Poy Potenciano
@poypotenciano
Product Owner turning fraud and financial-crime data into shipped analytics and AI platforms built on governed data foundations.
What I'm looking for
I turn messy, high-stakes fraud and financial-crime data problems into products that ship—and I do it by building the data foundation first, then the platform on top of it. After 4+ years at TD Bank, I progressed from cataloguing and governing core fraud data as a Business Systems Analyst (306 tables, 8,000+ metadata elements) into Product Ownership for AI, graph-analytics, and MLOps platforms.
I’m proudest of leading executive-funded capability builds that delivered production outcomes, including establishing TD’s TigerGraph fraud-analytics program and cutting fraud-investigation time from 25 minutes to 2 minutes. I’ve also secured funding for new fraud use cases by building the cost-to-operationalize case, driven data enablement for TD’s first AI-assisted claims capability (aligning 20 people across 3 teams), managed an FY24 roadmap for 6 ML models, improved governance of 90+ critical data elements, and modernized 165 fraud reports into a single platform.
Experience
Work history, roles, and key accomplishments
Progressed from business systems analysis into product ownership across TD's fraud-data ecosystem, including AI, graph analytics, and MLOps platform delivery. Established TD's graph-analytics capability and drove data enablement for AI-assisted claims, while modernizing reporting and improving data governance.
Official HR title: Business Application Analyst.
Progressed into Product Ownership while continuing to support Business Systems Analysis across enterprise data, analytics, AI, governance, fraud technology, and reporting initiatives.
🔹 Fraud Graph Analytics — Established TD's graph-analytics capability (100+ attributes) spanning 50M+ customer records and multi-year transaction history, on a sch
Layed the data foundation for TD's fraud graph analytics and AI initiatives by establishing centralized metadata capabilities and data governance practices. Automated metadata harvesting and lineage and defined metadata and data-quality rules for transaction data used by downstream fraud technology and analytics.
Started as an intern (May–Aug 2022) and was retained part-time through January 2023 based on performance — laying the data foundation that later powered TD's graph-analytics and AI initiatives.
🔹 Catalogued metadata across 306 database tables and 8,000+ metadata elements, establishing Fraud Prevention's first centralized metadata capability.
🔹 Automated technical metadata harvesting and lineage
Supported the reliability and integrity of a global IFS - ERP environment used for onshore and offshore operational, supply-chain, and financial transactions.
🔹 Maintained ~98% monthly data-transmission and replication accuracy across 17 offshore and onshore vessels.
🔹 Resolved API, XML, Oracle, and PL/SQL integration failures to keep supply-chain and finance processes running reliably.
🔹 Coor
Served as the primary support contact for client web and mobile content-management platforms.
🔹 Managed incidents, service requests, and SLA commitments across client CMS and database environments.
🔹 Redesigned internal ticketing workflows, improving support-process visibility and turnaround.
🔹 Applied ITIL practices across incident, problem, and change management.
Application Support Specialist - CMS
Yondu, Inc.
Dec 2018 - Sep 2019 (9 months)
Served as the primary support contact for client web and mobile content-management platforms. Managed incidents and service requests against SLA commitments, improved ticketing workflows, and applied ITIL practices across incident, problem, and change management.
Professional development
Career Break
Aug 2018 - Dec 2018 (4 months)
Man Beyond where I am the online Business Owner and Seller (E-Commerce) - Men's Accessories and Bags. Achieve more than sales baseline by up to 70% during first 2 months by standing up and leveraging Search Engine Optimization (SEO) Analytics, Product Marketing, Competitive Analysis
Los Elotes Food where I am the Business Owner - Food & Beverage. Managed operations, advertising and costumer feedb
🔹 Authored 50+ Knowledge Engineering Database articles, improving production-support consistency for mainframe financial systems (IBM AS/400).
🔹 Supported root-cause analysis, batch processing, system migration, and User Acceptance Testing across mainframe and database environments.
🔹 Participated in Agile delivery, including daily stand-ups and cross-functional coordination.
Worked on mainframe finance systems by authoring knowledge base content to improve production-support consistency and supporting production issues. Contributed to root-cause analysis, batch processing, system migration, and User Acceptance Testing, and participated in Agile delivery activities.
🔹 Created vector graphics, wireframes, and UI prototypes for web and mobile experiences.
🔹 Developed a static internal website supporting employee organizational activities.
🔹 Gained early experience in UI thinking and corporate visual communication.
Education
Degrees, certifications, and relevant coursework
George Brown Polytechnic
Postgraduate Degree, Information Systems - Business Analysis & Health Informatics
2021 - 2022
FEU Institute of Technology
Bachelor's degree, Information Technology
2011 - 2015
Tech stack
Software and tools used professionally
Availability
Location
Authorized to work in
Job categories
Skills
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