Data collected by citizen science initiatives, museums and national parks is an important basis for research on biodiversity change. However, scientists found that sampling sites are oftentimes not representative, which may lead to false conclusions about how biodiversity changes. Their research calls for more objective site selection and better training for citizen scientists to prevent a site-selection bias.