CONCEPT
The Plutocratic Bias
The structural correlation between distributional position and technological optimism — the observation that the most enthusiastic voices in any technological transition are disproportionately the voices of those who stand to gain most, and the consequences for how AI policy is shaped.
The plutocratic bias is not a matter of dishonesty but a matter of position. Where you stand in the distribution shapes what you see; what you see shapes what you believe; what you believe shapes what you advocate. The populations dominating the AI discourse — builders, founders, investors, technology executives, venture capitalists, commentators with financial exposure to AI firms — are disproportionately located at the trunk of the AI elephant. Their experience of the technology is genuine; their productivity gains are real; their enthusiasm is grounded in demonstrable outcomes. The question distributional analysis poses is not whether the experience is genuine but whether it is generalizable. The evidence from every previous technological transition suggests it is not.
In The You On AI Field Guide
The mechanism is familiar from behavioral economics: the anecdotal generalization. Stories of a developer in Lagos who built a successful product with AI tools, an engineer in