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...

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....

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...

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...

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...