Production ML Engineer & Data Scientist, Impact-Driven

Enbridge; Calgary; On-site; CAD 120,000 - 180,000; Full time

Job summary

Enbridge in Calgary is seeking a Specialist I, TIS Data Scientist / ML Engineer to lead the development and delivery of advanced analytical solutions for complex business and operational challenges.

You will partner with business stakeholders, engineers, and subject‑matter experts to translate problems into measurable outcomes, guide projects from concept to production, and apply responsible AI practices to build scalable ML solutions that drive meaningful impact.

Qualifications

• Degree in computer science, engineering, mathematics, statistics, operations research, data science, or related quantitative field.
• Six+ years of hands-on data science or ML delivery experience in business or operational environments.
• Strong knowledge of statistics, machine learning, model validation, uncertainty assessment, and analytical interpretation.
• Proficient in Python and SQL and experience with DS/ML libraries.
• Hands-on with Databricks or comparable platform, Spark/PySpark, MLflow, and production‑focused ML development.
• Experience deploying and managing reliable analytical solutions across their lifecycle.

Responsibilities

• Partner with business stakeholders, engineers, and subject‑matter experts to define complex problems, solution requirements, and measurable success criteria.
• Assess data and technical feasibility, identifying dependencies, risks, integration needs, and opportunities early in the lifecycle.
• Plan and lead analytical initiatives from discovery through MVP, production deployment, and ongoing enhancement.
• Design, develop, validate, and operationalize statistical, ML, simulation, and optimization solutions that align with business needs.
• Apply strong software engineering, MLOps, and Responsible AI practices to create reproducible, maintainable solutions.
• Provide technical direction while coordinating contributors and reviewing deliverables.
• Communicate analytical findings, assumptions, limitations, and evidence-based recommendations clearly.

Skills

Data science

Machine learning

Python

SQL

Databricks

Spark

PySpark

MLflow

MLOps

Leadership

Communication

Education

Bachelor's degree (quantitative)

Tools

Databricks

Spark

PySpark

MLflow

Job description

Enbridge in Calgary is seeking a Specialist I, TIS Data Scientist / ML Engineer to lead the development and delivery of advanced analytical solutions for complex business and operational challenges.

You will partner with business stakeholders, engineers, and subject‑matter experts to translate problems into measurable outcomes, guide projects from concept to production, and apply responsible AI practices to build scalable ML solutions that drive meaningful impact.