Technical practice
How would you use Python to refine and structure data for a client deliverable?
What to coverThe role includes refining, analyzing and structuring relevant data, with Python listed as a primary skill. Suggested preparation: explain how you would inspect inputs, handle missing or inconsistent values, validate the output and make the work reproducible.
What distinguishes generative AI from other AI approaches, and what are its limitations?
What to coverGenerative AI is a primary skill, while basic AI and generative AI appear under preferred skills. Suggested preparation: explain the distinction plainly and discuss how you would check whether generated output is useful and accurate enough for a business need.
How would you decide whether a business challenge calls for a generative AI solution?
What to coverThe posting calls for problem definition and identifying technology solutions to client challenges. Suggested preparation: compare a generative AI option with a simpler alternative against the stated need, expected value, limitations and effort.
How would you turn an unclear business need into a requirement specification?
What to coverCreating requirement specifications from business needs is an explicit responsibility. Suggested preparation: describe the clarifying questions you would ask, how you would separate needs from proposed solutions, and how you would confirm the resulting requirements.
How would you define a future-state process and detailed functional design?
What to coverThe role calls for defining to-be processes and functional designs based on requirements. Suggested preparation: show how you would connect process steps and expected system behavior to a requirement, then surface gaps or decisions needing clarification.
How would you research and shortlist alternative solutions?
What to coverThe posting specifies literature surveys, public information and vendor evaluation information as research inputs. Suggested preparation: explain how you would compare alternatives using consistent criteria and distinguish verified findings from assumptions.
What would you build into a proof of concept to evaluate a proposed solution?
What to coverBuilding POCs is a stated duty. Suggested preparation: define a narrow question, representative inputs and success criteria, then explain what results would justify further work or a change of direction.
How would you estimate effort for a proposed solution when requirements are incomplete?
What to coverEffort estimation is one of the project phases the role supports. Suggested preparation: break down the known work, identify dependencies and uncertainties, and explain how clarification or a POC could improve the estimate.
How would you diagnose an issue while configuring solution requirements on a product?
What to coverThe role includes supporting configuration, finding root causes, seeking clarification and shortlisting alternatives. Suggested preparation: describe how you would reproduce the issue, isolate whether the cause is a requirement, configuration or input mismatch, and test a proposed fix.
What would you verify before and after deploying a solution?
What to coverDeployment is a project phase named in the posting, but no deployment tools or process are specified. Suggested preparation: discuss checks against requirements, how you would confirm expected behavior after deployment, and what you would communicate if a problem appeared.
Behavioural practice
Tell me about a time you clarified an ambiguous need with a stakeholder.
What to coverThe role involves working with clients and seeking clarification on requirements. Suggested preparation: use a real situation, the questions and actions you took, and the result for the requirement or deliverable.
Describe a time you collaborated to resolve a difficult problem.
What to coverCollaboration and logical problem solving are named capabilities. Suggested preparation: explain the situation, your contribution alongside others, and the result without overstating your individual role.
Tell me about a time you investigated an issue and found its root cause.
What to coverDiagnosis and root-cause analysis are stated responsibilities. Suggested preparation: describe the symptoms, how you tested possible explanations, what action followed and the observed result.
Describe a time you compared alternatives before recommending an approach.
What to coverThe posting calls for researching alternatives and shortlisting solutions. Suggested preparation: give a real example with the decision context, your comparison method, the recommendation and its outcome.
Tell me about a process improvement you identified and helped deliver.
What to coverAssessing current processes and identifying improvements are part of the role. Suggested preparation: explain the original process, the action you took to support a change, and the result or evidence of improvement.