While characteristics of quantitative accounting data have received substantial attention in the academic literature, much less is known about the accompanying text. We document marked trends in 10-K disclosure over the period 1996-2013, with increases in length, boilerplate, stickiness, and redundancy and decreases in specificity, readability, and the relative amount of hard information. We use Latent Dirichlet Allocation (LDA) to examine specific topics and find that new FASB and SEC requirements explain most of the increase in length and that 3 of the 150 topics-fair value, internal controls, and risk factor disclosures-account for virtually all of the increase. These three disclosures also play a major role in explaining the trends in the remaining textual characteristics. Our results are potentially relevant to regulators in understanding trends in, and topical sources of textual characteristics amid concerns about increasingly onerous accounting disclosures.

We examine annual report text for over 15,000 non-US companies from 42 countries over the period 1998-2011, focusing on the length of disclosure, presence of boilerplate, comparability with US and non-US firms, and complexity. We find that textual attributes are predictably associated with regulation and incentives for more transparent disclosure and are correlated with economic outcomes such as liquidity, institutional ownership, and analyst following. Using mandatory IFRS adoption as an exogenous shock, annual report disclosure improved in the sense that quantity of disclosure increased, boilerplate was reduced, and comparability increased relative to both US and non-US firms. Firms with the greatest improvements in financial reporting experienced the greatest improvements in economic outcomes around IFRS adoption.

We examine annual report text for over 15,000 non-US companies from 42 countries over the period 1998-2011, focusing on the length of disclosure, presence of boilerplate, comparability with US and non-US firms, and complexity. We find that textual attributes are predictably associated with regulation and incentives for more transparent disclosure and are correlated with economic outcomes such as liquidity, institutional ownership, and analyst following. Using mandatory IFRS adoption as an exogenous shock, annual report disclosure improved in the sense that quantity of disclosure increased, boilerplate was reduced, and comparability increased relative to both US and non-US firms. Firms with the greatest improvements in financial reporting experienced the greatest improvements in economic outcomes around IFRS adoption.

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This paper provides evidence on the determinants and economic outcomes of updates of accounting systems (AS) over a 24-year timespan in a large sample of U.S. hospitals. We provide evidence that hospitals update their AS in response to three types of pressures: economic pressures, such as increases in the quality of accounting information driven by vendor rollouts of improved AS; coercive pressures imposed by regulators mandating certain practices, such as internal control practices imposed by Sarbanes–Oxley Section 404; and mimetic pressures for hospitals to conform their AS to those of their peers, such as local county and prominent “celebrity” peers. We find that only economically driven updates lead to economic benefits in the form of lower operating expenses and higher revenues. In contrast, we find some evidence that AS updates prompted by coercive regulatory pressures actually impose economic costs in the form of higher operating expenses. This paper was accepted by Suraj Srinivasan, accounting.