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How Has Regulation FD Affected the Operations of Financial Analysts?*

Contemporary Accounting Research 2006 23(2), 491-525
In this paper, we analyze how financial analysts generate information, make decisions about firm coverage, and try to maintain their forecasting accuracy after the passage of Regulation Fair Disclosure (“Reg FD”). Using the model developed by Barron, Kim, Lim, and Stevens 1998, we find that analysts are investing more effort in idiosyncratic information discovery. In order to do this, individual analysts appear to be reducing coverage for well‐followed firms while increasing coverage of firms that were less followed prior to Reg FD. Analysts who had preferential links with firms that they covered, such as analysts from large brokerage houses, tend to have greater forecast accuracy in the pre‐FD period. However, these analysts are unable to sustain their forecasting superiority in the post‐FD period, which suggests that there has been a leveling of the information playing field among analysts. Overall, our results reflect a trend toward greater reliance on idiosyncratic information discovery on part of the financial analysts.

Debtholder Responses to Shareholder Activism: Evidence from Hedge Fund Interventions

Review of Financial Studies 2014 27(11), 3318-3342
We investigate the effect of shareholder activism on debtholders by examining a sample of bank loans for firms targeted by activist hedge funds. We compare loan spreads before and after intervention and show the effects of heterogeneous shareholder actions. Spreads increase when shareholder activism relies on the market for corporate control or financial restructuring. In contrast, spreads decrease when activists address managerial entrenchment. Furthermore, the effects are more pronounced when pre-existing governance mechanisms are weak. Our findings suggest that shareholder activism does not necessarily exacerbate bondholder-shareholder conflicts of interest and highlight the role of activism in aligning investors.

Earnings announcement premia and the limits to arbitrage

Journal of Accounting and Economics 2007 43(2-3), 153-180
We examine the factors underlying the presence of earnings announcement premia. We find that the premia persist beyond the sample period examined in prior studies (ending in 1988), although they decline in magnitude after 1988. Further, premia are lower on the expected than the actual earnings announcement dates. We document that increases in voluntary disclosures result in lower premia, despite the increase in return volatility over time. Finally, our evidence suggests that the premia are not completely eliminated because of the costs of arbitrage.

Measure for Measure: The Relation between Forecast Accuracy and Recommendation Profitability of Analysts

Journal of Accounting Research 2007 45(3), 567-606 open access
ABSTRACT We examine the contemporaneous relation between earnings forecast accuracy and recommendation profitability to assess the effectiveness with which analysts translate forecasts into profitable recommendations. We find that, after controlling for expertise, more accurate analysts make more profitable recommendations, albeit only for firms with value‐relevant earnings. Next, we show that conflicts of interest from investment banking activities affect the relation between accuracy and profitability. In the case of buy recommendations, more accurate forecasts are associated with more profitable recommendations only for the nonconflicted analysts. For hold recommendations, higher levels of accuracy are associated with higher levels of profitability for conflicted analysts, provided these recommendations are treated as sells. Finally, we find that regulatory reforms aimed at mitigating analyst conflicts of interest appear to have improved the relation between accuracy and profitability. Specifically, the integrity of buy and hold recommendations has improved and the change is more pronounced for analysts expected to be most conflicted.

Accounting Quality and Debt Contracting

The Accounting Review 2008 83(1), 1-28
We study the role of borrower accounting quality in debt contracting. Specifically, we examine how accounting quality affects the borrower's choice of private versus public debt market and how the design of debt contracts vary with accounting quality in the two markets. We find that accounting quality affects the choice of the market, with poorer accounting quality borrowers preferring private debt, i.e., bank loans. This is consistent with banks possessing superior information access and processing abilities that reduce adverse selection costs for borrowers. We also find that accounting quality has an economically significant but differential impact on contract design in the two markets consistent with differences in recontracting flexibility across the two markets. In the case of private debt, since there is greater recontracting flexibility, both the price (i.e., interest) and non-price (i.e., maturity and collateral) terms are significantly more stringent for poorer accounting quality borrowers, unlike public debt where only the price terms are more stringent. The impact of accounting quality on interest spreads of public debt is 2.5 times that of the private debt, since the price terms alone reflect the variation in accounting quality.

Balance Sheet Conservatism and Debt Contracting

Contemporary Accounting Research 2018 35(1), 494-524
We study the role of borrowers’ balance sheet conservatism (i.e., conservatism in asset values) in debt contract design. We find that borrowing costs are decreasing in the degree of balance sheet conservatism, and this effect is stronger for firms with lower credit quality. This is consistent with balance sheet conservatism reducing lenders’ uncertainty about the liquidation value of assets, thus facilitating the ex ante screening of borrowers. We predict that better ex ante screening also reduces the need for ex post monitoring, and find that balance sheet conservatism is associated with less restrictive covenant terms. Further, we find that asymmetric timeliness in earnings is associated with lower borrowing costs only when balance sheet conservatism is not high. This result suggests that lenders appear to recognize the constraining effect of high balance sheet conservatism on future conservatism in earnings.

Pilot CEOs and corporate innovation

Journal of Financial Economics 2017 123(1), 209-224
We find evidence that chief executive officers’ (CEOs’) hobby of flying airplanes is associated with significantly better innovation outcomes, measured by patents and citations, greater innovation effectiveness, and more diverse and original patents. We rule out alternative explanations, leading us to conclude that CEO pilot credentials capture the personality trait of sensation seeking. Sensation seeking combines risk taking with a desire to pursue novel experiences and has been associated with creativity. Our evidence highlights sensation seeking as a valuable personality trait that can be used to identify CEOs who are likely to drive innovation success.

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.