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 paper, we discuss earnings quality and the related concept of earnings management, focusing on the primary financial accounts. For each key line-item from the financial statements, we summarize accounting and economic considerations applicable to that item, discuss implications for...

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...

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...

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...