A Job Is One Thing, Work Another: What Remains When Machines Master Tasks?

In Finland, 2,000 unemployed people received 560 euros a month unconditionally for two years (2017–2018). Was the money enough? The results, announced in 2020, were more precise than the slogans: a slight effect on days worked, and recipients reported greater life satisfaction and less strain, depression and sadness, though the researchers cautioned against attributing the improvement to the income alone.

What do machines actually touch?

Popular talk confuses a "job" with a "task". Tyna Eloundou and colleagues measured this in 2023 across tasks of American occupations: at least 10% of the tasks of about 80% of workers could be affected by large language models, and half or more of the tasks of about 19%. But the authors state that they make no predictions about the timeline of development or adoption, and that the figures describe potential exposure, not jobs lost. An occupation is a bundle of tasks; a machine may take over some, leave others, and create tasks that did not exist.

What work gives besides a wage

When work disappears, what it gave beyond money becomes visible. In a meta-analysis of 237 cross-sectional and 87 longitudinal studies, Karsten Paul and Klaus Moser found that unemployed people suffer more psychological distress than employed people (effect size 0.51), with about 34% of the unemployed having psychological problems against 16% of the employed. The longitudinal evidence leans toward unemployment being a cause, not a mere correlate, and the effect is stronger in countries that protect the unemployed less.

Unemployment, however, bundles many things: lost income, lost daily routine, lost belonging and standing. So the harm cannot be assigned to "absence of meaning" alone, nor can we say that money alone cures it.

What did the unconditional-income experiments say?

In Finland, recipients worked six more days than the control group (averaging 78 days) in the monitoring period from November 2017 to October 2018, while no group-level effect appeared in the first phase; interpretation is complicated by the activation model introduced in 2018. In the American trial (Vivalt and colleagues), 1,000 low-income participants received $1,000 a month for three years, against a control group of 2,000 who received $50. Labour-market participation fell by 4.2 percentage points, working hours fell by one to two hours a week, and their partners' hours fell by a comparable amount.

Two readings are possible: some see people cutting back on work when they are provided for; others see in an hour or two time for family, study and finding better work. What can safely be said is that both samples were low-income and for limited periods, so they cannot be generalised to a society in which machines take over many tasks. The American trial is set out more fully in the article "When Pay Parts from Output: What Does the Evidence Say About Automation?".

Work in the balance of values

In the authentic hadith: "No one has ever eaten better food than that which he eats from the work of his own hand, and the Prophet of God, David, peace be upon him, used to eat from the work of his own hand" (narrated by al-Bukhari, 2072, and graded sahih by al-Albani). Work has a worth beyond wages: the dignity of earning, the effort expended, the benefit to others. By this measure meaning is not confined to a paid job; care, volunteering, teaching and charity are works that serve society even if the market does not price them.

What is to be done

• For institutions and policy: continuous training, pathways between occupations, and safety nets that preserve dignity during transition.
• For individuals: review your tasks, not your job title, and invest in skills of learning, judgement and communication.
• For society: recognise unpaid contribution, and do not measure a person's worth by what he earns.

Researchers have no agreement on how much machines will take over or how quickly; so we do not wait for a final answer, but build what would help in any of the possibilities, taking the means while relying on God.