The AI Bubble Has a Data Science Escape Hatch

The current generative AI boom shows signs of a deflating bubble, with massive infrastructure spending far outpacing enterprise revenue and productivity gains. As this hype recedes, foundational data science skills are becoming increasingly scarce and valuable. The article proposes an "Anti-Hype Stack" of five skills—causal inference, experimental design, Bayesian reasoning, domain modeling, and statistical process control—that resist automation. These skills are critical for driving real business outcomes because they focus on understanding causation and uncertainty, which are areas where current AI models fall short.