guiding fraud detection and abuse-prevention strategies for high-velocity digital platforms. I excel at turning complex risk signals into clear, scalable controls and operational playbooks that protect users and maintain trust.

I recently completed an MSc in Artificial Intelligence & Machine Learning, focusing on adversarial robustness and governance of ML-driven decision systems under extreme class imbalance. My expertise spans platform integrity strategy, adversarial behaviour analysis, and ownership of automated decisioning, with a proven track record of leading large risk operations across multiple regulatory regimes.

Skills

Experience Level

Expert

Expert

Expert

Expert

Expert

Expert

Intermediate

Language

English

Fluent

Work Experience

Senior Risk & Compliance Advisor (Contract) at Digital Platform Technology Group (NDA)

January 1, 2023 - April 30, 2024

Provided senior regulatory alignment and control continuity guidance during corporate transition period. Supported sensitive stakeholder and regulatory compliance communications under NDA restrictions. Guided regulatory alignment and control framework implementation across multi-jurisdictional operations.

Senior Manager – Risk, Fraud, Payments & Business Intelligence at Digital Service Provider

August 1, 2017 - December 31, 2022

Built and scaled a multi-functional department (40+ staff) covering Fraud Operations, AML, KYC, Payments, and BI. Owned platform-level fraud outcomes across multiple digital products and payment flows. Designed behavioural risk frameworks, scoring logic, and escalation models adopted as reusable platform components. Acted as Product Owner for Risk, translating operational fraud patterns into engineering requirements and managing the highest volume of JIRA tickets. Led escalation workflows and behavioural indicators to reduce incentive exploitation exposure and operational review load. Provided governance across multi-jurisdictional operations, ensuring regulatory alignment and internal controls. Trained 300+ staff on AML/fraud topics.

Risk Profiling Manager at Regional Digital Service Provider

August 1, 2014 - July 31, 2016

Conceptualized customer risk scoring methodology with UI/UX wireframes to automate risk assessments for a global user base spanning 100+ countries. Designed semi-automated detection systems identifying coordinated abuse patterns and platform manipulation across high-volume transaction flows.