“…Second, we contribute to the literature on insurer loss reserve errors. While the majority of extant literature examines reserve manipulation in the context of earnings management (e.g., Petroni, ; Anthony and Petroni, ; Beaver, McNichols, and Nelson, ; Eckles and Halek, ; Grace and Leverty, ), we utilize the volatility of loss reserve errors as a measure of accruals quality (e.g., Eckles, Halek, and Zhang, ). A number of prior studies, such as Gaver and Paterson () and Grace and Leverty (), have examined the role of financial performance in reserve management.…”