The Forgotten Human Economy Around Technological Transition
Suppose the pessimists are partly right.
Artificial intelligence eliminates a meaningful number of jobs.
Not someday in a distant science-fiction future.
Real people. Real mortgages. Real families. Real careers.
What happens next?
The Territory Between Two Certainties
The usual AI debate tends to jump immediately to one of two conclusions.
The optimistic response says:
“Technology always creates new jobs.”
The pessimistic response says:
“This time there will be no jobs.”
Perhaps we should spend more time examining the enormous territory between those statements.
Because even if AI produces significant displacement, displaced people do not simply disappear.
They require transition.
The Work of Helping People Move
Some will need retraining. Some will need career guidance. Some will need financial support. Some will need help identifying where their existing skills remain valuable.
Some will start businesses. Some will move into occupations that don't currently exist. Some will struggle. Some may require substantial social support.
And somebody has to build and operate the systems that make those transitions possible.
Imagine millions of workers requiring reskilling.
- Who teaches them?
- Who develops the curricula?
- Who assesses which existing skills transfer?
- Who connects workers with employers?
- Who identifies regions experiencing severe displacement?
- Who administers transition programmes?
- Who evaluates whether those programmes work?
- Who supports older workers struggling with an unfamiliar labour market?
- Who manages the technology platforms coordinating all of this?
These are not trivial questions.
They represent economic activity.
The Administration of a More Automated Economy
Now take the argument further.
Suppose some form of Universal Basic Income eventually becomes politically necessary or desirable.
It is tempting to imagine:
AI replaces jobs → government sends everybody money → finished.
Real administrative systems rarely work like that.
Even a highly automated income-support infrastructure would require policy design, payment systems, cybersecurity, identity management, auditing, fraud investigation, dispute resolution, economic monitoring and oversight.
If additional targeted benefits continued alongside UBI, administration could become more complicated still.
Human Transition Is More Than Financial
And beyond bureaucracy lies something technology cannot automatically erase:
human transition itself.
A person who has spent thirty years identifying themselves through a profession does not necessarily become fulfilled because an automated payment arrives every month.
People need purpose. Community. Status. Challenge. Contribution. Social connection.
The transition from an employment-centred society to something substantially more automated, if it happens, would therefore be not merely an economic transition.
It would be psychological, cultural and social.
That creates its own enormous set of human needs.
Do Not Trivialise Displacement
None of this should be used to trivialise displacement.
Saying “new transition jobs will exist” is not an adequate response to somebody who has just lost their livelihood.
The point is different.
When forecasting AI employment, we cannot model humans as though workers removed from one spreadsheet simply vanish from society.
Their needs become part of the next economy.
Previous Transformations Created Transition Economies
This happened during previous transformations.
Industrialisation did not merely replace certain forms of labour. It eventually transformed education, transport, cities, regulation, welfare, management and professional training.
The internet didn't merely eliminate some intermediaries. It created an enormous digital economy surrounding the new environment.
AI may generate its own transition economy:
- Career conversion
- Adult education
- AI literacy
- Human-AI workflow training
- Entrepreneurship support
- Social protection
- Community programmes
- New regulatory institutions
- Possibly entirely new ways of distributing productivity
What We Can and Cannot Predict
Will these employ everyone displaced by AI?
We don't know.
And pretending otherwise, optimistically or pessimistically, would be speculation.
But there is an important difference between saying:
“AI may eliminate particular jobs.”
and:
“Therefore those humans will have nothing economically or socially useful to do.”
The first is already happening in limited contexts.
The second is an enormous prediction about the organisation of future civilisation.
We should not confuse them.
Making Abundance Serve Human Flourishing
If artificial intelligence changes work profoundly, humanity will have another problem to solve:
How do we make technological abundance translate into human flourishing rather than human exclusion?
That may become one of the defining policy questions of this century.
And solving it will itself require human work.
Read the series introduction: The Asymmetric Technology Ledger →