Fuzzy models were developed for analysing ecological water quality (EWQ). Determination of relevant input variables and use of expert knowledge are key strengths. Land use in the Guayas basin had a dominant effect on the EWQ expressed as BMWP/Col. Multivariate effects were considered via sensitivity analyses. Fuzzy logic models can support spatial planning and water policy development.