Multiple sources and types of uncertainty found in composite indicators. Existing treatment focuses mainly on sensitivity and uncertainty analyses. Deep uncertainty and lack of transparency impedes review and iterative development. We recommend systems modelling and systematic engagement to overcome uncertainty. We provide a framework for analysing uncertainty in composite indicators.