Carl Benedikt Frey

Carl Benedikt Frey is the economist who will not let you skip to the happy ending. In 2013, a working paper he co-authored with Michael Osborne produced a single number—forty-seven percent of U.S. jobs at high risk of computerization—that escaped its authors and became the headline statistic of an entire cultural anxiety. The number was careful and the world was not: it estimated technical susceptibility, not inevitability, and Frey has spent the decade since correcting the misreading while watching large language models push automation into the white-collar precincts his framework had already flagged. His central contribution is a distinction the AI debate routinely ignores: some technologies replace workers, eliminating labor entirely as the lamplighter was eliminated by electric light; others enable workers, multiplying what each hour of labor can accomplish. Whether AI enables or replaces is not a fixed property of the systems—it depends on choices about power, deployment, and institutional design that are being made right