This paper maps 20 years of survey research on performance measurement (PM) practices in public sector organizations. Cumulative findings from the discipline of accounting enhance the understanding of public sector PM and its antecedents and effects. Four maps are presented that visualize the relationships among key variables from prior research in four empirical settings: government, health, education, and other domains. Furthermore, this review distinguishes between individual-level and organization-level effects of PM, and includes reflections on the appreciation of PM by public sector employees. The findings highlight that PM use and attributes such as fairness, subjectivity, and clarity significantly impact the outcomes yielded by PM systems. This paper contributes by synthesizing prior research on public sector PM and by identifying research gaps, areas of debate, and avenues for future research.