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Does the Disposition Effect Matter in Corporate Takeovers? Evidence from Institutional Investors of Target Companies

Journal of Financial and Quantitative Analysis 2014 49(1), 221-248 open access
This paper examines whether one of the most important participants in the takeover market, the institutional investors of target companies, suffers from the disposition effect and, if so, how this selling bias influences the takeover outcomes. I report robust evidence that target institutional investors are reluctant to realize losses. This bias further allows their sunk cost to affect both the takeover price and the deal success. My results are explained by neither the undervalued targets nor the 52-week-high price effect. They are most pronounced among targets whose investors have a strong propensity to hold on to loser stocks.

The Value of Active Investing: Can Active Institutional Investors Remove Excess Comovement of Stock Returns?

Journal of Financial and Quantitative Analysis 2012 47(3), 667-688 open access
This study uses Cremers and Petajisto’s (2009) method to separate active institutional investors from passive ones and shows that active investors can alleviate the anomalous comovement of stock returns. Focusing on 2 events linked to the excess comovement anomaly, Standard & Poor’s 500 Index additions and stock splits, I find that if an event stock has more active institutional investors trading in the post-event period, the anomalous comovement effect disappears. In contrast, if an event stock experiences a massive exit of active investors, this anomaly persists. The exit of active institutional investors also results in a strong price synchronicity effect.

The effect of political uncertainty on the cost of corporate debt

Journal of Financial Stability 2015 16, 106-117
In this paper we bring new empirical evidence that political uncertainty is associated with higher corporate debt financing costs. Controlling for all bond and firm characteristics that could affect a firm's cost of debt financing, the uncertainty associated with the outcome of U.S. presidential elections leads to a 34 basis point increase in corporate bond spreads, with closer campaign years associated with additional costs. Similar results hold when we use the continuous measure of the Political Uncertainty Index by Baker et al. (2012). The uncertainty associated with gubernatorial elections, on the other hand, has no effect on the pricing of corporate bonds.

Mutual fund herding in response to hedge fund herding and the impacts on stock prices

Journal of Banking & Finance 2014 49, 131-148
We examine whether mutual funds and hedge funds herd after each other and the associated impacts on stock prices. We find strong evidence that mutual funds herd into or out of stocks following the herd of hedge funds: mutual funds’ herding measure is positively related to last quarter’s hedge fund herding. In contrast, hedge funds do not follow mutual funds. Mutual funds’ following of hedge funds leads to a sharp price reversal in the next quarter, whereas hedge fund herding itself does not destabilize prices. Further, a mutual fund’s following intensity increases with its past performance. The top 30% of mutual funds most active in following hedge funds do so persistently and drastically increase their herding subsequent to intense herding by hedge funds. They are also the group driving the above price reversals. Overall, our evidence is consistent with the reputational incentives of mutual fund herding and the associated price destabilization effects.

Sell-by-plan mandate and opportunistic insider selling: Evidence from China

Journal of Accounting and Economics 2025 79(2-3), 101757
We examine whether requiring insiders to sell their stock shares based on pre-disclosed plans can mitigate opportunistic insider selling activities and, more importantly, to what extent insiders can circumvent this regulation. Using China's mandate enacted in 2017 as the setting, we demonstrate that a sell-by-plan mandate can reduce opportunistic selling activities. However, insiders can circumvent this mandate by strategically initiating their plans before bad news. We find that this gaming practice is widespread in China. It is concentrated in firms with weak governance but largely absent in firms with strong governance. We also find that China's stock market cannot discern whether a plan is opportunistically motivated upon its announcement. Overall, this paper highlights a new form of opportunism in insider trading—opportunistic planning—and proposes a method to identify such plans. Our results also suggest that government regulation, without strong governance, could be ineffective in curbing corporate executives' opportunistic behaviors.

Value-Based CEO Equity Grants

Journal of Financial and Quantitative Analysis 2025 60(7), 3514-3550
We document firms often determine CEO equity grants based on a predetermined dollar value (value-based equity grant) instead of on the number of shares (share-based grant). Value-based equity grants weaken the relationship between stock performance and CEO equity pay, lower CEO portfolio delta, and slow firms’ investment in R&D. We find that retention pressure is a key reason for the use of value-based equity pay, while governance could also matter. Overall, this paper alerts boards to the unintended consequences of pursuing a target pay level or pay structure because such practices can lead to value-based equity grants in CEO compensation.

Relative peer quality and firm performance

Journal of Financial Economics 2016 122(1), 196-219
We examine the performance impact of the relative quality of a Chief Executive Officer (CEO)’s compensation peers (peers to determine a CEO's overall compensation) and bonus peers (peers to determine a CEO's relative-performance-based bonus). We use the fraction of peers with greater managerial ability scores (Demerjian, Lev, and McVay, 2012) than the reporting firm to measure this CEO's relative peer quality (RPQ). We find that firms with higher RPQ earn higher stock returns and experience higher profitability growth than firms with lower RPQ. Learning among peers and the increased incentive to work harder induced by the peer-based tournament contribute to RPQ's performance effect.