AI Labor Shortage & Jevons Modeler
Simulate the tug-of-war between Task Automation, Demand Elasticity (Jevons Paradox), and Frontier Task Invention to project 5-year workforce shortages or redundancies.
5-Year Labor Trajectory: Demand vs Supply
Acemoglu-Restrepo Task Dynamics Breakdown
Economic Foundations: Bezos vs The Luddite Fallacy
How technology historically alters labor markets through task destruction, task enlargement, and newly invented problem spaces.
The Jevons Paradox (1865)
William Stanley Jevons noted that James Watt's efficient steam engine didn't reduce coal consumption; it reduced coal's cost per horsepower so radically that coal consumption skyrocketed across entire industries. In AI, if coding or drafting costs drop 90%, total lines of code or scientific papers demanded may rise 1,000%.
Acemoglu & Restrepo Task Model
MIT economists Daron Acemoglu and Pascual Restrepo established that technological impact on wages and employment is the net sum of:
- Displacement: Automation replacing human labor in existing tasks.
- Productivity: Lower production costs expanding overall market scale.
- Reinstatement: Creation of entirely new complex tasks where humans hold comparative advantage.
The "Infinite Invention" Frontier
Bezos's argument rests on the hypothesis that human desires are non-satiated: as compute automates foundational tasks, humans redirect cognitive capacity to frontier domains (e.g., custom bio-therapeutics, space exploration, nuclear fission engineering, autonomous safety audit) where demand has barely begun.