Bill Gates Calls For Human-Reserved Jobs And AI Tax To Prevent Job Displacement
- Microsoft co-founder Bill Gates warned that artificial intelligence could become "the worst source of injustice" while calling for the establishment of "human-reserved" jobs to protect workers from rapid...
- Artificial intelligence will either serve as the greatest equalizer ever invented or create severe societal divides, according to the essay published by Gates.
- To combat potential upheaval, Gates proposed designating specific occupations as "Human Reserved" jobs where machines should not replace people simply because automation is technically feasible.
Microsoft co-founder Bill Gates warned that artificial intelligence could become “the worst source of injustice” while calling for the establishment of “human-reserved” jobs to protect workers from rapid displacement, according to a 6,000-word memo published on his personal website.
Bill Gates Warns of Injustice and Unprecedented AI Disruption
Artificial intelligence will either serve as the greatest equalizer ever invented or create severe societal divides, according to the essay published by Gates. The Microsoft billionaire argued that disruption from AI will occur at an unprecedented rate compared to previous technological shifts like the personal computer. Because software can spread quickly through existing devices and systems, Gates expects the transition to eliminate many entry- and mid-level roles before workers can adjust to new market realities. Gates views the probability of a net negative outcome from the AI transition as very high. Vulnerable communities and displaced workers face the risk of bearing the financial and social costs, while powerful entities and wealthy nations capture the benefits. Gates urged world leaders to treat protections against these harms as a top priority.
Proposing “Human Reserved” Roles and a Token Tax
To combat potential upheaval, Gates proposed designating specific occupations as “Human Reserved” jobs where machines should not replace people simply because automation is technically feasible. Drawing on personal experience with his late father’s 24/7 dementia care, Gates wrote that caregiving contains an irreplaceably human element that no robot should replicate. Beyond caregiving, Gates questioned whether automation should swallow fields like skilled carpentry or teaching, where human empathy and motivation matter deeply. To enforce this protection, the memo outlines a “token tax” designed to make replacing human workers with AI agents or robots more economically expensive for corporations, providing revenue to support displaced employees.
Government Intervention and Institutional Reform
Governments must intervene immediately rather than allowing the market to self-regulate, according to Gates’ published policy recommendations. The memo lays out three core steps for managing the transition safely: creating specialized national and international institutions to oversee AI deployment, establishing officially protected “Human Reserved” job categories, and reforming tax codes to strip away financial incentives for displacing human labor.

