Abstract The aggregation of many independent estimates can outperform the most accurate individual judgment. This centenarian finding, popularly known as the ‘wisdom of crowds’, has been applied to problems ranging from the diagnosis of cancer to financial forecasting. It is widely believed that social influence undermines collective wisdom by reducing the diversity of opinions within