CONCEPT
Artificial Stupidity (Ma)
Hao Ma's 2024 category for AI deployments that replace human judgment rather than augmenting it — producing outcomes that harm both the organization and the populations it serves.
Artificial Stupidity is Hao Ma's 2024 term, published in
Long Range Planning, for a specific category of AI deployment failure: systems that replace human judgment rather than augmenting it, producing outcomes that harm both the organization and the populations the organization serves. Ma identifies two types —
replacement, in which human sensitivity and contextual judgment are eliminated rather than enhanced, and
enslavement, in which human users are dehumanized and alienated by the systems they operate. Both map onto
Cipolla's
stupid quadrant with precision that confirms the framework's applicability to a technology its author never encountered.
In The You On AI Field Guide
Ma's analysis grew from empirical work on AI adoption in organizations, where he observed a consistent pattern: deployments initially framed as augmentation drifted toward replacement as operators discovered cost savings from eliminating human judgment. The drift followed predictable incentive structures — quarterly reporting rewards visible cost reduction, while the costs of lost judgment manifest slowly and are hard to