Bio
Credentials
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Data Science Foundations Specialization
CourseraDec, 2021- Apr, 2026 -
Python for Data Science and AI
CourseraDec, 2021- Apr, 2026 -
Statistics for Data Science with Python
CourseraDec, 2021- Apr, 2026 -
Databases and SQL for Data Science
CourseraOct, 2021- Apr, 2026 -
Python Project for Data Science
CourseraOct, 2021- Apr, 2026 -
IBM Tools for Data Science
CourseraJul, 2021- Apr, 2026 -
Exam FM
Society of ActuariesJun, 2021- Apr, 2026 -
Exam P
Society of ActuariesJul, 2020- Apr, 2026 -
Bloomberg Market Concepts
Bloomberg LPDec, 2019- Apr, 2026
Experience
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How We Feel
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San Francisco Bay Area
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Data Scientist
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Oct 2023 - Present
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San Francisco Bay Area
Projects • AB testing and experimentation for retention improvement• Built churn prediction model • Developed and deployed recommender system using PyTorch to improve personalized user experience • Implemented ETL pipelines from MixPanel to BigQuery storage
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McMaster University
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Hamilton, Ontario, Canada
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Machine Learning Research Assistant
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Sep 2022 - Apr 2023
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Hamilton, Ontario, Canada
• Extracted insights from student course evaluation survey data with the aim of enhancing teaching methods of lecture-based courses• Leveraged tidytext, ggplot, and dplyr R packages to perform NLP and thematic analysis on 1000+ open text responses• Researched relationships between 10+ themes and 20+ sentiments using TFIDF framework
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Data Analyst
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May 2022 - Dec 2022
Projects • Data engine transformation project • Created 10+ visualizations to display claims data in Streamlit web app• Automated data collection, preprocessing and insight extraction with custom functions/classes in R• Regularly produced and analyzed 15+ financial metric calculations in SQL and Excel to ensure financial business goals are met
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Sun Life
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Toronto, Ontario, Canada
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Actuarial Analyst
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May 2021 - Aug 2021
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Toronto, Ontario, Canada
Projects • Data manipulation and financial metric calculations using Microsoft Access and SQL • Automated recurring tasks by creating and editing queries in SQL • Improved various documentations• Regularly led team huddles and discussions regarding processes improvement • Social media management for Sun Life student social committee
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Aviva
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Markham, Ontario, Canada
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Data Scientist
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Jan 2021 - Apr 2021
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Markham, Ontario, Canada
Projects• Experimented with 200 new features to improve pricing model predictions • Transformed large datasets into meaningful insights using KNN clustering, binning and heat maps• Optimized data structure to improved model delivery pipeline
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Aon
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Toronto, Ontario, Canada
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Associate Reinsurance Intern
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Jun 2020 - Aug 2020
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Toronto, Ontario, Canada
Projects • Worked with actuaries, catastrophe modellers, capital advisory and broking professionals in servicing and prospecting clients• Assisted in the technical analysis of client data/information• Built automated data tracking sheets on Excel for efficient loss data collection• Conducted market research and summarized company valuations for all existing and prospective clients • Prepared reinsurance market proposals
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Intact
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Toronto, Canada Area
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Accounts Receivables Summer Intern
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May 2019 - Aug 2019
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Toronto, Canada Area
• Supported the Accounts Receivables & Payment processing activities with key external and internal stakeholders• Prepared and managed payments for the automated application system for the Direct Bill Accounts Team • Investigated and researched missing information for direct payments • Updated banking information and amended payment schedules• Maintained files and records
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Education
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2023 - 2024University of San Francisco
Master of Science - MS, Data Science -
2018 - 2023McMaster University
Mathematics & Statistics, Actuarial Science -
2014 - 2018St. Marcellinus Secondary School
High School Diploma
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