Senior Fraud & AML Analyst
Seven years investigating fraud and building the programs that catch it — from Shopify's partner ecosystem to Benevity's giving platform. CAMS in progress. Gotta catch 'em all.
About
Jennifer is a Senior Fraud & AML Analyst with 7+ years of experience investigating financial crime and building the programs that catch it, primarily at Shopify and now as Benevity’s first dedicated fraud hire. She built Benevity’s fraud program from scratch, recovered over $615,000 in her first quarter, and used entity relationship mapping to dismantle coordinated fraud networks that previous investigators couldn’t crack.
She loves the puzzle-solving nature of fraud and AML work. She created an AI investigation agent that lets her handle 121 cases a month, authored Benevity’s STR playbook and FINTRAC compliance process, and personally files STRs via the FINTRAC web portal. Currently working towards her CAMS certification (expected September 2026), Jennifer brings equal parts analytical rigour and practical judgment to every investigation.
Outside of work she’s a keen geocacher, an avid reader, and above all — a dedicated family person based in Orleans, Ontario.
Current role
Sr. Risk Operations Analyst
Employer
Benevity, Inc.
Certification
CAMS (exp. Sept 2026)
Based in
Orleans, ON
Core Competencies
Core skills
Fraud Detection & Investigation
End-to-end case management from alert triage through resolution, including program build-out from scratch. Experienced with non-profit fraud, collusion schemes, account takeover, impersonation, and coordinated fraud network dismantlement through entity relationship mapping.
AML & Regulatory Compliance
Transaction monitoring, STR/SAR filing, FINTRAC regulatory reporting, KYC/EDD vetting, sanctions and PEP screening, and adverse media monitoring. STR playbook author. CAMS in progress.
AI & Automation
Built an AI investigation agent enabling 121 completed investigations per month (a 48% reduction in manual effort) through forensic analysis, OSINT, and entity relationship mapping with human-in-the-loop verification. Experienced with ML model validation and anomaly detection.
Risk Strategy & Operations
Designing detection rules, building KPI frameworks, identifying process gaps, and delivering recommendations to senior leadership that translate risk signals into clear action.
Cross-functional Partnership
Proven track record working with Legal, Product, Engineering, Security, and PR. Comfortable serving as the senior escalation point on complex, high-visibility incidents.
Team Leadership & Development
Former manager of a 7-person compliance team, coaching specialists into subject-matter experts, implementing QA processes, and building sustainable operational workflows.
Tools & technologies
Experience
Senior Risk Operations Analyst
Senior Policy & Compliance Analyst, Partner Governance
Compliance Manager, Partner Governance
Strategic Specialist, Partner Governance
Financial Services Specialist
Support Advisor
Case studies, frameworks, and examples of the kind of work Jennifer has built: investigation playbooks, AI-assisted workflows, and compliance programs.