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Intraclass correlations (ICC) are often applied to assess interrater reliability. Pan and Yin (2023) suggested using Theil-index ratios. This study compares their performances using simulation. The results show the Theil-index ratios tend to be close to true ICC values and their estimates, and ICC tend to underestimate the interrater reliability.