Badges
Certifications
Work Experience
Finance Transformation Analyst – Finance Division
Haventree Bank•  October 2024 - April 2025•  Toronto, ON, Canada
- Accounting Transformation Management: Lead, troubleshoot, develop over 20 projects of bank accounts’ reconciliation, ensuring connectivity in streamlining daily transactions of mortgage & funding in Alteryx Designer deployed on the Server. - Reporting Optimization and Automation: Drive up performance by 90% by designing automated reportings with consolidated rules, diagrams, developing Tableau, Alteryx workflows, mathematical expressions & macros for Accounting & Credit Risk. - Compliance & Governance: Control, govern, train accountants’ compliance with newly established automation rules, engagement, generating Alteryx-automated accounting reports & analyzing intelligence for further diagnosis & enhancement.
Analyst, Business Insights – US & Canadian Tax, Accounting – Finance Division
Hudson’s Bay Company (HBC)•  April 2023 - October 2024•  Toronto, ON, Canada
- Financial Operations Management: Oversaw the team collaboration & processes of financial reporting, indirect, corporate & CEO tax compliance, tax recovery, ensuring accuracy in transaction-level accounting & alignment with budget forecasts. - Process Optimization: Increased tax recovery chance by 10-30% of presumed yearly CA$1 million and improved tax compliance by 10-40% per month by machine learning, large language models, NLP, Computer Vision in Alteryx, Python, SQL. - Cross-Platform Integration: Collaborated and developed SQL pipelines to extract, transform, and load data into Snowflake’s cloud-based Tax Data Hub, enhancing reporting accuracy by 10-30% and increasing tax recovery chance by 5-10%. - Compliance & Reporting: Ensured compliance with financial regulations in payment processes and reconciliation of accounts, contributing to improved Alteryx-automated audit outcomes, saving US$20,000 annually in external consulting fees.
Alteryx Administrator
Billennium IT Inc•  January 2023 - April 2023•  Mississauga, ON, Canada
AWS Cloud Ops Data Migration Team, @ Billennium IT Inc for Roche (Swiss BioTech), Data Engineering - Integration, Data Services & Insights Foundational Domain - Data Systems Management: Monitored, managed users' access with workflow hubs, data storages, Alteryx usage. - Technical Solutions: Maintained Alteryx servers to optimize data accuracy, efficiency across Roche’s North America & Europe.
Data Science Intern
Cohost AI•  May 2022 - August 2022
- Completed 2 projects using Python, SQL, Power BI to research hidden patterns, trends, insights for travel agencies & refactor the code base by developing functions for each topic to speed up reuse, & code navigation by 90% by the Developer team - Validated 95% of new metrics: Inventory, Room Night & Sold, Average Daily, Occupancy, RevPAR specialized on each topic for pricing recommendations, & growing seasonal sales, analysis of sources, properties, booking behavior, stay period & length
Product Data Analyst Intern
iRestify Inc•  January 2022 - April 2022
- Supported cross-departmental projects by Power BI to analyze insights, & performance from customer experience surveys with customized charts, tables on frequent reports using DAX, MDX queries with new KPIs, calculated ratios, & conditional features - Identified & reported trends, & patterns, measured stakeholders’ compliance, early, late, and on-time completeness for the operations & customer success to increase productivity by 70% for users to reuse, update, & interact on Power BI Service App
Data Analyst Intern
Center of Talent in AI (CoTAI)•  August 2021 - December 2021
- Developed Python & SQLAlchemy to retrieve, preprocess big data (greater than 4 million rows), & generate it from API quicker by 10 hours per function load with enhanced database structure in SQL, & function loops in Python for Sentiment Analysis - Built 90% new Tableau charts & metrics to discover driven factors & intentions, minimize complaints, & negative feedback
Education
Harvard University, Cambridge
Data Science, MS•  January 2024 - Present•  GPA: 4
Master of Liberal Arts (ALM), Data Science (online part-time, in progress 4th & 5th/12 courses) Jan 2024 – Dec 2026 + Brain Tumor MRI Image Segmentation & Detection (Computer Vision): - Analyze, preprocess medical MRI image data & develop pipelines with different Deep Learning models that detect tumors by segmentation & bounding box with high accuracy + Scalable Cloud-Based NLP for Feedback Analysis: - Process real-time feedback with scalable platform in Python, PySpark, SQL integrated with AWS Redshift, Glue, GCP BigQuery, Vertex AI and Spark-based NLP to identify trends of customer sentiment + Housing Affordability Statistical Inferences: - Analyzed, diagnosed statistical inferences with resampling, maximum likelihood, Linear Regression, Bayesian models (pooled, unpooled, hierarchical) to identify features decisively impacting affordability + Hotel Daily Room Rate & Booking Cancellation Prediction: - Transformed data in Alteryx, visualized trends, established hypotheses & testing, performed statistical diagnosis measurements, ML, DL models in Python & R to identify the best model & most fine-tuned parameters on forecasting different scenarios for pricing strategy & customer’s booking behavior analysis
Humber College
Business Insights and Analytics, Post Graduate•  January 2021 - August 2022•  CGPA: 3.9
Looking for a full-time Data Analyst / Business Analyst position
Ton Duc Thang University
Business Administration, BS•  September 2013 - September 2017
Majoring in Hospitality Management
Feng Chia University
International Business, BS•  February 2017 - June 2017