Stakeholder identification and planning

Unit

In Progress

Every ML project has one hidden variable that can make or break success: People. Stakeholders, whether enthusiastic champions or cautious gatekeepers, will determine if your model ends up deployed, delayed or dismissed.

A stakeholder is anyone who has an interest in or is affected by your project. Identifying them early is not just nice-to-have, it’s critical. Without a clear picture of who holds influence, you risk building technically sound solutions that fail to gain traction.

The stakeholder matrix

Not all stakeholders carry the same weight. organizr people based on two factors:

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Influence:

How much power they have to shape or block your project.

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Interest:

How invested they are in the project’s outcome.

Mapping Influence & Interest

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High influence/high interest:

Your project ‘power players’. Keep them close and engaged.

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High influence/low interest:

Strategic leaders who expect visibility but not details. Keep it short.

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Low influence/high interest:

End users or technical contributors. Engage early for adoption and feedback.

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Low influence/low interest:

Peripheral teams. Monitor them with basic awareness.

Key takeaway

Stakeholder mapping isn’t about labelling people, it’s about focusing your time and communication where it matters most.

Communication plan

Turning insight into action ensures you’re communicating in the right way, at the right time, with the right message. A good plan outlines:

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Who

you need to communicate with.

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What

information they need (detail level).

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When

they need it (frequency).

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How

you will deliver it (channel).

Health care example: Mapping & Tailoring

1. Stakeholder matrix

	Low influence	High influence
High interest	Radiologists	Chief Medical Officer (CMO)
Low interest	Finance department	Hospital IT director

2. Communication plan

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CMO:

Monthly clinical performance reports and short review meetings.

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Hospital IT director:

Bi-monthly technical checklist on integration, uptime, and compliance.

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Radiologists:

Quarterly interactive workshops for system testing and workflow feedback.

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Finance department:

Quarterly financial summary highlighting ROI.

Pro tip

Communication plans should be living documents. As stakeholders’ priorities or influence shift, update your plan to reflect new realities.

Action item: Practice stakeholder planning

You’re working on different ML projects, each with multiple stakeholders. Use what you’ve learned about the matrix and communication planning to decide the best way forward.

You're preparing to launch a predictive maintenance model for a logistics company. The operations director wants evidence that it will reduce breakdowns, the data engineering team is stretched but critical for integration, and the fleet managers are eager to test the tool. What's the best way to proceed?

A) Focus on fleet manager requests first, as they'll use the tool daily, and let other concerns wait until adoption is secured.B) Provide the operations director with regular business impact updates, keep data engineering aligned with concise technical action items and engage fleet managers through demos.C) Delay data engineering involvement until after the tool is tested with fleet managers to avoid overloading them during early stages.D) Send weekly dashboards to all stakeholders with the same information, regardless of their role or influence.

You're developing an AI medical imaging tool. The CMO expects regular updates on clinical accuracy, the hospital IT director wants integration and security reports, and radiologists want usability feedback sessions. Project resources are tight, so communication must be efficient. What's the best approach?

A) Provide the CMO with detailed clinical reports monthly, send the IT director a short integration and security summary every two months and host quarterly usability workshops with radiologists.B) Send all stakeholders a monthly performance dashboard combining clinical, technical and usability updates, ensuring alignment with minimal reporting overhead.C) Prioritise radiologists with monthly usability sessions to drive adoption, while sending quarterly progress summaries to the CMO and IT director.D) Provide the CMO with detailed monthly reports and radiologists with quarterly workshops, while only sending IT updates when major integration milestones are reached.

You're deploying an AI-powered credit risk model. A regulatory review is scheduled in six weeks. The chief risk officer (CRO) requires ongoing oversight, the compliance team needs clear evidence of regulatory alignment, and the marketing team wants clarity on when they can start campaigns using the scores. Given the time pressure, what's the best plan?

A) Prioritise marketing readiness with a pilot launch date, send the CRO a monthly summary and provide compliance with ad hoc materials as they're produced to avoid slowing momentum.B) Send a weekly unified project update covering risk, compliance and marketing milestones to all three groups to keep everyone aligned with minimal coordination overhead.C) Focus on satisfying the CRO with frequent risk deep dives and postpone detailed compliance documentation until after the regulatory review, using preliminary notes instead and provide marketing with a provisional launch window.D) Establish a bi-weekly risk review with the CRO, deliver a structured compliance evidence pack to compliance within two weeks, and share a phased rollout timeline with marketing that starts only after compliance sign-off.

In progress