Reviewing and improving performance measurement systems: An action research

► Our findings have shown the difficulty and complexity in reviewing and updating an existing PMS. ► The difficulty is related to the involvement of users of PMS, the assessment of performance measures, and data availability. ► Complexity is related to changes in information technology to implement the change in procedure for computing the measures.