The jobs that were never created

Public debate about AI and employment counts the jobs that are lost. The larger effect may be invisible: the jobs that would normally have been created and never were. A company grows, its revenue rises, and in the past it would have hired. Now the extra work goes through software, and the positions never open.

Why nobody notices

A layoff is an event. People see it, report it, react to it. A job that was never created leaves no trace. No one is dismissed, no announcement is made. The company simply grows without hiring, and the people who would have filled those roles, often young people looking for a first job, find fewer doors open.

The first place it shows is the entry level. Experienced staff are kept because their judgment is needed. Junior positions, the ones whose tasks AI does well, are the ones that quietly stop being advertised.

Why it matters to an employer

For a single company, not hiring looks like pure savings. Repeated across a whole economy, it means fewer people getting the first job where they learn to work, and in a few years a shortage of experienced professionals that every employer will feel. It also means customers with less income, and a society that tolerates the technology less.

What a company can do

Look at your own numbers: how many people did you hire at entry level three years ago, and how many this year, relative to your growth? If the curve has bent, decide whether that is a choice you are making or something that is simply happening.

Keep some entry positions on purpose, redesigned around reviewing and improving what the systems produce. They are your future senior staff.

Take part in training. Internships, school partnerships and apprenticeships cost little and keep the path into your profession open.

AI will change who gets hired. Whether a generation gets a first job is still a decision employers make, one vacancy at a time.

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