Technical Support Specialist - Dataworks Group (Formerly IXUP)
(2026-04)
- Supported successful launch of the BetGuard program, a province-wide responsible gaming initiative delivered in collaboration with iGaming Ontario (Ontario's regulator for the province's legal online gambling market), assisting with issue resolution and program onboarding
- Identifying recurring case trends and escalated systemic issues, helping streamline operations and strengthen compliance monitoring
- Investigating registration data and operator matching discrepancies (false positives/false negatives), supporting data quality and accurate user validation
- Partnered with technical teams using SQL- and Python-driven matching workflows to troubleshoot registration issues and improve operational accuracy
- Applied knowledge of behavioral psychology and responsible gaming principles to identify risk indicators, de-escalate sensitive interactions, and support users with appropriate guidance and resources
- Provide frontline input to enhance the internal Case Management System (CSM) and support workflows, contributing to process and efficiency improvements
Independent Data & AI Consultant - Open-Source Work & Applied Projects
(2024-06)
- Designed and deployed data analytics and machine learning projects using Python and modern data science libraries
- Built end-to-end workflows including data cleaning, modeling, visualization, and documentation for reproducibility
- Developed GitHub-hosted projects demonstrating applied predictive modeling, automation, and exploratory data analysis
- Implemented version control, structured documentation, and modular code practices to support maintainability and collaboration
- Applied statistical analysis and data storytelling techniques to translate complex results into actionable insights
Graduate Research Assistant - Duan Laboratory, Queen's University
(2023-05 - 2024-06)
- Designed and implemented machine learning models for healthcare outcome prediction to support clinical decision-making
- Analyzed large-scale clinical and biological datasets using statistical and bioinformatics methods to generate actionable insights
- Collaborated with multidisciplinary research teams to translate research and data requirements into scalable analytical solutions
- Maintained high data quality and integrity through rigorous validation, quality control, and documentation processes
Health Campaign Coordinator - Campus Wellness, University of Waterloo
(2021-01 - 2022-12)
- Led cross-functional team of 10+ volunteers in executing 8+ data-driven health awareness campaigns targeting undergraduate student community
- Designed comprehensive KPI frameworks & performance dashboards using Excel and Power BI, tracking live campaign metrics and engagement
- Achieved 20% increase in audience engagement through audience segmentation analysis and data-driven messaging
- Conducted market research to identify emerging health trends and inform strategic campaign messaging
Undergraduate Psychology Research Assistant - Neuroscience & Cognition Labs, University of Waterloo
(2020-01 - 2021-06)
- Recruited and managed 50+ research participants, ensuring ethical compliance, accurate data collection, and detailed record-keeping
- Collected, cleaned, and analyzed behavioral research data using statistical methods and exploratory data analysis (EDA)
- Produced publication-ready data visualizations and analytical summaries to support research findings
- Applied principles of human cognition and behavior to inform study design, data interpretation, and analytical reasoning
Market Research & Product Development Associate - Conrad School of Entrepreneurship & Business, University of Waterloo
(2021-01 - 2021-04)
- Developed a prototype educational app for pre-teens focused on life skills education, backed by extensive market research and user insight
- Secured $2,500 in funding through a compelling business case presentation
- Collaborated with educators and child psychologists to validate product content and ensure usability
Member Advocate (Banking & Retail) - Bond Brand Loyalty – Marketing Agency - Mississauga
(2019-05 - 2019-09)
- Analyzed customer feedback patterns from 500+ member interactions to identify service improvement opportunities and drive engagement strategies
- Maintained 95% customer satisfaction rating while resolving high-volume inquiries regarding loyalty program features and benefits
- Generated insight reports highlighting key customer sentiment trends for senior management review