Where tomorrow's seniors will come from

Your finance director was once a junior analyst who spent years building spreadsheets and checking figures. Your best project manager started by taking minutes and chasing suppliers. That junior work was boring, but it was how they learned what normal looks like, so they could later recognise what is wrong. AI is now very good at junior work.

The hidden cost of automating the bottom rung

Automating entry-level tasks saves money this year. Nothing seems lost: the work is done, often better. The cost appears five or ten years later, when the company looks for experienced people and finds that nobody was trained. Senior judgment is not hired ready-made. It is grown, through years of exposure to real cases.

A company that removes all junior work without replacing the learning it provided is spending its future senior staff to save on present costs.

Rebuilding the path on purpose

The answer is not to keep juniors doing work a machine does better. It is to design the learning that used to happen as a side effect.

Let juniors review what the system produces, with a senior checking their review. Spotting the errors in a machine's draft teaches judgment faster than producing the draft.

Rotate them through the processes, so they see how the whole flow works, not one task.

Give them the exceptions the system cannot handle, the unusual client, the contested invoice, under supervision. That is where judgment is learned.

Make experienced people explain their decisions. When a senior overrides the system, a junior should hear why.

A question for every automation project

When you automate a task that juniors used to do, ask one more question: where will the next generation learn what this task taught? If there is no answer, add one before you go live. It costs little now and a great deal later.

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