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...

We review accounting principles related to the reporting of marketing activities and evaluate their implications for marketing research and practice. Based on our review, we argue that current accounting practices contribute significantly to the declining influence of marketing within...

During 2008 and 2009, the insurance industry experienced unprecedented volatility. The large swings in insurers' market valuations, and the significant role that financial reporting played in the uncertainty surrounding insurance companies during that period, highlight the importance of...

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...

This study examines the accuracy of relative valuation methods in the U.S. insurance industry, using price as a proxy for intrinsic value. The approaches differ in terms of the fundamentals used, the adjustments made to the fundamentals, the use of conditioning variables, and the selection of...

Standard valuation methods do not lend themselves to bank holding companies. Banks create value through the types of assets and liabilities they create (e.g., lending and deposit taking relationships). Bank income streams reflect heterogeneous sources of income which differ in their margins of...

Overproduction reduces cost of goods sold by spreading fixed costs over an inflated number of units. An estimate of the overproduction bias helps predict future profitability, and adjusting profitability measures to undo this distortion improves their explanatory power for future profitability....

Over the last thirty years there has been a strong positive trend in the magnitude of amortization charges, due to both economic and accounting changes. This trend has accelerated over the last decade, following the implementation of a revised accounting standard for business combinations....

This study derives and evaluates estimates of the equity risk premium inferred from the stock prices and analysts' earnings forecasts of U.S. insurance companies. During most of the sample period, April 1983 through September 2012, the quarterly median implied equity risk premium (IERP) of U.S....