We examine gender usage in a sample of 89,195 annual reports filed with the SEC during 1996-2013. We find that, after adjusting for other effects, annual reports by younger firms use proportionally more female-linked words than documents created by older, more mature companies. This finding...

A commonly-used platform to assess the tone of business documents in the extant accounting and finance literature is Diction. We argue that Diction is inappropriate for gauging the tone of financial disclosures. About 83% of the Diction optimistic words and 70% of the Diction pessimistic words...

Measuring the extent to which a firm is financially constrained is critical in assessing capital structure. Extant measures of financial constraints focus on macro firm characteristics such as age and size – variables highly correlated with other firm attributes. We parse 10-K disclosures...

Over the past decade, corporate scandals have proliferated. These scandals along with the emergence of the #MeToo movement and Environmental, Social, and Corporate Governance (ESG) mandates, have increased the scrutiny of corporations’ ethics culture. How have companies responded in terms of...

We study the profitability of a strategy based on the earnings surprises. First, we attempt to identify variables, in addition to earnings surprise, that will improve our ability to predict post-earnings announcement returns. Second, we test a strategy based on the SUE effect using a...

Do investors quickly and rationally react to the content of oil-related news articles revealing supply and demand information? Our paper creates a novel keyword list of 130 oil-related words and modifiers that enable investors/researchers to measure the information content of oil stories. We...

Defining and measuring readability in the context of financial disclosures becomes important with the increasing use of textual analysis and the SEC's plain English initiative. We propose defining readability as the effective communication of valuation relevant information. The Fog Index — the...

Form S-1 is the first SEC filing in the initial public offering (IPO) process. The tone of the S-1, in terms of its definitiveness in characterizing the firm's business strategy and operations, should affect investors' ability to value the IPO. We find that IPOs with high levels of uncertain...