Gradual

Taxes that remove fiscal advantages for automation or directly levy AI and robotic deployment.

Public investment in sectors delivering public value and supporting employment

Fiscal incentives for employers who invest in retraining or hire displaced workers.

Temporary income supplements to displaced workers who accept reemployment at lower pay.

Reduced working hours to distribute work more evenly and convert productivity gains into leisure.

Standardized AI exposure measurement directing workforce funding where displacement data indicates greatest need.

Expanded pathways for displaced workers to start businesses or become self-employed.

Continuous learning systems replacing traditional front-loaded education.

Expanded technical education and apprenticeships for skilled trades resilient to automation.