- Location
- Port Coquitlam, British Columbia, Canada
- Bio
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I am a outdoor activities aficionado. I like camping, hiking and swimming and always wanna seek a connection with nature as a balance. Meanwhile, I am a data scientist with a robust background in business and marketing. Expertise includes parsing through complex data, developing machine learning models, and utilizing Python and Tableau for analysis and visualization. Have successfully executed practical projects, such as utilizing various machine learning models and time series analysis for sales predictions for 11teamsports, and developing and deploying a loan approval prediction model for the finance sector.
- Resume
- XIAODAN-CV.pdf
- Portals
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Toronto, Ontario, Canada
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- Categories
- Data visualization Data analysis Data modelling Data science
Skills
Socials
Achievements
Latest feedback
Recent projects
Work experience
Office Manager
Lewis Vancouver Construction Ltd
Burnaby, British Columbia, Canada
March 2018 - August 2020
As an Office Manager at Lewis Vancouver Construction Ltd, I leveraged my analytical, project management, and negotiation skills to oversee office operations, facilitate smooth communication between departments, and contribute to business growth.
-Utilized Microsoft Word and other office tools to create, organize, and maintain essential documents and reports.
-Negotiated with vendors and suppliers, contributing to cost-effective procurement and efficient operations.
-Assisted in project management, coordinating resources and timelines, and ensuring projects were completed on time and within budget.
-Supported sales initiatives, contributing to the business growth and client satisfaction.
Project Coordinator
Project Coordinator
Burnaby, British Columbia, Canada
September 2016 - March 2018
-Maintaining and Monitoring project plans, project schedules, work hours and budgets;
-Supervising each project's daily activities;
-Providing administrative support;
-Organizing, attending and participating in stakeholder meetings;
-Ensuring project deadlines are met;
-Developing project strategies;
-Determining project changes;
-Assessing project risks and issues & providing solutions where applicable;
Creating project management calendar
Education
Diploma, Data Science
Lighthouse Labs
February 2023 - April 2023
Certificate, Building Construction Technology
British Columbia Institute of Technology
April 2020 - December 2021
Master, Business Management
Fairleigh Dickinson University – Vancouver
January 2014 - September 2016
Personal projects
Online Sales Prediction for 11teamsports
April 2023 - April 2023
This project aimed to develop a robust and accurate sales prediction model for 11teamsports, a leading online retailer specializing in football and team sports equipment in Europe. My approach combined Supervised Learning (using Linear Regression, XGBoost, and Random Forest models) with Time Series Analysis (employing SARIMA and FB Prophet). Among all models, the SARIMA model delivered superior results, signifying the potential for more accurate predictions with an extended, broader historical dataset.
Loan Approval Prediction and Deployment
March 2023 - March 2023
In this solo endeavor, I developed a supervised learning model to predict loan approval outcomes, with the model successfully deployed to the cloud. Upon model completion, API testing was conducted locally before final deployment on AWS cloud, validating its performance in a live environment.
This project illustrated the potential of machine learning in assessing loan eligibility and improving decision-making in the financial sector.