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...

In this study, we use cross-sectional regressions to estimate the value of the debt-tax shield. Recognizing that debt is correlated with the value of operations along nontax dimensions, we estimate reverse regressions in which we regress future profitability on firm value and debt rather than...

This monograph provides a thorough review of earnings quality issues and analysis. Its primary objectives are to help gain a deep understanding of earnings quality and facilitate the development of comprehensive, granular, and contextual earnings quality indicators and analyses. While there are...

The DuPont decomposition of profitability into profit margin and asset turnover has been applied extensively to forecast future profits. This paper provides a complementary analysis under which the DuPont decomposition also informs about the risk that profits may differ from expectation. In the...

We examine changes in banks' market-to-book ratios over the last decade, focusing on the dramatic and persistent declines witnessed during the financial crisis. The extent of the decline and its persistence cannot be explained by the delayed recognition of losses. Rather, it is declines in the...

Accounting Standard Codification (ASC) Topic 842, which is effective since 2019, requires balance sheet recognition of operating lease obligations and right-of-use (ROU) assets. For many firms, the implementation of this standard resulted in a large increase in reported operating assets, thus...

We investigate the role of mandatory financial disclosure in the takeover market for privately held U.S. banks. Public financial information plays a critical role in the takeover market as acquirers rely on it to identify potential targets and conduct preliminary due diligence. Using a...

The starting point for estimating firm-specific steady-state growth, which is a critical assumption in implementing fundamental valuation, is the expected long-term growth rate of the economy in which the company operates. This study provides evidence that supports using the risk-free long-term...

We examine changes in the market valuation of banking activities over the last decade, focusing on the effects of the financial crisis. Our valuation model recognizes that banks create value through the types of assets and liabilities that they create and the various types of risk they undertake...