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Machine Learning Data Analyst

Location:
Calgary, AB, Canada
Posted:
May 12, 2025

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Resume:

MICHELLE LI 403-***-**** *****************@*****.***

https://www.linkedin.com/in/hello-michelle-alberta/ SKILLS OVERVIEW

• Proficient in building solutions with cloud and

big data tools (GCP, Azure, Airflow etc.)

• Skilled in data engineering, data science, and

analytics (Python, PySpark, SQL, Power BI,

machine learning, ETL processing)

• Experience in website and database

development

• Adept at developing and implementing AI

strategies for business growth

PERSONAL ATTRIBUTES

• Effectively manages shifting priorities in dynamic and rapidly changing environments, consistently

meeting critical timelines and project milestones

• Strong interpersonal skills, enabling effective

collaboration and communication with team

members, clients, and stakeholders at all levels

• Adept at critical decision-making, capable of

assessing complex situations, identifying

solutions, and making informed choices to drive

projects forward successfully

Professional Experience

Trillium Advisory Group; Calgary, AB. Dec 2023 – June 2024 Construction Data Analyst

● Designed and implemented dynamic data models to address key business challenges

● Developed insight-driven analytical reports with actionable metrics to support decision-making

● Automated daily data extraction and BI reporting pipelines using the Azure cloud platform Tealbook; Calgary, AB. Apr 2022 – May 2023

Data Engineer & Backend Engineer

● Continued the development of microservices and their data pipelines for the data enhancement process, resulting in significant increases in data processing speed

● Engaged in web development projects that encompassed both backend (GCP, Python, Flask, and Flask-SQLAlchemy) and frontend (React) development

● Provided new feature trainings and technical support to Data Ops team

● Produced documents, including design and architecture details, feature developments and enhancements, as well as data reliability metrics

Calgary Mental Health Centre; Calgary, AB. Dec 2021 – Feb 2022 Data Analyst (Contractor)

● Derived data values with business intelligence dashboards BlackSquare Inc.; Calgary, AB. Mar 2020 – Nov 2021 Data Engineer & Data Scientist

● Created innovative end-to-end machine learning models (ex. Product Recommendation Engines, Time Series (Demand Forecasting), Credit Card Fraud Detection, Sentiment Analysis, and Consumer Behavior/Loyalty Segmentation, etc.)

● Built and maintained dashboards for various teams to provide Business Insights

● Created data pipelines, established scalable data warehouse; managed data in BigQuery

● Collaborated with cross functional teams, and delivered end-to-end business solutions Michelle Li 403-***-****) 2

Integra Data and Analytic Solutions; Calgary, AB. Oct 2019 – Feb 2020 Data Scientist (Contractor)

● Provided data-to-insights and technical expertise for Oil & Gas projects to create cost effective solutions, which through advanced data analytics and process improvement recommendations

● Performed data quality assurance, data optimization and dashboard visualization MLT Aikins LLP; Calgary, AB. Feb 2018 – July 2019

Technical Consultant (Project Based Contractor)

● Provided pipeline related technical support (confidential) ATCO Gas, Gas Facility Department; Edmonton, AB. Jan – Dec 2017 Project Manager (Contractor)

● Managed 26 facility upgrade projects simultaneously in compliance with industrial standards

● Liaised effectively with internal (Operations, Construction, Land, Logistics) and external (Vendors, Municipalities) stakeholders to increase project efficiency and quality WorleyParsons, Pipeline Department; Calgary, AB. Feb 2012 – Aug 2015 Mechanical Engineer

● Completed accurate project cost estimates and significantly reduced project costs (near $400 K)

● Performed engineering calculation to fulfill and exceed industrial quality requirements

● Created pipeline bend models in AutoPIPE to analyze stress levels against industrial standards

● Developed pipeline hydraulic models in Synergi Pipeline Simulator (SPS), evaluated and improved system safety performance

Sample Portfolio

● Sample coding projects are posted in GitHub profile: https://github.com/MichelleProjectsSoftware

● Developed a website using .NET and C#, incorporating user authentication, authorization, account-based content, dynamic product display, and more; along with database integration

● Created a management app to handle many-to-many relationship tables connected to a database

● Built an open data search platform seamlessly integrated with Google Maps Professional Development

● The second-place team in the SPE/Untapped Datathon on Zeroing Methane Emissions (2023)

● The first-place winner of Calgary TechStar Startup Weekend Competition (2019)

● Higher Landing Inc. Career Transition and Transformation Bootcamp (Grizzly Certified) Professional Affiliations

Association of Professional Engineers and Geoscientists of Alberta (APEGA), P.Eng. Certifications

● Southern Alberta Institute of Technology (SAIT), Calgary, AB. – Full Stack Development Certificate

● RoboGarden, Calgary, AB. – Full Stack Development Certificate (Partner with University of Calgary)

● Simplilearn Advanced Machine Learning Certificate

● Setting a Generative AI Strategy Course

Education

● University of Alberta, Edmonton, AB. – B. Sc. Chemical Engineering



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