On the complexity of model complexity: Viewpoints across the geosciences

•Response to our questionnaire was overwhelming with >600 complete responses.•No difference in perception of model complexity was found between disciplines.•Definitions and perceptions of model complexity were very heterogeneous.•Model complexity is clearly a topic that resonates within the geoscience community.•So: be explicit about your assumptions and clear about the approach you take and why.