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Research for sale: Determinants and consequences of paid-for analyst research

Journal of Financial Economics 2011 100(1), 182-200
I examine the determinants and market impact of paid-for coverage using a hand-collected sample of paid-for reports over 1999–2006. More than five hundred publicly listed US companies paid for analyst coverage since 1999. Yet little is known about the informational consequences of this analyst research. Firms with greater uncertainty, weaker information environments, and low turnover are more likely to buy coverage as they have the most to gain from analyst coverage but are unlikely to attract sell-side analysts. Despite the inherent conflicts of interest, I find paid-for reports have information content for investors based on 2-day abnormal returns. After the initiation of coverage, companies experience an increase in institutional ownership, sell-side analyst following, and liquidity. In addition, the results are strongest for the fee-based research firm with ex ante policies that reduce potential conflicts of interest.

Product Market Threats: Implications for Future Performance and Use by Market Participants

Contemporary Accounting Research 2026
This study examines whether competition in the form of emerging threats from rivals' overlapping product strategies has explanatory power for future performance and volatility, beyond existing competition measures and firm life cycle proxies. We proxy for emerging threats using product market fluidity, which captures competitive pressures and instability arising from rivals' evolving product overlap. Specifically, higher fluidity (i.e., higher product market threats) is negatively associated with future profitability and operating cash flows and positively associated with the variability of future profitability and operating cash flows. We also find fluidity is negatively associated with future asset turnover, margins, and expenses, and only moderately positively associated with future sales, shedding light on the mechanisms through which product market threats manifest in future performance. However, capital market participants do not fully incorporate this information, leading to predictable future stock returns and analyst forecast errors. Overall, our findings suggest that the dynamism and fluidity in a firm's product market space convey valuable and distinct information to capital market participants.

Come on Over: Analyst/Investor Days as a Disclosure Medium

The Accounting Review 2016 91(6), 1725-1750
Our study introduces analyst/investor days, a new disclosure medium that allows for private interactions with influential market participants. We also highlight interdependencies in the choice and information content of analyst/investor days and conference presentations, a well-researched disclosure medium that similarly allows for private interactions. Analyst/investor days are less frequent, but with longer duration and greater price impact than conference presentations. They are mostly hosted by firms that already have opportunities to interact with investors at conferences, but whose complex and diverse activities make the short duration and rigid format of a conference presentation an imperfect solution to these firms' information problems. Analyst/investor days and conference presentations tend to occur in different quarters, consistent with their competing for the time and attention of senior management. When these two mediums are scheduled in close temporal proximity to each other, analyst/investor days diminish the information content of conference presentations, but not vice versa, consistent with managers' favoring analyst/investor days over conference presentations as a disclosure medium. JEL Classifications: D82; M41; G11; G12; G14. Data Availability: Data are publicly available from the sources identified in the paper.

Professional Investor Relations within the Firm

The Accounting Review 2014 89(4), 1421-1452
This paper investigates the effect of investments in internal investor relations (IR) departments on firm outcomes. We find that companies initiating internal professional IR experience increases in disclosure, analyst following, institutional investor ownership, liquidity, and market valuation relative to a matched sample of control firms. We also examine the differential impact the exogenous shock of Regulation Fair Disclosure (Reg FD) had on firms with an established professional IR department. We find these IR firms more than doubled their level of public disclosure post-Reg FD. Despite IR firms losing a potential communications channel following Reg FD adoption, we find they did not suffer adversely and instead show a post-Reg FD increase in analyst following, institutional investors, and liquidity relative to a control sample of similar non-IR firms. This implies that the effectiveness of professionalized internal IR increased post-Reg FD consistent with IR firms being relatively better positioned to navigate the more complicated regulatory environment. JEL Classifications: D82; M41; G11; G12; G14; G24 Data Availability: Data are publicly available from the sources identified in the paper with the exception of the membership data from the National Investor Relations Institute, which is a proprietary dataset.

Meeting Individual Analyst Expectations

The Accounting Review 2014 89(6), 2203-2231
The expectations management literature has so far focused on firms meeting the analyst consensus forecast—the expectations of analysts as a group—at earnings announcements. In this study we argue that investors may use individual analyst forecasts as additional benchmarks in evaluating reported earnings because the consensus forecast underutilizes private information contained in individual analyst forecasts. We predict that measures reflecting such private information have incremental explanatory power over the consensus forecast for the market's reaction to earnings news. We find results consistent with this prediction by examining two measures: (1) the percentage of individual forecasts met and (2) meeting the key analyst forecast. We extend the literature by documenting the role of individual analyst forecasts in investors' evaluations of reported earnings. JEL Classifications: G10; G11; G17; G14; G24. Data Availability: Data are publicly available from the sources identified in the paper.

Concurrent Earnings Announcements and Analysts' Information Production

The Accounting Review 2020 95(1), 165-189
We examine whether financial analysts are subject to limited attention. We find that when analysts have another firm in their coverage portfolio announcing earnings on the same day as the sample firm (a “concurrent announcement”), they are less likely to issue timely earnings forecasts for the sample firm's subsequent quarter than analysts without a concurrent announcement. Among the analysts who issue timely earnings forecasts, the thoroughness of their work decreases as their number of concurrent announcements increases. In addition, analysts are more sluggish in providing stock recommendations and less likely to ask questions in earnings conference calls as their number of concurrent announcements increases. Moreover, when analysts face concurrent announcements, they tend to allocate their limited attention to firms that already have rich information environments, leaving behind firms in need of attention. Overall, our evidence suggests that even financial analysts, who serve as information specialists, are subject to limited attention. JEL Classifications: G10; G11; G17; G14. Data Availability: Data are publicly available from the sources identified in the paper.