Project learning

Putting project-management learning to work

During an AI development project, we started discussing pilot controls before the overall plan felt clear. I asked to step back. First, work through the objectives. Then describe the ideal workflow and consider what we could reuse to build it.

There were useful pieces of work already available, but we needed to understand where they fitted. Starting with the outcome gave us a better basis for that discussion.

I'm studying project management alongside my personal technical projects. Decisions like this give the concepts a practical use.

Put the objective before the available pieces

A project can have plenty of activity while basic questions remain open. What outcome are we working towards? What belongs in the first version? Which decisions need to happen before the next step?

Asking for an objectives-first plan gave this work a clearer order. Define what the project needs to accomplish, describe a workflow that serves that purpose, then evaluate the existing pieces against it.

Reuse still matters. So does the work already done. Starting with the objective helps us decide where that work belongs, rather than building the plan around whatever happens to be available.

Make the pilot useful to evaluate

The next question is how much to attempt at once. A pilot needs enough of the workflow to show whether the approach fits the objective. Keeping it small helps only if we can learn something meaningful from it.

Scope, dependencies and acceptance then become practical questions. What must this version include? What does it rely on? What would we need to see before deciding to continue?

These are concepts I'm still exploring through the work. Putting the answers into a plan gives us something to discuss before implementation fills the gaps with assumptions.

Recognise when to step back

Pausing the pilot gave us room to revisit the plan. It didn't resolve every technical question, but it brought the discussion back to whether the proposed work fitted the objective.

That's a useful connection between studying project management and having real work to organise. In this case, applying the learning meant getting clearer about the outcome before building more of the solution.