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Abnormal returns to a fundamental analysis strategy.

The Accounting Review 1998 73(1), 19-45
We examine whether the application of fundamental analysis can yield significant abnormal returns. Using a collection of signals that reflect traditional rules of fundamental analysis related to contemporaneous changes in inventories, accounts receivables, gross margins, selling expenses, capital expenditures, effective tax rates, inventory methods, audit qualifications, and labor force sales productivity, we form portfolios that earn an average 12- month cumulative size-adjusted abnormal return of 13.2 percent. We find evidence that the fundamental signals provide information about future returns that is associated with future earnings news. Moreover, a significant portion of the abnormal returns is generated around subsequent earnings announcements. These findings are consistent with the underlying focus of fundamental analysis on the prediction of earnings. Significant abnormal returns to the fundamental strategy are not earned after the end of one year of return cumulation, indicating little support for the idea that the signals capture information about multiple-year-ahead earnings not immediately impounded in price or about long-term shifts in firm risk. Additional analysis on a holdout sample suggests that the strategy continues to generate abnormal returns in a period subsequent to the introduction of the fundamental signals in the literature, and contextual analyses indicate that the strategy performs better for certain types of firms (e.g., firms with prior bad news).

Disclosure Standards and the Sensitivity of Returns to Mood

Review of Financial Studies 2015 open access
We provide evidence that higher-quality disclosure standards are associated with stock returns that are less sensitive to noise driven by investors' moods. We identify return-mood sensitivity (RMS) based on the association between index returns and urban cloudiness, a source of short-term variation in mood. Based on a stylized model, we predict and find evidence consistent with higher-quality disclosure standards reducing RMS by tilting susceptible investors' trades toward information and by facilitating sophisticated investors' arbitrage. Our findings suggest that disclosure standards play an important role in enhancing price efficiency by reducing noise in returns, particularly noise related to investors' short-term moods. Received January 31, 2014; accepted August 5, 2015 by Editor David Hirshleifer.

Do Analysts and Investors Efficiently Respond to Managerial Linguistic Complexity during Conference Calls?

The Accounting Review 2024 99(4), 143-168 open access
ABSTRACT This paper examines whether analysts and investors efficiently incorporate the informational signals from managerial linguistic complexity (e.g., Fog) into their forecasts and trading decisions. We predict that a manager’s Fog during a conference call provides a signal of their private information through their willingness to engage with analyst questions. We find that informative (obfuscatory) managerial Fog provides a positive (negative) signal of future earnings growth. We also find that analysts efficiently revise their forecasts to both positive and negative signals, whereas investors only correctly interpret obfuscation during the call; there is a delayed price reaction to informative Fog. However, when buy-side investors ask questions during a call, we find an efficient price reaction to informative Fog. Our findings highlight an important benefit of two-way interactive disclosures and underline the importance of active call participation for efficiently incorporating linguistic signals of managers’ private information. Data Availability: Data are available from the public sources cited in the text. JEL Classifications: D82; G14; G20; M41.

Financial Reporting Quality, Investment Horizon, and Institutional Investor Trading Strategies

The Accounting Review 2019 94(3), 87-112
ABSTRACT This paper provides evidence that financial reporting quality (FRQ) influences the holding costs of trading strategies. While prior research has focused on the benefits of investment strategies based on poor FRQ (i.e., larger returns due to a greater amount of private information), we examine whether poor FRQ imposes greater holding costs on certain trading strategies. We show that poor FRQ motivates sophisticated investors with short-term horizons to tilt their portfolios away from value stocks, whose returns are contingent on investors revising their beliefs about firm fundamental value, and toward past winner stocks, whose future returns are realized more quickly. Poor FRQ also increases the length of time that institutions maintain large positions in value stocks. Our results imply that mis-valuations can be persistent when arbitrageurs perceive high holding costs from poor financial quality, even when they can see through the opaque financial disclosures.

Investor Relations, Firm Visibility, and Investor Following

The Accounting Review 2012 87(3), 867-897
ABSTRACT We examine the actions and outcomes of investor relations (IR) programs in smaller, less-visible firms. Through interviews with IR professionals, we learn that IR strategies have a common goal of attracting institutional investors and that direct access to management, rather than increased disclosure, is viewed as the key driver of the strategy's success. We test for the effects of IR programs by examining small-cap companies that hired IR firms in a differences-in-differences research design with controls for changes in disclosure and determinants of the decision to initiate IR. Relative to a matched sample of control firms, we find that companies initiating IR programs exhibit greater increases in institutional investor ownership and a shift toward investors that normally would not follow the companies. We also find greater improvements in analyst following, media coverage, and the book-to-price ratio. Our results indicate that IR activities successfully improve visibility, investor following, and market value. Data Availability: All analyses are based on publicly available data.

Corporate jets and private meetings with investors

Journal of Accounting and Economics 2018 65(2-3), 358-379
We use corporate jet flight patterns to identify private meetings with investors that are ex ante unobservable to non-participants. Using approximately 400,000 flights, we proxy for private meetings with “roadshows,” defined as three-day windows that include flights to money centers and to non-money centers in which the firm has high institutional ownership. Roadshows exhibit greater abnormal stock reactions, analyst forecast activity, and absolute changes in local institutional ownership than other flight activity. We also find positive trading gains in firms with more complex information and infrequent private meetings, suggesting that roadshows provide participating investors an advantage over non-participating investors.

Open versus closed conference calls: the determinants and effects of broadening access to disclosure

Journal of Accounting and Economics 2003 34(1-3), 149-180
Recent advances in information technology allow firms to provide broader access to their disclosures. We examine the determinants and effects of the decision to provide unlimited real-time access to conference calls (i.e., “open” conference calls). Our evidence suggests that the decision to provide open calls is associated with the composition of a firm's investor base and, to some degree, the complexity of its financial information. We also find that open calls are associated with a greater increase in small trades (consistent with individuals trading on information released during the call) and higher price volatility during the call period.

The Role of the Business Press as an Information Intermediary

Journal of Accounting Research 2010 48(1), 1-19 open access
ABSTRACT This paper investigates whether the business press serves as an information intermediary. The press potentially shapes firms' information environments by packaging and disseminating information, as well as by creating new information through journalism activities. We find that greater press coverage reduces information asymmetry (i.e., lower spreads and greater depth) around earnings announcements, with broad dissemination of information having a bigger impact than the quantity or quality of press‐generated information. These results are robust to controlling for firm‐initiated disclosures, market reactions to the announcement, and other information intermediaries. Our findings suggest that the press helps reduce information problems around earnings announcements.

Linguistic Complexity in Firm Disclosures: Obfuscation or Information?

Journal of Accounting Research 2018 56(1), 85-121
ABSTRACT Prior research generally interprets complex language in firms’ disclosures as indicative of managerial obfuscation. However, complex language can also reflect the provision of complex information; for example, informative technical disclosure. As a consequence, linguistic complexity commingles two latent components—obfuscation and information—that are related to information asymmetry in opposite directions. We develop a novel empirical approach to estimate these two latent components within the context of quarterly earnings conference calls. We validate our estimates of these two latent components by examining their relation to information asymmetry. Consistent with our predictions, we find that our estimate of the information component is negatively associated with information asymmetry while our estimate of the obfuscation component is positively associated with information asymmetry. Our findings suggest that future research on linguistic complexity can construct more powerful tests by separately examining these two latent components of linguistic complexity.

Conference Presentations and the Disclosure Milieu

Journal of Accounting Research 2011 49(5), 1163-1192 open access
Conference presentations differ from other voluntary disclosures in that the audience for the disclosure is co-located with managers in a well-defined physical and social setting, or “disclosure milieu.” The milieu affects the degree to which conference participants can update their prior beliefs about the firm with information signals obtained through interactions with management and other informed participants. While the average abnormal stock return and volume reactions to presentations are positive, there is a great deal of cross-sectional variation as indicated by negative median reactions. We find that conference characteristics that determine the nature of the audience and its interactions, such as sponsor, location, size, and industry-focus, are significantly associated with the market reaction, consistent with the disclosure milieu explaining the cross-sectional variation in the information content of the presentation. We also find that conference characteristics explain changes in subsequent analyst and institutional investor following, consistent with the disclosure milieu creating differences in access to management by potential new investors and analysts.