Knowledge check

Unit

In Progress

Test Your Knowledge

Evaluate your understanding of stakeholder engagement and management in machine learning by completing this knowledge check. This will help you identify areas where you may need to review the material.

You're developing a predictive maintenance model. The operations director has high influence and high interest. The IT security team has high influence but low interest. Where should you focus your engagement efforts first?

A) On IT security, as compliance always comes before business needsB) On frontline technicians, as they will use the system dailyC) On the operations director, as their support can accelerate deploymentD) On all groups equally to avoid favouritism

In stakeholder mapping, how should you manage low-influence but high-interest stakeholders?

A) Monitor them only, they don't need engagement.B) Keep them informed and involve them in demos or feedback sessions.C) Treat them the same as executives and give them frequent updates.D) Limit communication to formal approval stages only.

You've built a customer churn prediction model. Frontline customer service managers are highly interested but have low influence, while the chief marketing officer (CMO) has high influence and high interest. How should you balance communication?

A) Prioritise regular impact-focused updates to the CMO while also engaging customer service managers through demos and feedback sessions.B) Focus primarily on the customer service managers, as they'll be using the tool daily.C) Treat both groups the same by sending identical weekly reports.D) Delay involving customer service managers until after deployment to avoid slowing down executive approval.

Which of the following best describes a communication plan?

A) A technical document detailing model performance metricsB) A checklist of which stakeholders must approve the projectC) A risk matrix that shows potential compliance failuresD) A document outlining who you will communicate with, what information they need, when they need it and how you'll deliver it

Which engagement strategy is best for a low-influence, low-interest stakeholder group?

A) Engage them regularly with detailed updates to build trust.B) Monitor them with minimal updates to ensure awareness.C) Prioritise them over high-influence groups to balance perspectives.D) Involve them in decision-making to increase their influence.

You've completed development of a supply chain optimisation model. The steering committee will review your handover documentation to decide on deployment. Which approach best increases the likelihood of securing approval?

A) Provide a technical appendix with validation results plus a one-page executive briefing covering the problem, benefits, risks with mitigation and an approval request.B) Deliver a five-page narrative report that mixes technical details and business impact into a single flowing story.C) Share only a concise one-page executive summary with business benefits and a request for approval, leaving out risks and technical validation.D) Create a 30-slide presentation with visuals of every performance metric, dataset and experiment to demonstrate the model's robustness.

Which element should always appear in the executive summary of a handover report?

A) Technical details of model architectureB) A full list of all stakeholders involvedC) A history of the project timelineD) The problem, the solution, the business impact and a call to action

Why is a confirmation email important after an approval meeting?

A) It helps ensure the project team remembers the key metrics.B) It provides a clear, written record of approval and next steps.C) It can replace the need for a formal sign-off.D) It's optional. Verbal approvals are usually enough.

After handing over a model, approval was delayed because the legal team flagged compliance risks that had not been addressed. What's the most effective change for future projects?

A) Share a detailed compliance appendix with legal at the final handover so their review doesn't slow down earlier work.B) Engage legal only during model design and not during deployment, to limit their influence while still showing inclusion.C) Ask legal to delegate review responsibility to the risk team, as they already evaluate project impact.D) Involve the legal team early through checkpoints at key milestones, ensuring that compliance is reviewed as the project evolves.

During reflection, you notice executives struggled to engage with a dense, jargon-heavy handover report. Which improvement would best strengthen future communication?

A) Create two separate versions of the report, one technical and one non-technical, so different audiences can access the information they need.B) Offer an in-person presentation to walk executives through the technical details and answer questions directly.C) Provide a concise, plain-language executive summary supported by visuals such as charts and infographics.D) Add a glossary of technical terms to the report so executives can look up jargon as needed.

Action item: Knowledge check

Complete the assessment below to verify your mastery of this unit's concepts.

In progress