Marcel Headlam

Library/Work & career

Your Job Won't Vanish. Three of Its Tasks Will.

By Marcel Headlam·3 min read

I'd stop asking whether AI will take your job, and ask which of your tasks AI will take instead. That question has an answer you can find before Friday.

On the train, the headline says your job is going, but at work your job is still there.

Both are true. Your role stays, with your name on it, while a few of the things you used to spend Tuesday on quietly stop being yours.

One morning the report you used to write arrives already drafted, and nobody sent a memo.

If AI is that good, why is my job still here?

Because the forecasts were counting the wrong thing. Sinéad Bovell is a futurist, someone who studies where things are heading. She talks about AI and work, and she has set out what the predictions got wrong. The reasoning here is hers.

Routine jobs were supposed to go first, and go whole. What's moving instead is the tasks inside roles, like the drafting, the first round of research, and the summarising.

So where are the mass layoffs? Mostly, what shows up is slower hiring, where a team that needed five people for the drafting now needs three, plus an AI tool.

And the work that goes first is what juniors used to do, because seniors who have AI now take it on themselves.

Her longer view is calmer, and she says general-purpose technologies become infrastructure. In plain words, a tool used for almost everything ends up as part of the background. Electricity stopped being a disruption and became the thing everything runs on, and jobs were reorganised around it.

AI's heading the same way. None of that makes the rearranging painless, but you can plan for it.

How do I find out which of my tasks are moving?

Half an hour does it, once a year or whenever your week changes shape.

Write down what you actually do, in fifteen to twenty lines. For example, "Write the weekly client update." "Check the supplier invoices."

"Talk the new starter through the system." "Decide which of the four leads to chase."

Each line should be clear enough to hand to someone else. When the list is done, give the list to the AI.

Prompt
Here are the tasks that make up my job. [list] For each one, tell me whether it's the kind of task AI already does well, does partly, or can't really do, and why. Then tell me which three are most likely to shift away from me in the next couple of years. Don't tell me what to feel about it. I'll decide that.

Expect the AI to be roughly right overall but wrong on the details, because the AI has never set foot in your workplace. So correct it, with something like "The invoices are already automated."

Or you might say "Nobody's handing the client update to a tool while the client is this nervous." Only you could have written those.

Which ones should I keep?

Mark the tasks you'd fight for, by which I mean the tasks you don't want AI to do. That's a different list from the ones AI can't do. It might be the conversation with the new starter, or the call on which lead matters.

Those tasks are the job, for you, and picking them is nobody's call but yours. Protect them.

As for the three that are shifting, let them go on purpose.

Learn the tool and hand those tasks over cleanly. Then move the time to the tasks you marked, before someone else rearranges your week.

I'm early in my career. Does this work for me?

The tasks moving away may be the ones you'd have learned from, and if so, tell whoever manages you. Bovell is naming a real problem, and the people fixing it are the ones who noticed.

What if most of my list lands in the "does well" column?

Then the calm version of this story is less comforting, because some jobs are made mostly of tasks that are moving. If twelve of your fifteen lines land in that column, start moving your time now.

Hold every forecast loosely, Bovell's included. She has said herself that predictions about AI and work have a poor record, hers among them, and anyone confident about the next five years is guessing.

Your own week is the one piece of evidence you can check. I'd write the list before you read another headline.

If a tool took everything on your list but one task, which one would you want it to leave you?


Credit to Sinéad Bovell for four ideas here. They are "tasks within roles shift, not whole jobs", the point about slower hiring, the point about juniors' work and "general-purpose technologies become infrastructure". They come from "What We're Getting Wrong About AI and Jobs" (September 2025).

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