“…Using automated content analysis, Kothari, Li, and Short (2009) find that the management disclosures in annual reports associated with different aspects of risk (e.g., market, firm, organizational, reputational, performance or regulatory risk) exhibit predictable increases in the cost of equity capital effects for small cap stocks but inconsistent effects for large cap stocks. 5 Grüning (2011) produces an automated disclosure index rating German annual reports along several dimensions (e.g., information about markets, customers, employees, corporate governance, R&D, capital markets and corporate strategy) and shows that the index is negatively related to various information asymmetry proxies, including bid-ask spread.…”