Use Case Governance and Operations Manager

In every role McCainers are ambitious curious and passionate about creating exceptional work experiences - together. With a customer-first mindset we make doing business with McCain easy.

About the role.

The Use Case Governance & Operations Manager is responsible for establishing and maintaining the standards governance frameworks and operational controls that ensure AI solutions are safe effective compliant and scalable across McCain. Reporting to the VP Artificial Intelligence this role leads Responsible AI governance risk classification stage-gate reviews portfolio reporting and audit readiness while maintaining clear independence from use case intake and prioritization activities. The position partners closely with AI Engineering Risk Privacy and Business stakeholders to uphold quality standards and build trust in McCains AI solutions.

What youll be doing.

• Own and continuously enhance McCains Responsible AI standards across fairness accuracy reliability transparency privacy and accountability.
• Establish evaluation methodologies quality thresholds and governance criteria for AI use cases throughout their lifecycle.
• Lead and facilitate stage-gate reviews from solution design through deployment and ongoing operational monitoring.
• Maintain AI evaluation frameworks testing datasets validation practices and red-teaming processes.
• Own and administer the Green/Yellow/Red (RAG) risk classification process across the AI portfolio.
• Partner with Enterprise Risk Privacy and Architecture stakeholders to ensure governance and policy alignment.
• Deliver portfolio-level reporting on use case status quality metrics adoption value realization incidents and model performance.
• Drive continuous improvement initiatives that strengthen AI governance quality and operational excellence.
• Ensure documentation model records decision logs and governance controls support audit and compliance requirements.
• Provide governance leadership and guidance across the AI organization while maintaining appropriate separation of duties from demand intake and prioritization.

What youll need to be successful.

• Bachelors degree in Computer Science Engineering Risk Management or a related field; advanced degree preferred.
• 8 years of experience in AI/ML governance model risk management technology audit risk management or a related discipline.
• 2 years of people leadership or management experience.
• Strong knowledge of AI/ML evaluation methodologies testing frameworks and model performance measures.
• Experience applying Responsible AI frameworks such as NIST AI RMF EU AI Act ISO/IEC 42001 or similar standards.
• Expertise in risk classification governance processes compliance controls and stage-gate review methodologies.
• Experience developing portfolio reporting analytics and operational performance metrics.
• Demonstrated ability to maintain high quality standards while enabling business agility and innovation.
• Excellent communication stakeholder management and executive presentation skills.
• Experience within a large enterprise regulated industry or consumer packaged goods environment is considered an asset.

About the team.

The Use Case Governance & Operations Manager is part of McCains Artificial Intelligence organization and reports directly to the VP Artificial Intelligence. This leadership role works closely with AI Deployment & Enablement AI Platform & Engineering Knowledge Engineering Enterprise Risk Privacy and Architecture stakeholders. The position includes people leadership responsibilities and serves as the central owner of AI governance quality standards and operational oversight across McCains AI portfolio.

About McCain.

Click Here to learn more about McCain and how we provide opportunities to make an impact that matters.

Leadership principles.

At McCain our leadership principles guide how we engage with customers collaborate as a team and achieve success. We focus on understanding customer needs driving innovation empowering people and taking ownership to clear obstacles and deliver results.

AI & Digital Capabilities.

At McCain AI and digital capabilities are part of how we work and innovate. We value curiosity toward emerging technologies and the thoughtful responsible use of AI-enabled tools to improve outcomes as part of our future-ready culture.

The McCain experience.

We are McCain. This statement is a testament to our collective strength and our individual value. Your contributions play a vital role in our success. Our winning culture is rooted in authenticity and trust empowering us to bring out the best in one another. Here youll find opportunities to learn grow and thrive. Join us and experience why were better together.

Our purpose is grounded in building meaningful relationships. Were big believers in the power of working together in personit helps us stay connected collaborate more effectively and grow as a team. At the same time we recognize the importance of flexibility. Most office-based roles follow a hybrid model with the option to work remotely two days a week. There may be exceptions depending on the role and location so we encourage you to speak with your recruiter for more details.

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