Scientific communities that chase the most successful researchers actually slow down the discovery of better ideas.
Social learning in science creates a powerful illusion of understanding that traps researchers in narrow paths. Most people believe that following the methods of the most successful scientists is the most efficient way to progress. Prioritizing success results in a decrease in exploration and keeps superior explanations hidden. When everyone copies the winning strategy, the entire field stops looking for better alternatives. Real breakthroughs require a level of diversity and failure that modern success-driven metrics often discourage.
Nothing Deceives Like Success: Social Learning and the Illusion of Understanding in Science
arXiv · 2604.27188
Success-driven social learning, in which individuals preferentially adopt the ideas and methods that appear most successful, is a foundational principle of collective behavior across systems ranging from ant colonies to scientific communities. But science is a particular kind of collective search -- one in which the quality of an explanation is itself difficult to assess. Is success bias adaptive in this setting? In agent-based simulations of collective theory building, we find that it is not. S