Technical practice
How would you develop an AI governance framework for a client?
What to coverThe posting calls for frameworks aligned with industry standards. Preparation suggestion: explain how you would identify the client's AI uses and risks, define governance objectives and controls, and check whether the framework is practical to operate.
How would you use NIST or ISO guidance in an AI governance assessment?
What to coverThe posting lists knowledge of NIST and ISO risk-management frameworks as a differentiator. Preparation suggestion: discuss using relevant guidance as a reference for assessing gaps, while explaining why a client's context determines which provisions apply.
What should an AI governance operating model and its policies establish?
What to coverThe posting identifies operating models and policies as areas that set candidates apart. Preparation suggestion: address decision rights, responsibilities, oversight and how policies become workable practices across teams.
Where would governance checks fit across the AI lifecycle?
What to coverThe posting names familiarity with data science and the AI lifecycle as a differentiator. Preparation suggestion: consider checks during development, evaluation, use and ongoing review, and explain how risks or evidence needs may change over time.
How would you design a model evaluation and testing approach?
What to coverThe posting specifically mentions model evaluation frameworks and testing protocols. Preparation suggestion: explain how you would choose tests against the model's intended use and risks, document results, and decide when findings require further work.
How would you assess technology risks and internal controls?
What to coverThe posting emphasizes technological risks, internal controls and governance, risk and control assessments. Preparation suggestion: describe how you would connect a risk to a control objective, examine evidence of the control's operation and report any gaps.
How would you evaluate a risk-management strategy and recommend control improvements?
What to coverThe role calls for evaluating risk-management strategies and providing insights to improve control programs. Preparation suggestion: distinguish identifying a gap from prioritizing a feasible improvement, including the risk addressed and how its effectiveness could be checked.
How would you turn information from multiple sources into trustworthy client insights?
What to coverThe posting describes gathering information, discerning patterns, and using analytics and data wrangling for informed decisions. Preparation suggestion: cover source reconciliation, data-quality checks and how you would communicate uncertainty or limitations in the findings.
Where could automation help in this work, and what would still need review?
What to coverThe posting mentions automation tools alongside analytics and data wrangling. Preparation suggestion: identify a repeatable information-processing task, then discuss checks needed to preserve accuracy and trustworthy outputs.
How would you organize a governance, risk and control assessment engagement?
What to coverThe posting calls for managing assessment projects and delivering quality work across client engagements. Preparation suggestion: describe how you would define scope, gather evidence, track findings and coordinate reviews; keep the approach proportionate to an associate's responsibilities.
Behavioural practice
Tell me about a time you explained a technical issue to a non-technical audience.
What to coverThe role calls for translating complex concepts for stakeholders. Preparation suggestion: use a real situation, explain how you adapted your message and describe the resulting understanding or decision.
Describe a time you helped a team align on an objective.
What to coverThe posting emphasizes collaboration and alignment with governance objectives. Preparation suggestion: give a real example of differing perspectives, your actions to establish a shared approach and the result.
Tell me about a time you took ownership of the quality of your work.
What to coverThe posting expects associates to take ownership and deliver quality work on client engagements. Preparation suggestion: describe the situation, the checks or corrections you personally made and the outcome without overstating your role.
Describe a time you helped others adopt a different way of working.
What to coverThe posting calls for influencing AI practices to support organizational change. Preparation suggestion: use a real example of the change needed, how you addressed concerns or gained support, and what happened.
Tell me about a time you adapted to an unfamiliar client or team challenge.
What to coverThe posting highlights diverse clients and teams, curiosity and a learning mindset. Preparation suggestion: explain what you needed to learn, the actions you took and how that affected the work.