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Poy PotencianoPP
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Poy Potenciano

@poypotenciano

Product Owner turning fraud and financial-crime data into shipped analytics and AI platforms built on governed data foundations.

Canada
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What I'm looking for

I’m exploring Technical Product Owner and Product Manager opportunities in fraud, financial crime, and data platforms—focused on building the data foundation, governing it well, and shipping AI/analytics products people can trust.

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

TD Bank logoTB

Product Owner - Data & AI

Feb 2023 - Jul 2026 (3 years 5 months)

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.

TD logoTD

Product Owner – Data, Analytics & AI

Feb 2023 - Jul 2026 (3 years 5 months)

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

TD logoTD

Business System Analyst

May 2022 - Jan 2023 (8 months)

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

Maersk Drilling logoMD

Technical Consultant - IFS ERP

Sep 2019 - Aug 2020 (11 months)

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

Yondu, Inc. logoYI

Application Support Specialist - Managed Services CMS

Dec 2018 - Sep 2019 (9 months)

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.

CB

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

Accenture logoAC

Software Engineering Associate - Mainframe Finance

Jun 2015 - May 2017 (1 year 11 months)

🔹 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.

Smart Communications, Inc. logoSI

Web and Graphic Designer Intern

Jun 2013 - Dec 2013 (6 months)

🔹 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

GP

George Brown Polytechnic

Postgraduate Degree, Information Systems - Business Analysis & Health Informatics

2021 - 2022

FT

FEU Institute of Technology

Bachelor's degree, Information Technology

2011 - 2015

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