The COVID-19 pandemic underscored the importance of trust in science for compliance with policies and shifts in social norms. But are these reasonable burdens to have placed on trust in science? This think piece by Justin Sulik argues we need to develop better models of social influence that map perceptions of science and embed in the cultural and cognitive processes of belief formation.