We examine whether managerial sentiment is associated with errors in accrual estimates. Using public banks we find (1) managerial sentiment is negatively associated with loan loss provision estimates, (2) future charge-offs per dollar of provision are positively associated with sentiment when the provision is estimated, and (3) the effects of sentiment are greater for firms with more uncertain charge-offs. Results are similar for private banks, suggesting accrual manipulation related to capital market incentives is unlikely to explain the results. Although economic fundamentals explain most of the variation in the provision, we find sentiment has an incremental and economically meaningful effect.

We propose a new measure of readability, the Bog Index, which captures the plain English attributes of disclosure (e.g., active voice, fewer hidden verbs, etc.). We validate this measure using a series of controlled experiments and an archival-based regulatory intervention to prospectus filing readability. We also demonstrate the importance of understanding the underlying drivers of quantity-based measures of readability. In particular, we caution researchers that a vast amount of the variation in Form 10-K file size over time is driven by the inclusion of content unrelated to the underlying text in the 10-K (e.g., HTML, XML, PDFs).