About

A puzzle-solver at
heart & at work

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

Areas of
expertise

AML / Transaction Monitoring Fraud Investigations KYC / EDD Sanctions & PEP Screening Adverse Media Monitoring STR / SAR Filing FINTRAC Compliance Risk Assessment Regulatory Reporting Policy Development Cross-functional Stakeholder Management AI & Automation ML Model Development OSINT Case Management Program Build-out Team Leadership & Coaching

Core skills

What I bring
to the table

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.

Inscribe.ai Alloy Persona Stripe Sumsub (in progress) GitHub Jira Zendesk Google Suite Figma Slack Notebook LM Claude ChatGPT Gemini

Experience

Career
history

Jan 2026 – Present

Benevity, Inc.

Senior Risk Operations Analyst

  • Built Benevity's fraud detection and monitoring program from scratch as the organization's first dedicated fraud hire.
  • Recovered over $615,000 in funds through fraud investigations in the first quarter, including $315,000 in the first month alone following implementation of new standardized processes.
  • Identified and dismantled two coordinated NPO fraud networks (18 and 21 entities respectively) through entity relationship mapping built into the investigation agent; escalated both cases to ELT with deactivation recommendations that were approved, preventing $112,000 in ongoing losses and surfacing an estimated $489,000 in previously undetected historical losses.
  • Built an AI investigation agent for forensic donation analysis, OSINT, and entity relationship mapping, with human-in-the-loop verification, reducing manual investigation effort by 48% and enabling 121 completed investigations in a single month.
  • Authored Benevity's STR playbook and end-to-end FINTRAC compliance process; personally files STRs via the FINTRAC web portal, ensuring regulatory reporting obligations are met.
  • Partnered with Engineering to build an ML-driven fraud model by validating data, surfacing historical investigation insights, and developing anomaly detectors and tripwires.
  • Identified gaps in non-profit KYC/EDD vetting and adverse media monitoring; created AI-assisted OSINT prompts to perform sanctions, PEP, and adverse media checks; delivered gap analysis and vendor recommendations to leadership.
  • Developed a comprehensive investigation framework and JIRA-based "front-door" escalation path ensuring consistent, defensible, and scalable case management.
  • Implemented a company-wide fraud communication strategy including reusable templates, a dedicated Zendesk queue, and a client-facing intake form for fraud request submission.
  • Leads complex investigations into non-profit fraud, collusion schemes, impersonation, and account takeover activity, protecting corporate client giving programs (Top 20 global organizations).
  • Established monthly fraud metrics and KPIs to track program impact and provide visibility to senior leadership.
  • Created an internal training manual on identifying fraudulent business and banking documentation to reduce onboarding risk.

Jul 2023 – Dec 2025

Shopify

Senior Policy & Compliance Analyst, Partner Governance

  • Investigated complex fraud schemes within Shopify's partner ecosystem, including post-approval code tampering to hijack merchant checkout and coordinated payment instrument fraud rings generating fraudulent app revenue, developing risk-weighted action plans in partnership with Legal to protect merchant safety.
  • Monitored partner activity to identify fraud trends, emerging risks, and AML typologies; collaborated with Shopify's merchant fraud team to share intelligence and mitigate risk across both areas.
  • Drove consistency across 40+ partner program violation types by developing Figma-based investigation flowcharts mapping collection, review, and decision-making steps; rolled out through structured team learning sessions with iterative feedback and adoption monitoring.
  • Built a NotebookLM solution ingesting all Shopify Billing API documentation to evaluate partner exemption requests, reducing exemption requests by 75% and enabling a non-technical compliance team to make accurate technical determinations without pulling product team resources.
  • Partnered with Data Science to validate an ML model for detecting fraudulent app store reviews, contributing pattern recognition from investigations including synthetic review structures, marketing language signals, and store age vs. claimed activity anomalies.
  • Served as incident lead for high-risk partner incidents, coordinating with Legal, Marketing, Security, and Product to drive timely resolution.
  • Provided risk assessments to product teams, combining historical policy knowledge and investigation findings to identify risks and deliver actionable recommendations.

Jan 2022 – Jul 2023

Shopify

Compliance Manager, Partner Governance

  • Managed a team of 7 Compliance Specialists, coaching them into subject-matter experts through targeted development, performance improvement plans, and ongoing feedback.
  • Introduced segmented work streams (Security & Fraud, General Compliance, Partnership Terminations) to enhance SLAs, reduce backlog, and streamline operations.
  • Served as senior escalation point for critical incidents, collaborating with Legal, PR, and Senior Leadership to resolve complex, high-stakes issues.
  • Implemented a QA process for ticket-based work to ensure consistency and communication quality, identifying coaching opportunities to support team member career growth.
  • Developed a standardized email template library for each partner program violation type, emphasizing educational enforcement and consistent partner communication.

Oct 2020 – Jan 2022

Shopify

Strategic Specialist, Partner Governance

  • Managed a high volume of complex partner compliance cases through Zendesk, prioritizing high-risk and urgent issues to protect the partner ecosystem and merchant safety.
  • Created and optimized workflows in a rapidly scaling department, developing strategies to balance partner community growth while minimizing fraud and compliance risk.
  • Participated in the on-call rotation, providing timely communications and incident response during critical partner incidents.
  • Collaborated with senior stakeholders across Security, PR, Legal, and Leadership to address and resolve complex cross-functional issues.

Jul 2017 – Oct 2020

Shopify

Financial Services Specialist

  • Managed a high-volume billing and payments queue, handling chargeback monitoring, refund abuse investigations, and Shopify Payments technical issues.
  • Founding member of the 1099-K support team; processed corrections and filed Shopify's 1099-K reporting for eligible U.S. merchants.
  • Led the Canada West billing and payments team for one year, overseeing 12 specialists with a focus on performance coaching and timely feedback.
  • Implemented a QA process for ticket-based work, ensuring high-quality standards and consistent team metrics.

Nov 2016 – Jul 2017

Shopify

Support Advisor

  • Provided frontline merchant support across billing, payments, and platform troubleshooting in a high-volume environment.
  • Developed strong product knowledge and customer communication skills that formed the foundation for progression into fraud and compliance operations.

Selected portfolio work

Case studies, frameworks, and examples of the kind of work Jennifer has built: investigation playbooks, AI-assisted workflows, and compliance programs.

View portfolio →

The rest of the family

Rob Thornton

Senior Software Engineer

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Natalie Thornton

Mathematics student, uOttawa '29

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Kaitlyn Thornton

Artist & Animator

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