20.7% support a minimum income during temporary unemployment
One in five include income protection among effective measures during technological change.
Knowledge Hub
Knowledge becomes useful when it can be found, understood, verified and applied.
The Knowledge Hub brings together research, policy proposals, methodologies and learning from pilots. Every item states its audience, evidence status, version, authorship, funding and recommended use.
Browse by question
How is AI changing work? How do we design a fair pilot? How can job quality be measured? How should institutions respond to questions? What supports professional transition?
Use policy
Materials may be used under the stated licence and attribution requirements. Methods include limitations and context; they should not be treated as universal recipes.
Knowledge becomes useful when it can be found, understood, verified and applied.
33.2% support reskilling when a job changes or disappears
Reskilling is among the most frequently selected measures for technological transition.
35.9% select free training and courses as a protective measure
Free training is the most frequently selected adaptation and protection measure.
22.5% identify misuse or leakage of personal data as a risk
Personal data are among the clearly recognised risks of workplace AI.
36.7% see a risk of professions disappearing
More than a third identify the disappearance of some professions as a risk.
53.2% identify job losses as a risk
Job losses are the most frequently identified risk from AI and new technologies.
48.3% tend not to trust AI decisions related to work
Distrust exceeds trust: 48.3% tend not to trust, 26.9% tend to trust and 24.8% are unsure.
55.7% want unions and professional organisations involved in workplace AI deployment
More than half support active involvement of representative organisations when AI is introduced at work.
70.7% say their employer has not offered AI-skills training
A large share of respondents have not been offered AI training by their employer.
79.7% want the final decision to remain human
Almost eight in ten accept AI recommendations but want the final decision to remain human.
Data & methods
The data & method repository will be filled once real materials pass editorial review and receive a licence. We do not publish materials before verification.