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Brokerage trading volume and analysts’ earnings forecasts: a conflict of interest?

Review of Accounting Studies 2022 27(2), 441-476 open access
Abstract Using unique new data, we examine whether brokerage trading volume creates a conflict of interest for analysts. We find that earnings forecast optimism is associated with higher brokerage volume, even controlling for forecast and analyst quality, recommendations, and target prices. However, forecast accuracy is also significantly associated with higher volume. When analysts change brokerage houses, they bring trading volume with them, influencing trading volume at the new brokerage. This indicates that analysts drive the volume effects we observe. Consistent with a reward for generating volume, brokerage houses are less likely to demote analysts who generate more volume. Finally, analysts strategically adjust forecast optimism based on expected volume impact. Analysts become more (less) optimistic if their optimistic forecasts in the prior year were more (less) successful at generating volume. However, consistent with higher costs to increasing accuracy, analysts do not update accuracy based on expected volume impact. Overall, our results are consistent with a brokerage trading volume conflict of interest moving analysts towards more optimistic earnings forecasts, despite the volume reward for accuracy.

MiFID II and the unbundling of analyst research from trading execution

Contemporary Accounting Research 2023 40(4), 2340-2372 open access
Abstract The revised Markets in Financial Instruments Directive (MiFID II) requires the unbundling of research payments from trading execution, fundamentally changing the way in which investors typically pay for analyst research in Europe. We examine the effectiveness of the regulation in changing the link between analyst research and trading, the research‐trading link, and the analyst response to this potential change in incentives. Using a difference‐in‐differences research design, we find that forecast frequency, optimism, and accuracy are less associated with the brokerage trading share after MiFID II, suggesting that MiFID II weakened the link between the brokerage share of trading and analyst research. Following MiFID II, analysts in Europe are less likely than analysts in the United States to continue high forecast frequency, optimism, and accuracy for stocks with high share importance for the analyst's brokerage house. We find similar results throughout for buy/sell recommendations. Overall, our evidence suggests that MiFID II is at least partially successful in unbundling research from execution, and impacts both the trading effects and the production of analyst research.

Bringing Innovation to Fruition: Insights From New Trademarks

Journal of Financial and Quantitative Analysis 2024 59(2), 474-520 open access
Abstract We build a novel comprehensive data set of new product trademarks as an output measure of product development innovation. We show that risk-taking incentives in CEO compensation motivate this type of innovation and that this innovation improves firm performance. Using an exogenous shock to executive compensation, we find that reductions in stock option compensation cause reductions in new product development. We also find that firms undertaking new product development experience increases in future cash flow from operations and return on assets. These findings suggest the importance of product development innovation to firms and new trademarks as a novel innovation measure.