Experience

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Manulife

Data Science Intern

Manulife

  • •Worked on the GenAI team under Group Functions.
  • •Built and deployed a full-stack agentic AI POA (power of attorney) analyzer for Manulife's legal segment, featuring human-in-the-loop override controls and a markdown visualizer.
  • •Validated documents against state-specific rules via LLM across 6 checkpoints, cutting review time from 30 minutes to 5 minutes for 40,000+ documents annually.
  • •Prototyped an LLM memory layer framework to reduce hallucinations and boost decision efficiency by 32%.
GenAILLMAgentic AIPythonFull-Stack DevelopmentPrompt EngineeringLegal TechGroup Functions
Highlights:
  • •Cut POA document review time from 30 minutes to 5 minutes across 40,000+ documents processed annually.
  • •Boosted decision efficiency by 32% with a prototyped LLM memory layer framework that reduced hallucinations.
Manulife

Data Science Intern

Manulife

  • •Developed fraud detection models for dental codes and drug/narcotics usage, producing risk scores for claims analysis.
  • •Led EHC pooling project for finance, conducting data exploration to identify high-profit companies and analyze money distribution.
  • •Worked on the Canadian AI team under Group Benefits.
  • •Created PowerBI dashboards and visualizations for business units, providing real-time insights for decision-making.
Big DataDatabricksApache SparkPySparkPowerBIAzureSQLSQL ServerMachine LearningFraud Detection
Highlights:
  • •Flagged over 30 million dollars worth of violation codes through fraud detection models.
  • •Pioneered the EHC pooling model that 100+ stakeholders will use to make critical business decisions.
Tricode

Full Stack Developer

Tricode

  • •Full stack development for TriHire, a dynamic hiring system for student organizations.
  • •Built and maintained both frontend and backend features using React, TypeScript, Node.js, and Express.
  • •Handled tickets for reporting and bug fixes.
TypeScriptReactNode.jsExpressshadcnGitCI/CD
Highlights:
  • •TriHire is used by 2+ organizations and 100+ students to apply for positions at Queen's clubs.
  • •Contributed to early stages of product releases.
QComputing

Academics/EDIAA Chair

QComputing

  • •Led 100 orientation leaders and supported 200+ new students during orientation week.
  • •Organized Academics Fair, connecting 15+ clubs and 5+ professors with first-years.
  • •Co-created the Academics Handbook for the class of 2029.
  • •Managed event budgets and contributed input on fostering a community where students build lasting friendships.
Event PlanningLeadershipCommunicationBudgetingTeamwork
Highlights:
  • •Led 100 orientation leaders and supported 200+ new students.
  • •Connected 15+ clubs and 5+ professors with first-years, creating lasting impact.
Sunlife

Data Analyst Intern

Sunlife

  • •Crucial role in migrating SQL data source environment to AWS.
  • •Rebuilt and optimized 20+ Tableau and Excel reports, supporting finance teams.
  • •Supported 40+ finance reports, including KPI dashboards and employee analytics, used by 100+ stakeholders.
  • •Demoed multiple reports for 50+ finance employees. Collaborated with data engineers to implement best practices in ETL workflows.
SQLTableauExcelTableau PrepAWSData MigrationETL
Highlights:
  • •Migrated 15+ data sources and rebuilt 20+ reports.
  • •Enabled 100+ finance and HR users to access real-time data through Tableau dashboards.
Code Ninjas

Lead Coding Instructor

Code Ninjas

  • •Conducted personalized coding sessions tailored to individuals.
  • •Led diverse summer camps covering Scratch programming, Roblox Studios, Web Development, 3D Printing, and YouTube content creation, mentoring over 300 students annually.
  • •Managed the Code Ninjas JR Program for children aged 4-7.
  • •Organized educational birthday parties incorporating robotics, 3D modeling, and interactive coding activities.
JavaScriptPythonScratchRobotics3D PrintingRoblox StudiosMakeCode Arcade
Highlights:
  • •Onboarded 15+ new clients through game-building trial sessions.
  • •Progressed from instructor to vocal leader, creating safe and nurturing learning environments for children.