Using a sample that post-dates important regulatory changes in Europe, we show that a buy recommendation from an analyst on a “consensus sell” stock is, on average, sufficient to cause the stock to start to rise in value. Similarly, a sell recommendation on a “consensus buy” stock can...

I provide evidence that investors systematically overweight analyst forecasts by demonstrating that prices do not fully reflect the predictable component of analyst forecast errors. This evidence conflicts with conclusions in prior research relying on traditional approaches to predicting analyst...

Prior studies show that investor learning about earnings-based return predictors from academic research erodes return predictability. However, the signaling power of “bottom-line” earnings has declined over time, which complicates assessments of investor learning about profitability signals...

Fundamental analysis involves the use of accounting data to predict future stock returns, future stock prices, or both. One aspect of such research is whether accounting information can be used to generate profitable portfolio strategies. Central to this style of fundamental analysis, is the...

This paper reviews research that uses big data and/or machine learning methods to provide insight relevant for equity valuation. Given the huge volume of research in this area, the review focuses on studies that either use or inform on accounting variables. The article concludes by providing...

This paper investigates whether fundamental accounting information is appropriately priced in the options market. We find that fundamental accounting signals exhibit incremental predictive power with respect to future option returns above and beyond what is captured by implied and historical...

We posit that a change in analyst interest in a firm is an early indicator of the firm's future fundamentals, capital market activities, and stock returns. We measure increases in analyst interest by observing analysts who do not cover a firm but participate in that firm's earnings conference...

We posit that a change in analyst interest in a firm is an early indicator of the firm's future fundamentals, capital market activities, and stock returns. We measure increases in analyst interest by observing analysts who do not cover a firm but participate in that firm's earnings conference...

We examine the information transmission role of stock recommendation revisions by sell-side security analysts. Revisions are associated with economically insignificant mean price reactions and often piggyback on recent news, events, long-term momentum, and short-run contrarian return predictors,...

Using a dataset constructed from the EDGAR database, this study investigates whether the timing of filing 10-Ks contains useful information to investors. We argue and find that firms with better earnings news are more likely to file their 10-Ks early. We further show that firms experience...