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We introduce and apply machine transfer learning methods to analyze accounting disclosures. We use the examples of the new BERT language model and sentiment analysis of quarterly earnings disclosures to demonstrate the key transfer learning concepts of: (i) pre-training on generic “Big...
Persistent link: https://www.econbiz.de/10012838824
I study the effect of the implementation of the SEC's EDGAR system on two unique forms of information asymmetry: (1) asymmetry between managers and investors, and (2) asymmetry among different groups of investors. Information asymmetry theory suggests that firms' adoption of the EDGAR system can...
Persistent link: https://www.econbiz.de/10012836854
This paper examines the relation between information differences across investors (i.e., information asymmetry) and the cost of capital, and establishes that with perfect competition information asymmetry makes no difference. Instead, a firm's cost of capital is governed solely by the average...
Persistent link: https://www.econbiz.de/10013126051
We investigate the association between voluntary disclosure and the risk-related discount investors apply to price. First, we study the association between (endogenous) disclosure choice and the discount in price induced by changes in the underlying model parameters: this is akin to an empirical...
Persistent link: https://www.econbiz.de/10013072944
This article offers a survey of theoretical research on disclosure and the cost of capital. We summarize the current state of the literature and discuss the channels through which information affects the cost of capital. After giving an overview of asset pricing theory, we examine the rationale...
Persistent link: https://www.econbiz.de/10013005886
Using the Credit Rating Agency Reform Act of 2006, we examine the credibility of mandatory disclosure by credit rating agencies (CRAs) on managerial learning from stock prices. We find an increase in investment-price sensitivity for firms affected by the Act. Consistent with managers relying...
Persistent link: https://www.econbiz.de/10014239046
This study provides international evidence that external financing dependence creates incentives for firms to undertake a higher level of voluntary accounting disclosure. For a sample of 856 observations from 34 countries and 18 different manufacturing industry sectors, we document that firms in...
Persistent link: https://www.econbiz.de/10014075023
What is the interaction between competition, R&D investments, and the financing choices of R&D-intensive firms? Motivated by existing theories, we hypothesize that as competition increases, R&D-intensive firms will: (1) increase R&D investment relative to assets-in-place that support existing...
Persistent link: https://www.econbiz.de/10012937531
The interaction between product market competition, R&D investment, and the financing choices of R&D-intensive firms on the development of innovative products is only partially understood. To motivate empirical hypotheses about this interaction, we develop a model which predicts that as...
Persistent link: https://www.econbiz.de/10013249274
We examine the impact of the introduction in 1994 (and subsequent amendments) of the statutory-backed continuous disclosure policy (SBCDP) in Australia. Our analysis measures impact by focusing on the investment disclosure propensity, and investment announcement abnormal returns of more...
Persistent link: https://www.econbiz.de/10013030454