The Short Version
The 10,000-hour rule does not reliably predict expertise. Meta-analyses show deliberate practice explains only 18–26% of skill variance across domains. Individual variation is enormous — chess masters have achieved mastery in as few as 3,016 hours while others never reached it after 25,000+. The "rule" is a popularized oversimplification of one violinist study's average, and its originator, K. Anders Ericsson, distanced himself from this framing. Genetics, instruction quality, and learning rates matter significantly.