Associate, Data Scientist Model Governance
Posted 4 days ago
Job Description
Application Deadline:
Address:
100 King Street West
Job Family Group:
Capital Mrkts Sales & Service
BMO Capital Markets is a leading, full-service North American-based financial services provider, with over 2,700 professionals in 30 locations around the world, including 20 offices in North America, offering corporate, institutional and government clients access to a complete range of investment and corporate banking products and services. BMO Capital Markets is a member of BMO Financial Group (NYSE, TSX: BMO), one of the largest diversified financial services providers in North America with US$1.0 trillion total assets and approximately 54,000 employees as of January 31, 2025.
About the Role
We are seeking a talented Data Scientist with a strong focus on MLOps and Model Governance to join our Data Cognition Team at BMO Capital Markets. In this role, you will design, deploy, and maintain robust MLOps pipelines and enforce governance standards for machine learning models used in trading and banking. You will ensure compliance with internal and regulatory requirements while collaborating with stakeholders to deliver insights that improve performance and profitability.
Our Team
The Data Cognition Team (DCT) at BMO Capital Markets delivers a scalable, customizable, and sustainable suite of AI-enabled products for multiple business units. We leverage cutting-edge data and analytics technologies to solve complex business challenges and drive strategic transformation across Investment Banking, Global Markets, and other divisions.
Key Responsibilities
• Design and maintain end-to-end MLOps pipelines for seamless integration, deployment, and monitoring of models in production.
• Establish and enforce model governance frameworks, including validation, documentation, performance monitoring, and compliance with internal and regulatory standards.
• Collaborate with AI/Data DevOps Engineers to ensure robust and secure model lifecycle management.
• Communicate complex technical concepts and governance requirements to non-technical stakeholders and senior management.
• Implement best practices for reproducible machine learning pipelines aligned with governance and operational requirements.
• Monitor, validate, and document models to ensure adherence to governance frameworks.
• Ensure all steps in the delivery and governance of data products are executed and documented according to standards.
Qualifications
• Ph.D. in Computer Science, Mathematics, Physics, or related quantitative field (focus on finance, economics, or operations research preferred).
• Minimum 3 years of experience in data science or machine learning, with expertise in MLOps and model governance.
• Strong programming skills and experience with cloud technologies.
• Familiarity with financial tools such as Bloomberg, FactSet, and Thomson Reuters is a plus.
• Excellent problem-solving skills and ability to learn from data.
• Strong communication skills for collaboration with technical and business stakeholders.
• Team-oriented, adaptable, and detail-focused with a results-driven mindset.
Nice to Have
• Experience with regulatory compliance frameworks for AI/ML models.
• Familiarity with advanced ML techniques and Generative AI.
• Knowledge of investment banking concepts and financial data formats.
What We Offer
Join our dynamic team at BMO Capital Markets and help shape the future of AI governance and operational excellence in financial services. We offer opportunities for professional growth, access to cutting-edge tools, and the chance to make a significant impact on critical business operations. Apply today with your resume, highlighting your experience in data science, MLOps, and governance
Base Salary: $90,000-$120,000 CAD
(subject to negotiation and subject to the candidate meeting the specific skills, experience, education, and qualification requirements)
Salary :
Pay Type:
Salaried
The above represents BMO Financial Group's pay range and type.
Salaries will vary based on factors such as location, skills, experience, education, and qualifications for the role, and may include a commission structure. Salaries for part-time roles will be pro-rated based on number of hours regularly worked. For commission roles, the salary listed above represents BMO Financial Group's expected target for the first year in this position.
BMO Financial Group's total compensation package will vary based on the pay type of the position and may include performance-based incentives, discretionary bonuses, as well as other perks and rewards. BMO also offers health insurance, tuition reimbursement, accident and life insurance, and retirement savings plans. To view more details of our benefits, please visit: https://jobs.bmo.com/global/en/Total-Rewards
About Us
At BMO we are driven by a shared Purpose: Boldly Grow the Good in business and life. It calls on us to create lasting, positive change for our customers, our communities and our people. By working together, innovating and pushing boundaries, we transform lives and businesses, and power economic growth around the world.
As a member of the BMO team you are valued, respected and heard, and you have more ways to grow and make an impact. We strive to help you make an impact from day one - for yourself and our customers. We'll support you with the tools and resources you need to reach new milestones, as you help our customers reach theirs. From in-depth training and coaching, to manager support and network-building opportunities, we'll help you gain valuable experience, and broaden your skillset.
To find out more visit us at https://jobs.bmo.com/ca/en .
BMO is committed to an inclusive, equitable and accessible workplace. By learning from each other's differences, we gain strength through our people and our perspectives. Accommodations are available on request for candidates taking part in all aspects of the selection process. To request accommodation, please contact your recruiter.
Note to Recruiters: BMO does not accept unsolicited resumes from any source other than directly from a candidate. Any unsolicited resumes sent to BMO, directly or indirectly, will be considered BMO property. BMO will not pay a fee for any placement resulting from the receipt of an unsolicited resume. A recruiting agency must first have a valid, written and fully executed agency agreement contract for service to submit resumes.
Address:
100 King Street West
Job Family Group:
Capital Mrkts Sales & Service
BMO Capital Markets is a leading, full-service North American-based financial services provider, with over 2,700 professionals in 30 locations around the world, including 20 offices in North America, offering corporate, institutional and government clients access to a complete range of investment and corporate banking products and services. BMO Capital Markets is a member of BMO Financial Group (NYSE, TSX: BMO), one of the largest diversified financial services providers in North America with US$1.0 trillion total assets and approximately 54,000 employees as of January 31, 2025.
About the Role
We are seeking a talented Data Scientist with a strong focus on MLOps and Model Governance to join our Data Cognition Team at BMO Capital Markets. In this role, you will design, deploy, and maintain robust MLOps pipelines and enforce governance standards for machine learning models used in trading and banking. You will ensure compliance with internal and regulatory requirements while collaborating with stakeholders to deliver insights that improve performance and profitability.
Our Team
The Data Cognition Team (DCT) at BMO Capital Markets delivers a scalable, customizable, and sustainable suite of AI-enabled products for multiple business units. We leverage cutting-edge data and analytics technologies to solve complex business challenges and drive strategic transformation across Investment Banking, Global Markets, and other divisions.
Key Responsibilities
• Design and maintain end-to-end MLOps pipelines for seamless integration, deployment, and monitoring of models in production.
• Establish and enforce model governance frameworks, including validation, documentation, performance monitoring, and compliance with internal and regulatory standards.
• Collaborate with AI/Data DevOps Engineers to ensure robust and secure model lifecycle management.
• Communicate complex technical concepts and governance requirements to non-technical stakeholders and senior management.
• Implement best practices for reproducible machine learning pipelines aligned with governance and operational requirements.
• Monitor, validate, and document models to ensure adherence to governance frameworks.
• Ensure all steps in the delivery and governance of data products are executed and documented according to standards.
Qualifications
• Ph.D. in Computer Science, Mathematics, Physics, or related quantitative field (focus on finance, economics, or operations research preferred).
• Minimum 3 years of experience in data science or machine learning, with expertise in MLOps and model governance.
• Strong programming skills and experience with cloud technologies.
• Familiarity with financial tools such as Bloomberg, FactSet, and Thomson Reuters is a plus.
• Excellent problem-solving skills and ability to learn from data.
• Strong communication skills for collaboration with technical and business stakeholders.
• Team-oriented, adaptable, and detail-focused with a results-driven mindset.
Nice to Have
• Experience with regulatory compliance frameworks for AI/ML models.
• Familiarity with advanced ML techniques and Generative AI.
• Knowledge of investment banking concepts and financial data formats.
What We Offer
Join our dynamic team at BMO Capital Markets and help shape the future of AI governance and operational excellence in financial services. We offer opportunities for professional growth, access to cutting-edge tools, and the chance to make a significant impact on critical business operations. Apply today with your resume, highlighting your experience in data science, MLOps, and governance
Base Salary: $90,000-$120,000 CAD
(subject to negotiation and subject to the candidate meeting the specific skills, experience, education, and qualification requirements)
Salary :
Pay Type:
Salaried
The above represents BMO Financial Group's pay range and type.
Salaries will vary based on factors such as location, skills, experience, education, and qualifications for the role, and may include a commission structure. Salaries for part-time roles will be pro-rated based on number of hours regularly worked. For commission roles, the salary listed above represents BMO Financial Group's expected target for the first year in this position.
BMO Financial Group's total compensation package will vary based on the pay type of the position and may include performance-based incentives, discretionary bonuses, as well as other perks and rewards. BMO also offers health insurance, tuition reimbursement, accident and life insurance, and retirement savings plans. To view more details of our benefits, please visit: https://jobs.bmo.com/global/en/Total-Rewards
About Us
At BMO we are driven by a shared Purpose: Boldly Grow the Good in business and life. It calls on us to create lasting, positive change for our customers, our communities and our people. By working together, innovating and pushing boundaries, we transform lives and businesses, and power economic growth around the world.
As a member of the BMO team you are valued, respected and heard, and you have more ways to grow and make an impact. We strive to help you make an impact from day one - for yourself and our customers. We'll support you with the tools and resources you need to reach new milestones, as you help our customers reach theirs. From in-depth training and coaching, to manager support and network-building opportunities, we'll help you gain valuable experience, and broaden your skillset.
To find out more visit us at https://jobs.bmo.com/ca/en .
BMO is committed to an inclusive, equitable and accessible workplace. By learning from each other's differences, we gain strength through our people and our perspectives. Accommodations are available on request for candidates taking part in all aspects of the selection process. To request accommodation, please contact your recruiter.
Note to Recruiters: BMO does not accept unsolicited resumes from any source other than directly from a candidate. Any unsolicited resumes sent to BMO, directly or indirectly, will be considered BMO property. BMO will not pay a fee for any placement resulting from the receipt of an unsolicited resume. A recruiting agency must first have a valid, written and fully executed agency agreement contract for service to submit resumes.
About BMO
Industry
Banking & FinanceCompany Size
10,000+ employees
Application closing date is 2026-02-03
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