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In the current study, we address the research question on what factors predicts variation in peer assessment reliability and validity by analyzing the data collected from a web-based peer assessment platform used in 374 courses across 88 different institutions, involving a total of 19,722 students. Different levels of factors are examined in the study, including factors at the institution-level, course-level, assignment-level, and rubric-level. We used structural equation modeling approach to examine the relations between those factors and reliability/validity of peer assessment.