Significance Contact tracing constitutes the backbone of nonpharmaceutical public interventions against COVID-19, as it did with previous pandemics. Experts argue that its importance rises again vaccination rates increase and spread COVID-19 slows, which makes individual cases possible. However, because randomized experiments on contact are infeasible, causal evidence about effectiveness is mis...