Arbitrage,Liquidity, and the Valuation of Exchange Traded Funds

This paper investigates the performance of U.S. and country exchange traded funds currently traded in the United States and provides new insight into their pricing. While the U.S. funds are priced closely to their net asset values, the country funds are not and can exhibit large, positive autocorrelations in fund premium. The mispricing of country funds is related to momentum, illiquidity, and size effects. We also find an inverted U‐shaped relationship between fund premium and market liquidity, which suggests that more active trading does lead to lower mispricing but only after a certain level of liquidity is reached.     

证券投资基金规模适度性研究——基于中国市场的证据

随着社保、养老金等中长期资金的大规模入市,中国公募基金规模面临更快扩张,那么基金规模究竟是可以无限扩张还是存在制约？本文研究发现,基金规模扩张会受到基金经理与投资者之间的委托代理冲突、边际规模报酬递减、投资者大规模赎回的制约。基于此,本文提出了基金管理规模适度区间的概念及其相应计量模型,并借此对2011—2019年间中国公募基金市场规模的适度性进行实证判断和检验,结果显示:(1)中国公募基金的平均管理规模在2015年之前过大,2016年之后趋向适度,而在2019年出现偏小现象。(2)中国基金市场规模适度区间的上、下限呈现逐年减小趋势,但二者的差值,即适度性区间的宽度却逐年增加。(3)规模适度基金的业绩表现远好于规模不足和规模过大两类基金,但市场上的规模适度基金占比则小于另外两类基金。最后,本文就如何提升公募基金,尤其是对安全性和盈利性要求更高的养老保险基金的规模适度性提出了相应对策建议。     

Real Estate Fund Flows and the Flow-Performance Relationship

Convexity in the flow-performance relationship of traditional asset class mutual funds is widely documented, however it cannot be assumed to hold for alternative asset classes. This paper addresses this shortcoming in the literature by examining the flow-performance relationship for real estate funds, specifically open-end, direct-property funds. This investment vehicle is designed to provide the risk-return benefits of private market real estate and is available to retail investors in many countries across the globe. An understanding of fund flow dynamics associated with this investment vehicle is of particular interest due to the liquidity risk associated with holding an inherently illiquid asset in an open-end structure. Our analysis draws on the theoretical foundations provided in the literature on mutual fund flows, performance chasing, liquidity risk, participation costs and dynamics across market cycles. We focus on German real estate funds from 1990 to 2010 as this is the largest market globally and there is a high level of confidence in the data. The results show that real estate fund investors chase past performance at the aggregate level and the relationship between flows and relative performance is asymmetric (i.e., convex) at the individual fund level. Fund-level liquidity risk tends to weaken convexity, while sensitivity increases with higher participation costs. We find the flow-performance relationship varies across time, though our interpretation is asset and investment vehicle specific. The implications are applicable to investors and fund managers of open-end, direct-property funds and, more broadly, other alternative asset funds where the underlying asset may not be liquid.     

隐性杠杆约束、流动性风险和投资者情绪

本文以2003—2019年间开放式主动管理型的股票型和偏股型基金为样本,以持仓占比为权重估算基金投组中A股的总市场风险暴露,检验结果表明,该序列上升反映了基金面临的隐性杠杆约束收紧,刻画了市场的弱流动性。内在逻辑在于,流动性收紧时,投资者难以通过融资直接增加杠杆,更倾向于重仓持有高市场风险头寸的股票而间接实现杠杆。本文发现隐性杠杆约束所刻画的风险在股票或基金收益截面上的无条件定价基本失效,而条件定价则依赖于低市场情绪与弱流动性。分解基金持股的敞口,进一步发现,因中小盘基金在流动性收紧时具有更强的流动性偏好,其持股的市场风险头寸能够更敏锐地捕捉到弱流动性风险。     

Fund size, limited attention and valuation of venture capital backed firms

This paper examines the effect of fund size on investee firm valuations in the venture capital market. We show a convex (U-shape) relationship between fund size and firm valuations. We further document that firm valuations are positively correlated to measures of limited attention. In addition, we show a concave (inverse U-shape) relationship between fund size and venture's performance measured as the probability of successful exits. Further, this relation is particularly strong when the pre-money valuation of the investment is high. Our findings hold across a wide range of robustness checks, including but not limited to sample selection and correction for unobserved company-level value drivers. Our findings support the notion that there is diseconomy of scale in the venture capital industry, which is partially due to the constraints from the quality and quantity of human capital when fund size grows.     

MUTUAL FUND TRADES: ASYMMETRIC LIQUIDITY PREFERENCES AND FUND PERFORMANCE

We investigate the role of the liquidity of stocks traded by mutual funds on the performance of funds experiencing substantial and sustained redemptions (outflows) or inflows. Accordingly, we identify 770 redeeming fund‐periods and 1,757 inflow fund‐periods and find a statistically significant relation between the liquidity of the stocks they trade and the quantity of the stock traded. Notably, when funds experience redemptions, those with low portfolio liquidity have an elevated preference for selling more‐liquid stocks. In the following period, such funds statistically and economically underperform funds that sell less‐liquid stocks. This is consistent with redemptions detrimentally affecting shareholders that remain in a fund.     

Active management, fund size, and bond mutual fund returns

Conventional wisdom holds that bonds are relatively homogenous investments compared to equities. Consequently, factors that explain variation in returns among bond mutual funds may differ in magnitude from those for equity mutual funds. In this study, a time-series cross-sectional analysis is employed to investigate the relationship between a bond fund's risk-adjusted return and specific fund attributes. Results indicate that a bond fund's past performance does not predict future performance and that bond fund managers are generally ineffective at increasing risk-adjusted returns. However, unlike equity mutual funds, bond mutual funds do appear to enjoy economies of scale.     

Do mutual fund managers time market liquidity?

This paper examines mutual fund managers' ability to time market-wide liquidity. Using the CRSP mutual fund database, we find strong evidence that over the 1974–2009 period, mutual fund managers demonstrate the ability to time market liquidity at both the portfolio level and the individual fund level. Liquidity timing predicts future fund performance and the difference in the risk-adjusted returns between top and bottom liquidity-timing funds is approximately 2% per year. Funds exhibiting liquidity-timing ability tend to have longer histories, higher expense ratios, and higher turnover rates.     

A new family of equity style indices and mutual fund performance: Do liquidity and idiosyncratic risk matter?

We propose and test novel multifactor models of daily mutual fund performance. To this aim, we set up equity style indices and derive risk factors, which nest the established Fama and French (1992) and Carhart (1997) factors. We add two additional risk factors, namely idiosyncratic risk and Amihud (2002) liquidity. Our sample contains 528 actively managed mutual funds with European stock market focus during 2002 to 2009. Model estimation reveals that—while market excess return and size appear significant for the cross-section of all funds—the remainder factors explain the performance of subsets of funds. About one third of the funds exhibit significant factor sensitivities not only with respect to valuation or momentum, but also with respect to liquidity or idiosyncratic risk. No single risk factor is dominated and hence our six factor model may serve as a valid performance benchmark. In a four factor model setting, the Carhart model and a model with valuation replaced by liquidity perform best. Our results remain stable under various robustness checks. We further document that managers on average prefer liquid stocks, show no aggregate idiosyncratic risk preference and deliver results that are consistent with equilibrium models of fund performance.     

Do liquidity and idiosyncratic risk matter? Evidence from the European mutual fund market

This paper examines the interaction of idiosyncratic risk, liquidity and return across time in determining fund performance, as well as across investment style portfolios of European mutual funds. This study utilizes a unique data set including returns for equity mutual funds registered in six European countries. Overall, using monthly data, we find that both liquidity and idiosyncratic risk are relevant in determining mutual fund returns. Our results are robust across different model specifications. We show that model specifications up to six factors are useful as these risk factors capture different aspects in the cross-section of mutual funds returns. The evidence regarding mutual funds subgroups is strongly in favor of the significance of liquidity, and idiosyncratic risk to a lesser extent, as risk factors. Even if liquidity and idiosyncratic risk are considered at the same time, one factor is not significantly decreasing the importance of the other factor.     

中国基金管理公司的所有权结构与绩效

本文探讨中国基金管理公司的所有权结构对其所管理基金的整体业绩的影响.我们以所有权结构与企业经营业绩的一般理论为基础,将基金管理公司作为特定的企业类型和研究对象,提出关于所有权类型和控股程度的假设,使用1999年至2010年我国基金管理公司的面板数据进行计量检验.我们发现,中外合资的基金管理公司业绩总体优于纯中资背景的基金管理公司,但是外资比例不宜过大;绝对控股的基金管理公司比相对控股和股权分散的基金管理公司业绩更优,然而控股股东的类型对业绩没有明显影响.我们根据这些发现提出了若干实践启示.     

Do Focused Funds Offer Superior Performance in an Emerging Market? Evidence from Taiwan's Stock Market

We examine the effects of the number of stock holdings and industry concentration on Taiwan's equity fund performance. The quadratic regression model is applied to explore the optimal number of stock holdings for mutual funds. The empirical results suggest that funds with a smaller number of stock holdings and with a higher level of industry concentration achieve better performance. We also find that mutual fund performance and the number of stock holdings have an inverted U-shaped relationship, and funds that hold twenty-four to twenty-eight stocks can generate superior performance.     

Mandatory Portfolio Disclosure,Stock Liquidity,and Mutual Fund Performance

We examine the impact of mandatory portfolio disclosure by mutual funds on stock liquidity and fund performance. We develop a model of informed trading with disclosure and test its predictions using the May 2004 SEC regulation requiring more frequent disclosure. Stocks with higher fund ownership, especially those held by more informed funds or subject to greater information asymmetry, experience larger increases in liquidity after the regulation change. More informed funds, especially those holding stocks with greater information asymmetry, experience greater performance deterioration after the regulation change. Overall, mandatory disclosure improves stock liquidity but imposes costs on informed investors.     

Small-cap equity mutual fund managers as liquidity providers

This paper examines the relation between the performance of small-cap equity mutual funds and the liquidity characteristics of their asset holdings. We study the trading behavior of fund managers and show that on average, they tend to buy less liquid stocks and sell more liquid stocks. We introduce the notion of net “liquidity creation” by fund managers and examine its role in explaining the cross section of small-cap equity mutual fund returns. Our empirical results show that on average, small-cap mutual fund managers are able to earn an additional 1.5% return per year as compensation for providing such liquidity services to the market.     

Credit ETFs in Mutual Funds and Corporate Bond Liquidity

We show that high yield (HY) mutual funds own and trade ETFs to manage liquidity needs driven by fund flows, whereas investment grade (IG) funds do not. The use of ETFs by HY mutual funds to manage liquidity shifts some trading away from bonds and into ETFs, which reduces the liquidity of the underlying bonds. This substitution effect outweighs the better-understood inclusion effect, whereby bond liquidity benefits from increased ETF ownership, such that the net effect of ETFs is to reduce HY liquidity. In IG, the substitution effect is not significant and ETFs result in increased bond liquidity.     

Fund ESG performance and downside risk: Evidence from China

Whether responsible investing reduces portfolio risk remains open to discussion. We study the relationship between ESG performance and downside risk at fund level in the Chinese equity mutual fund market. We find that fund ESG performance is positively associated with fund downside risk during the period between July 2018 and March 2021, and that the positive relationship weakens during the COVID-19 pandemic. We propose three channels through which fund ESG performance could affect fund downside risk: (i) the firm channel in which the risk-mitigation effect of portfolio firms’ good ESG practices could be manifested at fund level, (ii) the diversification channel in which the portfolio concentration of high ESG-rated funds could amplify fund downside risk, and (iii) the flow channel in which funds’ better ESG performance may attract greater investor flows that could reduce fund downside risk. We show evidence that the observed time-varying relationship between fund ESG performance and downside risk is driven by the relative force of the three channels.     

Derivative use,fund flows and investment manager performance

Prior literature which examines the use of derivatives by investment managers does not discern between different types of derivative trading strategies. This study is the first to examine and gather data on a particular type of derivative trading strategy undertaken by investment managers. We examine the extent to which equity fund managers use index futures to manage fund flows and the effect this has on their alpha and market timing measures of performance. Our results show that funds that do not use derivatives exhibit lower returns and negative market timing skills when they experience fund flow. The performance of funds that use derivatives, however, is independent of investor’s liquidity demands. In fact, the unconditional performance of the average user fund is statistically equivalent to the performance of the average non-user fund conditional on zero fund flow. Our results provide evidence that derivatives can be beneficial for mutual fund holders under certain conditions.     

Capacity effects and winner fund performance: the relevance and interactions of fund size and family characteristics

This study analyzes the existence of capacity effects and performance persistence for US equity mutual funds for the period from 1992 to 2007. We focus on winner funds and distinguish between capacity effects from both size and inflows and explore their interactions with two measures of family size, i.e. family total net assets under management (family TNA) and the number of funds at the family level (family breadth). The differentiation of family size allows us to analyze competing effects at the family level such as economies of scale as well as organizational complexity costs and conflicts of interest. Our empirical results confirm diseconomies of scale at the winner fund level and indicate that only small winner funds with low inflows significantly outperform the four-factor benchmark on a net return basis. There are no universal benefits from economies of scale at the family level, but our findings suggest the existence of conflicts of interest in families offering a relatively large number of funds. Small winner funds in families offering a small number of funds significantly outperform while economies of scale only materialize among extremely small winner funds. We provide detailed robustness checks for our empirical results. Overall, simply conditioning on fund size is not sufficient for selecting future outperforming funds. The results indicate that fund investors may earn positive abnormal returns when combining information on fund size with information on fund flows or fund family affiliations in their asset allocation decisions.     

Daily mutual fund flows and redemption policies

We examine how redemption policies affect daily fund flows in open-end mutual funds. Since short-term trading of fund shares, as manifested in daily fund flows, can have an adverse impact on returns to the fund’s shareholders, mutual funds might find it desirable to discourage short-term trading through the use of redemption fees. However, if daily fund flows are due to fund shareholders’ legitimate liquidity demands, the redemption fee would have little effect on daily fund flows and possibly adversely affect fund shareholders by imposing a liquidity cost on them. We find that the likelihood of a fund charging a redemption fee is largely a function of its overall fee structure. We also use a sample of funds that imposed redemption fees to examine whether the distribution of daily fund flows changes after the initiation of the redemption fee. We find that the redemption fee is an effective tool in controlling the volatility of fund flows.     

Mutual fund liquidity timing ability in the higher moment framework

Using mutual fund data in Thailand, this study shows that fund managers can time the market-wide liquidity in the higher moment framework. High-performing fund managers demonstrate significantly positive liquidity timing ability, while low-performing fund managers do not. Thus, high-performing fund managers increase (decrease) the funds' exposure to the market during a high (low) market liquidity period, while low-performing fund managers do not show the liquidity timing ability. Moreover, only top-performing bank-related mutual funds possess the liquidity timing ability, supporting the information advantage hypothesis. Nonbank-related funds do not possess the liquidity timing ability at both the aggregate and portfolio levels. Several robustness tests confirm the findings.