A rapid, significant (e.g., 5%) spike in unemployment over a short period (e.g., 6 months) due to AI would trigger an immediate and massive political and economic response. This would be comparable in speed and scale to the multi-trillion dollar stimulus packages passed during the COVID-19 pandemic.

AI is more than a tool for modernizing government services. It's a disruptive force that changes society's needs, compelling government to ask if its existing programs are even the right ones. For instance, is unemployment insurance the correct response to permanent, AI-driven job displacement?

Whether AI leads to a catastrophic 40% unemployment rate or a desirable three-day workweek is fundamentally the same in terms of total hours worked. The outcome depends entirely on policy and wealth distribution choices, such as creating more public holidays or an 'AI dividend,' rather than the technology's inherent effect.

The confident belief that AI's impact on jobs will "just work out" is dangerously naive. A more responsible approach, advocated by groups like Windfall Trust, is to use scenario planning. Just as governments plan for pandemics or cyber attacks despite their uncertainty, we must plan for worst-case economic outcomes from AI.

Assuming AI's productivity gains create an economic safety net for displaced workers, the true challenge becomes existential. The most difficult problem to solve is how society helps individuals derive meaning and purpose when their traditional roles are automated.

Like the Industrial Revolution, AI will ultimately be a net creator of jobs by enabling new business models. The critical societal risk is the interim period where job losses are immediate, but the creation of new industries lags, potentially leading to social unrest and political backlash.

Rather than causing mass unemployment, AI's productivity gains will lead to shorter work weeks and more leisure time. This shift creates new economic opportunities and jobs in sectors that cater to this expanded free time, like live events and hospitality, thus rebalancing the labor market.

While Universal Basic Income (UBI) might solve the economic fallout from AI-induced job loss, Ariel Poler is more concerned with the resulting existential crisis. For most people, jobs provide identity, structure, and meaning. The challenge isn't just funding people's lives, but finding productive ways for them to spend their free time.

A 40% reduction in work due to AI can be framed as either a catastrophic unemployment crisis or a utopian 3-day workweek. Economist Alex Tabarrok argues the outcome is not determined by the technology itself, but by policy decisions regarding the distribution of work and wealth, such as creating more national holidays.