Data scarcity is a big challenge in environmental modelling. Rhino poaching is modelled with a Bayesian network and expert knowledge. The causal expert model is explained at the hand of subgroups and nodes. Case-based evaluation is performed to test different scenarios. The expert model is used as a reasoning tool for decision making.