What's in a “China” Name? A Test of Investor Attention Hypothesis

We study whether a firm's name affects investor attention and firm valuation. Some Chinese firms listed on US stock exchanges have the word “China” included in their company names (“China‐name stocks”), while others do not (“non‐China‐name stocks”). During the 2007 China stock market boom, we find that China‐name stocks significantly outperform non‐China‐name stocks. This is not due to differences in firm characteristics, risk, or liquidity. The “China‐name effect” is largely consistent with the investor attention hypothesis that price pressure caused by increased investor attention on China‐name stocks during the boom period drives up China‐name stocks more than non‐China‐name stocks.     

How security prices respond to a surge in investor attention: Evidence from Google Search of ADRs

This study examines the day-to-day impact of a surge in investor attention on security prices within a four-week investment horizon. Focusing on a sample of ADRs traded in the U.S. stock markets between 2004 and 2015, we measure the surge in investor attention by constructing a dummy variable based on the Search Volume Index (SVI) obtained from Google Trends. We find strong evidence that a surge in investor attention is associated with a same-day positive abnormal return. But the positive association between investor attention and stock return disappears or even reverses quickly after day zero. ADRs originated from developing countries and developed countries appear to be equally responsive to a surge in investor attention.     

投资者关注度与股票市场——以PM2.5概念股为例

近年来雾霾成为中国社会的热点话题,而雾霾频发导致PM2.5概念股受到投资者广泛的关注。本文结合现实环境问题,研究投资者通过对环境的关注度继而对与环境相关的股票的影响。具体而言,本文探究投资者对雾霾和PM2.5概念股的关注度对PM2.5概念股的影响。分析发现投资者对雾霾和PM2.5概念股的关注度的增加能拉升PM2.5概念股的股价。投资者对雾霾的关注度和PM2.5概念股的收益率显著正相关。关注度的增加同时也提高PM2.5概念股交易的活跃程度以及PM2.5概念股涨停的可能性。此外,本文发现正面的新闻报道会拉升PM2.5概念股的股价而负面的新闻报道会降低其股价。最后,本文通过讨论内生性和异质性等一系列稳健性检验进一步验证上述结论。     

Investor attention,information acquisition,and value premium: A mispricing perspective

This paper investigates the impact of investor attention on the dynamics of the value premium. We find superior return differences to value-growth strategy conditioned as low degree of investor attention. In contrast, return differences to the value-growth strategy conditioned as high investor attention are indifferent from zero. We show that return differences to low degree of investor attention across value and growth firms are attributed to mispricing explanation using common risk factors, mispricing factors, sentiment analysis, multivariate analysis, and market expectation errors approach. The findings suggest that investor attention contributes to generating superior return differences to standard value-growth strategy. Our finding concludes that long-short investment strategy in value stocks and growth stocks conditioned as low investor attention generate superior value premium.     

Advertising,investor attention,and stock prices: Evidence from a natural experiment

I test whether advertising affects stock prices through an investor attention channel. I use corporate sponsorships of college football bowl games as a natural experiment that provides variation in advertising exposure that is unrelated to firm fundamentals. Sponsoring firms' stocks experience large increases in investor attention, abnormally high turnover, and temporary price pressure that is related to bowl games' TV‐ratings and score differentials. Retail investors are net buyers of sponsors' stocks, whereas institutional investors initially remain neutral and then start selling, ultimately driving a reversal toward fundamental values. These findings shed light on who wins/loses when advertising attracts investor attention.     

投资者关注与分析师评级漂移——来自中国股票市场的证据

本文使用一个直接源自于投资者行为的新颖变量——财经互动社区的超额发帖量——作为投资者关注的代理变量,发现投资者关注可以用来解释分析师评级的漂移现象,即针对分析师评级变动,股价的立即反应随着投资者关注的增加而增强,股价的漂移随着投资者关注的增加而减弱,同时发现投资者关注对股票交易量具有显著正向的作用。     

投资者关注与市场反应——来自中国证券交易所交易公开信息的自然实验

涨停的股票能否被交易公开信息披露取决于收益率排名中的随机因素,与股票的基本面特征无关。本文利用这一机制设计自然实验检验了投资者关注对股价的影响。实证结果显示交易公开信息披露使股票受到投资者更多的关注,增加了小额资金的净流入,减少了大额资金的净流入和股价的短期收益率,抑制了股价短期波动率,同时降低了股价在长期发生反转的可能性。频繁登上交易公开信息的知名营业部买入的股票受到更多关注,相应的市场反应也更加显著。进一步的研究表明监管性信息披露引发的投资者关注通过降低市场信息不对称抑制了股价反转。     

Investor Sentiment and the Cross-Section of Stock Returns

We study how investor sentiment affects the cross‐section of stock returns. We predict that a wave of investor sentiment has larger effects on securities whose valuations are highly subjective and difficult to arbitrage. Consistent with this prediction, we find that when beginning‐of‐period proxies for sentiment are low, subsequent returns are relatively high for small stocks, young stocks, high volatility stocks, unprofitable stocks, non‐dividend‐paying stocks, extreme growth stocks, and distressed stocks. When sentiment is high, on the other hand, these categories of stock earn relatively low subsequent returns.     

The role of investor attention in idiosyncratic volatility puzzle and new results

Review of Quantitative Finance and Accounting - We find that stocks with low investor attention show a more substantial return-idiosyncratic volatility puzzle than stocks with high investor...     

Retail Investor Sentiment and Return Comovements

Using a database of more than 1.85 million retail investor transactions over 1991–1996, we show that these trades are systematically correlated—that is, individuals buy (or sell) stocks in concert. Moreover, consistent with noise trader models, we find that systematic retail trading explains return comovements for stocks with high retail concentration (i.e., small‐cap, value, lower institutional ownership, and lower‐priced stocks), especially if these stocks are also costly to arbitrage. Macroeconomic news and analyst earnings forecast revisions do not explain these results. Collectively, our findings support a role for investor sentiment in the formation of returns.     

Do Dividend Clienteles Exist? Evidence on Dividend Preferences of Retail Investors

We study stock holdings and trading behavior of more than 60,000 households and find evidence consistent with dividend clienteles. Retail investor stock holdings indicate a preference for dividend yield that increases with age and decreases with income, consistent with age and tax clienteles, respectively. Trading patterns reinforce this evidence: Older, low‐income investors disproportionally purchase stocks before the ex‐dividend day. Furthermore, among small stocks, the ex‐day price drop decreases with age and increases with income, consistent with clientele effects. Finally, consistent with the behavioral “attention” hypothesis, we document that older and low‐income investors purchase stocks following dividend announcements.     

Investor Sentiment and the Closed‐end Fund Puzzle: Out‐of‐sample Evidence

In this paper we examine the proposition that small investor sentiment, measured by the change in the discount/premium on closed‐end funds, is an important factor in stock returns. We conduct an out‐of‐sample test of the investor sentiment hypothesis in a market environment that is more likely to be prone to investor sentiment than the USA. We fail to provide supporting evidence for the claim of Lee et al. (1991) that investor sentiment affects the risk of common stocks. Consistent with Elton et al. (1998) , who show that investor sentiment does not enter the return generating process, our tests do not detect investor sentiment in a capital market that is more susceptible to small investor sentiment. Our results provide additional support against the claim that investor sentiment represents an independent and systematic asset pricing risk.     

Investor Inattention and the Underreaction to Stock Recommendations

Investors’ reaction to stock recommendations is often incomplete so that there is a predictable postrecommendation drift. I investigate investor inattention as a plausible explanation for this drift by using prior turnover as a proxy for attention. I find that low-attention stocks react less to stock recommendations than high-attention stocks around the three-day event window. Subsequently, the recommendation drift of firms with low attention is more than double in magnitude when compared to firms with high attention. Similar conclusions are reached with alternative proxies for attention. The evidence supports investor inattention as a source of the stock recommendation drift.     

Communication and Comovement: Evidence from Online Stock Forums

We study investor communication and stock comovement using a novel data set from an active online stock forum in China. We find substantial comovement among the returns of a stock and its “related stocks,” which are frequently discussed in the subforum dedicated to the given stock. Comovement is greater when the discussion of related stocks is more intensive. Further, the effect of communication on comovement is stronger for stocks associated with higher information uncertainty. Codiscussed stocks are more actively traded and experience more correlated trading. A trading strategy that exploits communication‐driven comovement generates abnormal returns. Our findings highlight the impact of investor communication on asset comovement.     

Nasdaq Trading and Trading Costs: 1993–2002

Nasdaq spreads decline from 1993 to 2002, largely independently of tick‐size reductions. Trade size declines, consistent with greater retail investor activity. Using the method of Chordia, Roll, and Subrahmanyam (2001), we find that concurrent market returns strongly affect liquidity and trading activity. Liquidity exhibits distinct day‐of‐the‐week patterns. There is little evidence that macroeconomic announcements or changes in key interest rates affect Nasdaq stocks overall; but in the bear market, we find a relation between some of these variables and effective spreads, which we interpret as consistent with Nasdaq participants' paying greater attention to fundamentals after the market crash.     

Investor Recognition and Post‐Acquisition Performance of Acquirers

The literature has documented a negative relation between investor recognition and expected returns. This negative relation is consistent with the prediction in Merton (1987, Journal of Finance 42, 483–510). This paper investigates whether the changes in investor recognition of acquirers around the time of the acquisitions can explain the post‐acquisition underperformance of acquirer stocks. Using a large sample of U.S. acquisitions from 1980 to 2010, this paper finds that investor recognition, proxied by the number of institutional investors and the number of common shareholders, increases significantly during acquisitions. Once the increases in investor recognition are controlled for, the “puzzling” long‐run underperformances of acquirers disappears.     

An encyclopedia for stock markets? Wikipedia searches and stock returns

We present empirical evidence that collective investor behavior can be inferred from large-scale Wikipedia search data for individual-level stocks. Drawing upon Shannon transfer entropy, a model-free measure that considers any kind of statistical dependence between two time series, we quantify the statistical information flow between daily company-specific Wikipedia searches and stock returns for a sample of 447 stocks from 2008 to 2017. The resulting stock-wise measures on information transmission are then used as a signal within a hypothetical trading strategy. The results evidence the predictive power of Wikipedia searches and are in line with the previously documented notion of buying pressure revealed by online investor attention and the trading patterns of retail investors.     

The Effect of Fiduciary Standards on Institutions' Preference for Dividend‐Paying Stocks

Many researchers apparently believe that some institutional investors prefer dividend‐paying stocks because they are subject to the “prudent man” (PM) standard of fiduciary responsibility, under which dividend payments provide prima facie evidence that an investment is prudent. Although this was once accurate for many institutions, during the 1990s most states replaced the PM standard with the less‐stringent “prudent investor” (PI) rule, which evaluates the appropriateness of each investment in a portfolio context. Controlling for the general decline in dividend‐paying stocks, we find that institutions reduced their holdings of dividend‐paying stocks by 2% to 3% as the PI standard spread during the 1990s. Studies of asset pricing and corporate governance should no longer consider dividend payments when evaluating the actions of institutional investors.     

In search of retail investors: The effect of retail investor attention on odd lot trades

We study the effect of retail investor attention on odd lot trading. We observe that increases in abnormal Google search volume predict odd-lot trading. Importantly, this relationship is share price-sensitive: For stocks priced below $11, an increase in abnormal search volume leads to less odd lot trading. For stocks priced above $46, on the other hand, an increase in abnormal search volume leads to more odd lot trading. For a stock priced at $78 – the mean share price in our sample – a one standard deviation increase of abnormal search volume increases the average share of odd lot trading by 10 basis points. This effect is even stronger for more expensive stocks. Our results are consistent with attention-induced trading when investors face wealth constraints and are robust to alternative channels including news and institutional investor attention.     

Short-Sales Constraints and Price Discovery: Evidence from the Hong Kong Market

Short‐sales practices in the Hong Kong stock market are unique in that only stocks on a list of designated securities can be sold short. By analyzing the price effects following the addition of individual stocks to the list, we find that short‐sales constraints tend to cause stock overvaluation and that the overvaluation effect is more dramatic for individual stocks for which wider dispersion of investor opinions exists. These findings are consistent with Miller's (1977) intuition and other optimism models. We also document higher volatility and less positive skewness of individual stock returns when short sales are allowed.