The wisdom of crowds: Mutual fund investors’ aggregate asset allocation decisions

We find that the aggregate asset allocation decisions of US mutual fund investors depend on economic conditions. Both anticipated economic downturns and periods of turmoil lead investors to direct flow away from risky equity funds and towards lower-risk money market funds. These patterns are markedly stronger for investors in low cost and low turnover funds relative to investors in high cost and high turnover funds, consistent with sophisticated investors being more sensitive to changing conditions. Benchmarked against a buy-and-hold strategy, these asset allocation strategies reduce risk without degrading the risk-return trade-off. Our evidence suggests that individual investors, often dismissed as noise traders, collectively react to economic signals in a sensible manner when determining asset allocations.     

Mutual Fund Trading Pressure: Firm‐Level Stock Price Impact and Timing of SEOs

We use price pressure resulting from purchases by mutual funds with large capital inflows to identify overvalued equity. This is a relatively exogenous overvaluation indicator as it is associated with who is buying—buyers with excess liquidity—rather than what is being purchased. We document substantial stock price impact associated with purchases by high‐inflow mutual funds, and find the probability of a seasoned equity offering (SEO), insider sales, and the probability of a stock‐based acquisition increase significantly in the four quarters following the mutual fund buying pressure. These results provide new evidence that firm managers are able to identify and exploit overvalued equity.     

The effect of personal bankruptcy exemptions on investment in home equity

Homestead exemptions to personal bankruptcy allow households to retain their home equity up to a limit determined at the state level. Households that may experience bankruptcy thus have an incentive to bias their portfolios toward home equity. Using US household data for the period 1996–2006, we find that household demand for real estate is relatively high if the marginal investment in home equity is covered by the exemption. The home equity bias is more pronounced for younger and less healthy households that face more financial uncertainty and therefore have a higher ex ante probability of bankruptcy. These results suggest that homestead exemptions have an important bearing on the portfolio allocations of US households and the extent to which they insure against bad shocks.     

ARE THE STRUCTURAL CHANGES IN MUTUAL FUNDS INVESTING DRIVING THE U.S. STOCK MARKET TO ITS CURRENT LEVELS?

We examine the long-run equilibrium relation between the net flow of funds into equity mutual funds and the S&P 500 index. Applying the Engle and Granger error correction methodology followed by a state space procedure, we find that the levels of the stock market are influenced by the net flow of funds into equity mutual funds. Our findings indicate that the U.S. equity market appears to be rationally adjusting to a structural change in the behavior of the U.S. investing public.     

The Relation between Price and Performance in the Mutual Fund Industry

Gruber (1996) drew attention to the puzzle that investors buy actively managed equity mutual funds, even though on average such funds underperform index funds. We uncover another puzzling fact about the market for equity mutual funds: Funds with worse before-fee performance charge higher fees. This negative relation between fees and performance is robust and can be explained as the outcome of strategic fee-setting by mutual funds in the presence of investors with different degrees of sensitivity to performance. We also find some evidence that better fund governance may bring fees more in line with performance.     

What Determines the Domestic Bias and Foreign Bias? Evidence from Mutual Fund Equity Allocations Worldwide

We examine how mutual funds from 26 developed and developing countries allocate their investment between domestic and foreign equity markets and what factors determine their asset allocations worldwide. We find robust evidence that these funds, in aggregate, allocate a disproportionately larger fraction of investment to domestic stocks. Results indicate that the stock market development and familiarity variables have significant, but asymmetric, effects on the domestic bias (domestic investors overweighting the local markets) and foreign bias (foreign investors under or overweighting the overseas markets), and that economic development, capital controls, and withholding tax variables have significant effects only on the foreign bias.     

Performance and diversification benefits of IPO-focused mutual funds

We investigate whether mutual funds that invest in initial public offerings (IPOs) outperform the Renaissance IPO Index, IPOX® 100 U.S. Index, and other comparable equity funds that do not invest in IPOs. We also explore whether investors gain diversification benefits by investing in IPO-focused mutual funds. Using a sample of active open-ended US equity mutual funds, we find that IPO-focused funds outperform the Renaissance IPO Index and comparable funds that do not invest in IPOs. Moreover, they provide investors with the benefit of diversification along with better returns. We also find the value added by active management based on IPO strategy.     

Stockholding: Participation, location, and spillovers

This paper provides the first joint analysis of household stockholding participation, location among stockholding modes, and participation spillovers. Our model matches observed participation, conditional and unconditional, and asset location patterns. We find that financial sophistication correlates strongly only with direct stockholding and mutual fund participation, while social interactions mainly influence stockholding through retirement accounts. Whether retirement account owners include stocks in their accounts strongly depends on owner characteristics, which is not the case with mutual fund owners and investment in stock funds. Stockholding is more common among retirement account owners, but mainly because of owner characteristics rather than of any participation spillovers from retirement account ownership.     

Do Mutual Funds Profit from the Accruals Anomaly?

Using data on both fund stockholdings and fund returns, we examine whether actively managed equity mutual funds trade on and profit from the accruals anomaly. We find that few, if any, mutual funds trade on the anomaly. The top 10% of mutual funds that have the highest portfolio weights in low‐accruals stocks have a greater, but still relatively small, exposure to low‐accruals stocks. Nonetheless, these funds make significant profit net of actual transaction costs, exhibiting an average Fama‐French three‐factor alpha of 2.83% per year. We also find that these funds are smaller, less diversified, and exhibit higher fund return volatility and higher fund flow volatility.     

Management of flow risk in mutual funds

This paper is the first to relate the investment practices of U.S. equity mutual funds to their management of flow risk, defined as the adverse effect of investor in- and outflows on fund performance. Using a comprehensive merged sample of 2585 actively managed U.S. domestic equity funds from the CRSP mutual fund database and the SEC’s regulatory N-SAR filings, we are the first to detect differences in funds’ responses to flow risk. We find that funds using derivatives, such as options and futures on indices as well as individual stocks, have higher performance than non-using funds. We further show that this outperformance is the result of superior flow risk management using these derivatives and not a result of derivatives based stock-picking or market-timing activities. Overall, our findings document that superior flow management ability is valuable when managing open-end mutual funds and should be considered by investors and researches when evaluating fund performance.     

基金投资风格的持续性研究:原因与结果

本文以2006至2010年期间所有开放式股票型非指数型基金为样本,实证研究基金投资风格的持续性以及基金转变投资风格的原因和结果。研究发现:(1)基金的大盘/小盘风格具有一定的持续性,但是价值/成长风格不具有持续性;(2)基金总体上并没有表现出明显的风格择时能力,而过去的业绩是影响基金投资风格发现转变的一个重要原因;(3)适当地改变大盘/小盘风格、适当地保持价值/成长风格有利于提高未来的业绩。     

Should Investors Avoid All Actively Managed Mutual Funds? A Study in Bayesian Performance Evaluation

This paper analyzes mutual-fund performance from an investor's perspective. We study the portfolio-choice problem for a mean-variance investor choosing among a risk-free asset, index funds, and actively managed mutual funds. To solve this problem, we employ a Bayesian method of performance evaluation; a key innovation in our approach is the development of a flexible set of prior beliefs about managerial skill. We then apply our methodology to a sample of 1,437 mutual funds. We find that some extremely skeptical prior beliefs nevertheless lead to economically significant allocations to active managers.     

Do mutual funds have information advantage? Evidence from seasoned equity offerings in China

By integrating the literature on institutional investors with that on seasoned equity offerings (SEOs), this paper investigates the role played by mutual funds around SEO announcements in China. To the extent that shareholdings already held by mutual funds in a firm prior to the firm's SEO issuance represent funds' information advantage, our first finding suggests a positive association between such information advantage and funds' decision to participate in certain SEOs. Second, we find that certain SEO firms that have attracted fund participation at issuance outperform peer firms without fund involvement when performance is proxied for by accounting-based measures. Collectively, our findings are consistent with the notion that mutual funds have an information advantage over other types of investors, and such an advantage would allow them to be able to invest in the “right” SEOs.     

UK equity mutual fund alphas make a comeback

In this study, we re-visit the performance of 887 active UK equity mutual funds using a new approach proposed by Angelidis, Giamouridis, and Tessaromatis. The authors argue that mutual funds stock selection is driven by the benchmark index, so if the benchmark generates alpha, there will be a bias in interpretation of manager's stock-picking ability. In their model, the alpha of a fund is adjusted by the benchmark's alpha. By applying this method, we eliminate bias inflicted by the persistently negative alphas of FTSE 100 Index in the period 1992–2013. We find that adjusted Fama–French and Carhat alphas of UK equity mutual funds are higher than those implied by the standard three- and four-factor models and are overall positive, contrary to most of the existing literature on UK fund performance. This result is consistent across funds' investment styles and robust to the use of FTSE Small Cap as benchmark for a sub-sample of small cap funds.     

Regulatory harmonization and the development of private equity markets

This paper introduces a new dataset from 100 Dutch institutional investors’ domestic and international asset private equity allocations. The data indicate that the perceived comparative dearth of regulations of private equity funds impedes institutional investor participation in private equity funds, particularly in relation to the lack of transparency. The data further indicate that the perceived importance of regulatory harmonization of institutional investors has increased Dutch institutional investor allocations to domestic and international private equity funds. The Financieel Toetsingskader (regulation of portfolio management standards such as matching of assets and liabilities) has had the most pronounced and robust effect, followed by Basel II (regulation of risk management and disclosure standards) and the International Financial Reporting Standards (regulation of reporting standards and transparency).     

Size and performance of Chinese mutual funds: The role of economy of scale and liquidity

Using a detailed stockholding for a comprehensive sample of Chinese open-end equity mutual funds from 2004 to the first half of 2010, we investigated the effect of economy of scale and liquidity on the relationship between fund size and performance. We find that an inverted U-shape relationship exists between fund size and performance as measured by various performance benchmarks. Both economy of scale and liquidity play important roles in Chinese mutual funds. Furthermore, their combined effect explains the inverted U-shape relationship of size and performance reasonably well.     

Favoritism in Mutual Fund Families? Evidence on Strategic Cross‐Fund Subsidization

We investigate whether mutual fund families strategically transfer performance across member funds to favor those more likely to increase overall family profits. We find that “high family value” funds (i.e., high fees or high past performers) overperform at the expense of “low value” funds. Such a performance gap is above the one existing between similar funds not affiliated with the same family. Better allocations of underpriced initial public offering deals and opposite trades across member funds partly explain why high value funds overperform. Our findings highlight how the family organization prevalent in the mutual fund industry generates distortions in delegated asset management.     

What Matters to Individual Investors? Evidence from the Horse's Mouth

We survey a representative sample of U.S. individuals about how well leading academic theories describe their financial beliefs and decisions. We find substantial support for many factors hypothesized to affect portfolio equity share, particularly background risk, investment horizon, rare disasters, transactional factors, and fixed costs of stock market participation. Individuals tend to believe that past mutual fund performance is a good signal of stock-picking skill, actively managed funds do not suffer from diseconomies of scale, value stocks are safer and do not have higher expected returns, and high-momentum stocks are riskier and do have higher expected returns.     

The impact of the Arab Spring and the Ebola outbreak on African equity mutual fund investor decisions

Financial development and stock markets have been widely considered to be key factors in economic growth. Among institutional investors, mutual funds play a key role in providing financial resources to stock markets, particularly in developing countries. Different from other investments, mutual fund flows could be affected by retail investors’ behavior and their overreaction to specific events. We considered 78 equity mutual funds that are geographically specialized in African countries and observed monthly flows and performance for the period of 2006–2015. We find that two major events, Ebola and the Arab Spring, significantly affected the fund flows, controlling for fund performance, expenses and market returns. Retail investors over-reacted to these major events, withdrawing their savings from the African mutual funds. This result is particularly strong when connected to the media coverage of these events: the higher the number of articles about Arab Spring and Ebola, the higher the withdrawals. These irrational investors’ behavior damaged the funds’ managers market timing ability, and reduced the equity capital injection into African stock markets. Our results have several implications for both holders of frontier market mutual funds and the overall asset management industry.     

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.