Apply new skills to your role
In this hackathon workshop, you focused on monitoring a live ML solution, planning its full lifecycle, and communicating its value and risk to diverse stakeholders. The same approach can be applied directly in your day-to-day role.
Monitor what matters and adapt with evidence
Use the mindset from this workshop to strengthen how you operate systems and processes:
- Choose a small set of monitoring signals that map directly to business outcomes.
- Define upfront what "healthy" looks like — and what a genuine problem looks like.
- Treat drift and change as expected, not exceptional, and plan a response before you need it.
Communicate value to the audience in front of you
Apply what you practised in the stakeholder presentation to make work land:
- Tailor depth, language, and framing to the specific stakeholder in the room.
- Lead with impact and risk; keep technical detail available but not front-loaded.
- Use explanations and artefacts (SHAP / LIME examples, monitoring snapshots, runbooks) that a listener can take away and reuse. This approach helps move work from "we built something" toward "we operate something that stakeholders trust and understand."
Action item: Share how you will apply new skills to your role.
Think about a live system, process, or decision in your role that could benefit from stronger monitoring and clearer communication:
- What are the two or three signals you would monitor first — and why those?
- Which stakeholder is currently under-served by how the system's behaviour is communicated?
- What would a decommissioning or graceful shutdown plan look like if the system were retired tomorrow?
Don't know where to start?
Think about areas in your organisation where:
- A live service or process has no clear owner watching it for drift or degradation.
- Stakeholders currently only hear about a system when it breaks.
- End-of-life plans and handover documentation are missing or out of date.
In progress