Table A1

Summary of studies on short sales constraints and stock returns

Authors (Year)Research topicSample period/countryMajor findings
Aggarwal et al. (2015) Institutional investors and supply of lendable stockUSA: 2007–2009Institutional investors limit the supply of lendable stocks due to their preference for voting rights, thereby constraining short sales
Allen et al. (1993) Short sales constraints and asymmetric informationTheoretical studyShort sales constraints create bubbles in stock prices
Asquith et al. (2005) Institutional ownership, short interest, and stock returnsUSA: 1980–2002Stocks with high short interest exhibit a strong and significantly negative relationship with stock returns
Atmaz et al. (2023) Costly short selling and lending marketTheoretical studyA dynamic model where investors’ belief disagreement leads to higher shorting demand and predicts stock returns negatively
Autore et al. (2015) Short sales constraints and stock overvaluationUSA: 2005–2008The authors report extreme overpricing and subsequent reversals where short sales are specially binding
Bai et al. (2006) Asset prices under short-sale constraintsTheoretical studyShort-sale constraints could exert either upward or downward pressure on stock prices, contingent on the types of trades being restricted
Bao et al. (2019) Short interest and disclosure of informationUSA: 2001–2010Stocks with high residual short interest were significantly overvalued. Managers had a tendency to withhold bad news
Battalio and Schultz (2011) Short sales ban and equity options marketUSA: August 1, 2008–October 21, 2008Trading volume in the options market did not increase when short sales were banned, indicating that options availability was not a good proxy for short sales
Beber and Pagano (2013) Short sales ban and stock pricesGlobal: January, 2008–June, 2009Ban on short selling reduces liquidity and slows price discovery process, but was not associated with stock returns except in the US
Beneish et al. (2015) Short sellers and stock returnsUSA: July, 2004–December, 2013Supply constraints made short sales challenging and stocks constrained by short sales subsequently underperformed
Boehme et al. (2006) Short sale constraints, differences of opinion, and overvaluationUSA: January, 1988–December, 2002The authors used low market capitalization stocks to proxy for short-sale constraints and found that underperformance of stocks with high short interest was concentrated among stocks with low market capitalization
Boehmer et al. (2008) Elimination of the uptick rule and stock pricesUSA: January, 2007–August 2007Elimination of uptick rule increased shorting activities but did not have impact on stock prices
Boehmer et al. (2013) Ban on short selling and stock returnsUSA: August 1, 2008–October 31, 2008Although shorting activities dropped significantly there was no impact on stock prices due to the ban on short selling
Blau and Wade (2011) Comparison of return predictability in short selling and in put optionsUSA: Risk adjusted returns of 1,186 stocksUnderperformance of short sale constrained stocks are evident but the availability of option trading reduces the impact of short sales constraints
Blocher et al. (2013) Impact of equity loan market on stock pricesTheoretical studyHard-to-borrow stocks have lower subsequent returns than other stocks, with negative returns concentrated in stocks with high heterogeneity in investor beliefs
Brent et al. (1990) Short interest and subsequent stock returnsUSA: January, 1974–January, 1986Changes in short interest and subsequent stock returns are not related
Bris et al. (2007) Legal restrictions on short sales and market efficiencyGlobal: 1990–2001Markets where short selling is prohibited, returns display significantly less negative skewness, and the frequency of extreme negative returns is lower
Brunnermeier and Oehmke (2014) Ban on short selling of vulnerable institutionsTheoretical studyFindings supports potential justification for temporary restrictions on short selling of vulnerable institutions
Cao et al. (2007) Short-sale constraint, informational efficiency, and asset price biasTheoretical studyShort sales constraints could produce both upward and downward pressure on stock prices. The ultimate effect depends on which effect dominates
Cao et al. (2021) Short sales constraints and stock price manipulationChina: 2003–2019Short-sales constraints induced manipulative behavior of large investors and empirical showed that stock price manipulation significantly reduced after relaxing short sales constraints
Chang et al. (2007) Short sales constraints and stock returnsHong Kong: 1994–2003Short-sale constrained stocks tended to be overvalued, with the degree of overvaluation increasing in the presence of investor opinion dispersion
Chen et al. (2002) Breadth of ownership and stock returnsUSA: 1979–1998The authors used low breadth of ownership as a proxy for short-sale constraints and found that these stocks underperformed subsequently
Damodaran and Lim (1991) Option listing and stock returnsUSA: 1973–1983The authors found that the listing of options leads to significantly lower variance in the daily returns or the underlying stocks. They also found that prices adjust much more quickly to new information after the listing of options.
Danielsen and Sorescu (2001) Availability of option trading and stock pricesUSA: 1973–1995The authors provide evidence that the negative abnormal returns and increased short interest are consistent with the mitigation of short-sale constraints resulting from the option introduction
D’avolio (2002) The market for borrowing stockUSA: April, 2000–September, 2001The authors provided evidence that stocks with higher borrowing costs subsequently underperformed, and this underperformance was more pronounced for stocks with greater divergence of opinion
Deng et al. (2020) Short-sale constraints and stock price crash riskUSA: 2001–2010The authors found that lifting of short sales constraints reduced crash risk by constraining managerial bad news hoarding and improving corporate investment efficiency
Desai et al. (2002) Short interest and stock returnsUSA: June, 1988–December, 1994the authors provided evidence that heavily shorted stocks experienced significantly negative abnormal returns
Diamond and Verrecchia (1987) Short sales constraints and asset price adjustment to private informationTheoretical studyThe demand for short sales conveys bearish signals. As short sellers are assumed to be informed and rational investors, their trades can also signal a mispricing of stocks
Diether et al. (2009) Regulation on short selling and stock returnsUSA: February, 2005–July, 2005Short-selling activity increased both for NYSE- and Nasdaq-listed Pilot stocks, but returns and volatility at the daily level remained unaffected
Duffie et al. (2002) Securities lending, shorting, and pricingTheoretical studyThe authors argued that the challenges in locating lendable securities led to an initial increase in security prices, followed by a subsequent decline
Duong et al. (2017) The information value of stock lendingUSA: 2007–2010Expensive stocks exhibited lower future returns, even after controlling for shorting demand, suggesting that institutional investors played a significant role in the return predictability of stocks
Evans et al. (2012) Equity lending, investment restrictions, and fund performanceUSA: 1996–2009Active institutional investors are less likely to lend stocks compared to passive institutional investors for the consideration of retaining fund values
Figlewski and Webb (1993) Options, short sales, and market completenessJanuary, 1973–June, 1979The authors provided empirical evidence that investors facing short-sale constraints turned to options as a substitute for short selling stocks, thereby reducing the impact of short-sale constraints
Gopalan (2003) Short sales constraints, difference of opinion and stock returnsUSA: 1992–2000The author found that stocks with high short interest subsequently underperformed when the dispersion of analyst forecasts was greater
Geczy et al. (2002) Cost of borrowing and short sales constraintsUSA: November, 1998–October, 1999The authors found that the loans of initial public offering, DotCom, large-cap, growth and low-momentum stocks to be cheap relative to the strategies’ documented profits and that investors who can short only stocks that are cheap and easy to borrow can enjoy at least some of the profits of unconstrained investors
Grundy et al. (2012) Options market and short sales constraintsUSA: 2008–2009The authors found that trading volume in the options market did not increase when short sales were banned during the 2008 financial crisis period, indicating that options availability could not serve as a viable alternative to short sales
Guo and Wu (2019) Short interest, stock returns and credit ratingsUSA: January, 1986–February, 2017The authors reported that the predictive power of short interest for future returns was concentrated in the worst-rated stocks
Hanauer et al. (2023) Surprise in short interest and stock returnsUSA: May 1980–December, 2018The authors found that surprise in short interest negatively predicted the cross section of both U.S. and international stock returns
Hao et al. (2013) Short sales and put optionsUSA: March, 2005–June, 2007The authors found that put options became more informative before the release of negative information even when short sales were allowed, suggesting that the options market attracted more informed trading
Hansson and Fros (2009) Market impact of short sales ban in the UKUK: 2008–2009During the financial crisis period of 2008–2009, the UK authority restricted short selling activities substantially. However, the authors did not find a significant effect of such restrictions on abnormal returns and volatility of stocks
Harris et al. (2013) Price inflation and wealth transfer during the 2008 SEC short-sale banUSA: Short selling ban imposed on September, 2008The authors examined the ban on short selling of financial stocks in 2008 and observed that the banned stocks earned positive excess returns
Harrison and Kreps (1978) Short sales constraints, divergence of opinion, and stock pricesTheoretical studyThe authors argued that short-sale constraints, when coupled with investor divergence of opinion, could push stock prices beyond the valuation of the most optimistic investors based on their expectations of future earnings
Hong and Stein (2003) Short sales constraints, divergence of opinion, and market crashesTheoretical studyThe authors contended that the bearish investors' negative information did not initially manifest in stock prices due to short-sale constraints. When surfaced, the market began to decline, intensifying the downward spiral and ultimately leading to a crash
Huszár and Prado (2019) Comparing the over-the-counter and centralized stock lending marketsJapan: July, 2006–December, 2009The author argued that short-selling activities in the decentralized market aided in the price discovery process, which was not documented for the centralized market
Jarrow (1980) Heterogeneous expectations, restrictions on short sales, and equilibrium asset pricesTheoretical studyThe author contended that asset prices could either rise or fall due to short sales constraints. However, under homogeneous expectations regarding the asset prices for the next period, restrictive short-sales would only result in an increase in risky asset prices
Jones and Lamont (2002) Short-sale constraints and stock returnsUSA: 1926–1933The authors provided evidence that hard-to-borrow stocks were overvalued and yielded lower subsequent returns
Khan et al. (2019) Short sales constraints, regulations, and stock returnsJapan: January, 2012–July, 2016The authors found that stocks with higher short interest were generally overvalued, but the degree of overvaluation did not increase significantly in the presence of strict short-selling regulations
Khan et al. (2018) Short sales constraints in a centralized lending marketJapan: November, 2015–May, 2016The authors compared short-sale constraints in a centralized market (e.g. Tokyo Stock Exchange) and a decentralized lendable stock market (e.g. New York Stock Exchange). They found that the cost of borrowing is lower in a centralized lendable stock market, implying that short-sale constraints are less severe in centralized markets
Kolasinski et al. (2013) Supply and search in the equity lending marketUSA: September, 2003–December, 2007When demand is moderate, lending fees are largely insensitive to demand shocks. However, when demand is high, lending fees increase significantly and the extent to which demand shocks impact fees is also related to search frictions in the loan market
Lamont and Stein (2004) Aggregate short interest and market valuationsUSA: 1960–2002The authors did not observe a significant relationship between aggregate short interest and subsequent market returns
Lamont (2012) Firm’s initiative to influence short sales and stock returnsUSA: 1977–2002The author argued that firms were less likely to allow their stock to be sold short anticipating that firm value would go down and, therefore, used various methods to restrict short selling, such as legal threats, investigations, lawsuits, and others
Li et al. (2022) Short sales constraints and diffusion of informationChina: January, 2001–February, 2019The authors found that short sales constraints significantly delayed the incorporation of information in stock prices and such restriction had significant return predictability
Luu et al. (2023) Short selling during the Covid-19 pandemicUSA: January, 2019–April, 2020The authors found that stocks with higher foreign exposure and limited financial flexibility were more likely to be shorted. They concluded that given the significant role of short sales in the price discovery process, banning short selling during the pandemic period would not be advisable
Miller (1977) Risk, uncertainty, and divergence of opinionTheoretical studyThe author argued that in the presence of market frictions like short-sale constraints, divergence of opinion was priced at a premium, i.e. stocks price became higher in the presence of short sales constraints and divergence of opinion
Nagel (2005) Short sales, institutional investors, and stock returnsUSA: 1980–2003The author found that short-sales constrained stocks, as proxied by low institutional ownership, tended to underperform subsequently particularly among stocks with high market-to-book, analyst forecast dispersion, turnover, and volatility
Ofek et al. (2004) Limited arbitrage, option market, and short sales constraintsUSA: July, 1999–November, 2001The availability of option trading mitigates the effect of short-sale constraints on stock prices
Phillips (2011) Options, short-sale constraints, and market efficiencyUSA: 1980–2005The availability of option trading significantly reduces the effect of short-sale constraints on stock prices in relation to negative news
Prado et al. (2016) Ownership structure, limits to arbitrage, and stock returnsUSA: 2006–2010The authors argued that stocks with lower and more concentrated ownership were responsible for lower lending supply and higher short-sale constraints
Purnanandam and Seyhun (2018) Private information, short sales constraints and stock returnsUSA: 1991–2011The authors used insider-trading activities as a proxy for private information and observed that short selling constraints, measured by standardized short interest ratio, provided significant information about future stock returns
Rapach et al. (2016) Short interest and aggregate stock returnsUSA: 1990–1998The authors found that short interest at the aggregate level was the strongest predictor of stock returns, confirming prior findings that short sellers are informed traders capable of predicting stock returns
Saffi and Sigurdsson (2011) Price efficiency and short sellingGlobal: 2005–2008The authors found that stocks with higher short-sale constraints, measured as low lending supply, have lower price efficiency. Moreover, relaxing short-sales constraints is not associated with an increase in either price instability
Scheinkman and Xiong (2003) Overconfidence and speculative bubblesTheoretical studyThe authors argued that in the presence of investor heterogeneity and short-sale constraints, only the optimistic investors' views were reflected in prices, effectively sidelining pessimistic investors. This phenomenon created price bubbles and set the stage for market crashes
Senchak and Starks (1993) Short-sale constraints and market reaction to short interestUSA: January, 1980–December, 1986The authors found that subsequent underperformance was evident with stocks featuring higher unexpected short interest and stocks with tradable options
Skinner (1990) Options markets and the information content earnings releasesUSA: April, 1973–December, 1986The author found that restrictions on short sales could be partially alleviated through option trading, as investors can effectively replicate cash flows from short selling of stocks by appropriately designing call options or put options
Takahashi (2010) Short-sale inflow and stock returnsJapan: December, 1997–March, 2008The author investigated the relationship between flow-based shorting demand and subsequent stock return behavior, concluding that the least heavily shorted stocks outperformed the most heavily shorted ones
Wang and Lee (2015) Foreign short sellers and stock returnsKorea: January, 2006–May, 2010The authors found that higher short interest was associated with subsequent negative returns for foreign short sellers
Woolridge and Dickinson (1994) Short selling and common stock pricesUSA: 1986–1991The authors argued that short sellers played no role in driving stock prices down but instead provided liquidity to the market
Yuan (2004) Asymmetric information, trading constraints, and asset pricingTheoretical studyThe authors found that the presence of short-sale constraints and information asymmetry led to more pronounced large price movements, with crashes occurring much more rapidly than the formation of bubbles

Source: table created by the author

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