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Measurement error, fixed effects, and false positives in accounting research
Data visualization in 10-K filings
The Securities and Exchange Commission encourages the presentation of information or data in graphical form to improve users' ability to understand financial disclosures. We find a dramatic increase in the disclosure of both qualitative and quantitative infographics in 10-K filings over time and substantial cross-sectional variation in firms' choices regarding image types, data content, and the placement of infographics within 10-Ks. We provide evidence on factors associated with firms’ use of infographics and explore the persistence with which they are disclosed over time. Finally, we investigate the relation between the use of infographics and uncertainty in capital markets.
Corporate Political Activism and Information Transfers
Prior research suggests that (1) politically active firms have an information advantage over firms that do not engage in the political process but also that (2) politically active firms are more likely to disclose policy-related information. We examine whether there are externalities associated with the processing of political information by politically active firms. We study this question in the setting of intraindustry information transfers around earnings announcements. Measuring firms’ political activism using campaign contributions, we find stronger intraindustry information transfers from politically active firms to their industry peers. These information transfers are stronger when there is more discussion during conference calls of political topics that have industry- or market-wide implications. Similarly, these information transfers are also stronger when there is greater political uncertainty. Our paper highlights an important information externality related to politically active firms’ disclosures and improves our understanding of how politically active firms affect their industries’ information environment. Data Availability: The data used in this study are publicly available from the sources cited in the text.