Water quantity and quality objective functions are conflicting, not sequential.
Step-by-step procedure cannot achieve reasonable solutions for all the objectives.
A balanced calibration was performed by multi-objective optimization.
Water quality simulation improved by a small expense in runoff simulation accuracy.