We systematically review studies of how unemployment benefits affect unemployment duration. Statistically significant findings are eight times more likely to be published. Correcting for publication bias cuts the average elasticity by a third. Meta-analysis is a data-driven way to aggregate estimates across policy contexts and generalize sufficient statistics methods to compute the global optimal policy. Although existing consumption drop-based approaches typically imply an optimal replacement rate near zero, our corrected estimates imply an optimal replacement rate of 28% in the US. We are unable to reject the hypothesis that the “micro” elasticity is equal to the “macro” elasticity.

More on this topic

BFI Working Paper·May 28, 2026

Explaining the Historical Rise and Recent Decline in Social Security Disability Insurance Enrollment

Manasi Deshpande, Maxwell Kellogg, Magne Mogstad, and Kuan-Ju Tseng
Topics: Employment & Wages
BFI Working Paper·Apr 29, 2026

Intermediate Input Prices and the Labor Share

Juanma Castro-Vincenzi and Benny Kleinman
Topics: Employment & Wages
BFI Working Paper·Mar 20, 2026

Physician Competition: Entry and Substitution

Joshua Gottlieb and Sean Nicholson
Topics: Employment & Wages, Health care